{"id":19533,"date":"2024-10-01T20:56:12","date_gmt":"2024-10-01T12:56:12","guid":{"rendered":"http:\/\/139.9.1.231\/?p=19533"},"modified":"2025-07-04T14:53:32","modified_gmt":"2025-07-04T06:53:32","slug":"moshi-gpt-4o","status":"publish","type":"post","link":"http:\/\/139.9.1.231\/index.php\/2024\/10\/01\/moshi-gpt-4o\/","title":{"rendered":"Moshi-\u7528\u4e8e\u5b9e\u65f6\u5bf9\u8bdd\u7684\u8bed\u97f3\u6587\u672c\u57fa\u7840\u6a21\u578b[Kyutai]"},"content":{"rendered":"\n<p class=\"has-text-align-center\">\u81ea\u7136\u804a\u5929\uff0c\u60c5\u7eea\u4e30\u5bcc\uff0c\u968f\u610f\u6253\u65ad\uff0c\u62d2\u7edd\u5446\u677f\u548c\u56de\u5408\u5236\uff01<\/p>\n\n\n\n<p>         \u6765\u81ea\u6cd5\u56fd\u7684\u521d\u521b\u56e2\u961fKyutai\uff0c\u53d1\u5e03\u4e86\u8fd9\u4e2a\u5bf9\u6807GPT-4o\u7684\u795e\u5947\u7684\u7aef\u5230\u7aef\u8bed\u97f3\u6a21\u578b\u3002\u5e76\u5c06\u4ee3\u7801\u3001\u6a21\u578b\u6743\u91cd\u548c\u4e00\u4efd\u8d85\u957f\u7684\u6280\u672f\u62a5\u544a\u5f00\u6e90\u3002<\/p>\n\n\n\n<ul><li><strong>\u8bba\u6587\u5730\u5740\uff1a<a rel=\"noreferrer noopener\" href=\"https:\/\/kyutai.org\/Moshi.pdf\" target=\"_blank\">https:\/\/kyutai.org\/Moshi.pdf<\/a><\/strong><\/li><li><strong>\u5f00\u6e90\u4ee3\u7801\uff1a<a rel=\"noreferrer noopener\" href=\"https:\/\/github.com\/kyutai-labs\/moshi\" target=\"_blank\">https:\/\/github.com\/kyutai-labs\/moshi<\/a><\/strong><\/li><li><strong>\u5f00\u653e\u6743\u91cd\uff1a<a rel=\"noreferrer noopener\" href=\"https:\/\/huggingface.co\/collections\/kyutai\" target=\"_blank\">https:\/\/huggingface.co\/collections\/kyutai<\/a><\/strong><\/li><li><strong>\u5b98\u7f51\u4f53\u9a8c\uff1a<a rel=\"noreferrer noopener\" href=\"https:\/\/moshi.chat\/\" target=\"_blank\">https:\/\/moshi.chat\/<\/a><\/strong><\/li><\/ul>\n\n\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"804\" height=\"340\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-120.png\" alt=\"\" class=\"wp-image-19539\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-120.png 804w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-120-300x127.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-120-768x325.png 768w\" sizes=\"(max-width: 804px) 100vw, 804px\" \/><\/figure>\n\n\n\n<p>\u6574\u4e2a\u6a21\u578b\u7684\u53c2\u6570\u91cf\u4e3a7.69B\uff0cpytorch\u5e73\u53f0\u4e0a\u53ea\u6709bf16\u7248\u672c\uff0c\u5982\u679c\u5728\u672c\u5730\u8dd1\u7684\u8bdd\u5bf9\u663e\u5b58\u6709\u4e00\u5b9a\u8981\u6c42\uff0c\u800ccandle\u4e0a\u63d0\u4f9b\u4e868bit\u7248\u672c\uff0cmlx\u4e0a\u66f4\u662f\u67094bit\u7248\u672c\u53ef\u4f9b\u4f7f\u7528\u3002<\/p>\n\n\n\n<p>moshi\u4f5c\u4e3a\u4e00\u4e2a\u5168\u53cc\u5de5\u53e3\u8bed\u5bf9\u8bdd\u6846\u67b6\uff0c\u7531\u51e0\u90e8\u5206\u7ec4\u6210\uff1a<strong>\u9996\u5148\u662fMimi\uff0c\u76ee\u524d\u6700\u5148\u8fdb\u7684\u6d41\u5f0f\u795e\u7ecf\u97f3\u9891\u7f16\u89e3\u7801\u5668\uff0c\u80fd\u591f\u4ee5\u5b8c\u5168\u6d41\u5f0f\u7684\u65b9\u5f0f\uff08\u5ef6\u8fdf80\u6beb\u79d2\uff09\u5904\u740624 kHz\u97f3\u9891\uff0812.5 Hz\u8868\u793a\uff0c\u5e26\u5bbd1.1 kbps\uff088\u4e2a\u91cf\u5316\u5668\uff0c2048\u7684\u7801\u672c 12.5*8*11\uff09\uff09\u3002<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-table\"><table><tbody><tr><td><\/td><td><strong>token\/s<\/strong><\/td><td> <strong>Nq&nbsp;<\/strong>\u91cf\u5316\u5668\u6570\u91cf<br><\/td><td>\u5e26\u5bbd<strong>Bandwidth<\/strong><\/td><td>\u7801\u672c\u5927\u5c0f<\/td><\/tr><tr><td>Mini<\/td><td>8*12.5=100<\/td><td>8<\/td><td>1.1kbps<\/td><td>2048<\/td><\/tr><tr><td>WavTokenizer-small<\/td><td>40<\/td><td>1<\/td><td>0.5kbps<\/td><td>4096<\/td><\/tr><tr><td>WavTokenizer-small <\/td><td>75<\/td><td>1<\/td><td>0.9kbps<\/td><td>4096<\/td><\/tr><tr><td>SpeechTokenizer<\/td><td>300<\/td><td>4<\/td><td>3.0kbps<\/td><td>1024<\/td><\/tr><tr><td>Encodec&nbsp;<\/td><td>300<\/td><td>4<\/td><td>3.0kbps<\/td><td>1024<\/td><\/tr><tr><td>Encodec<\/td><td>150<\/td><td>2<\/td><td>1.5kbps<\/td><td>1024<\/td><\/tr><\/tbody><\/table><figcaption><strong>\u5e38\u89c1\u795e\u7ecf\u97f3\u9891\u7f16\u89e3\u7801\u5668\u7684\u5bf9\u6bd4<\/strong>\uff1a\u8ba1\u7b97\u516c\u5f0f \u5047\u8bbe\u7801\u672c\u5927\u5c0f2^n\uff0c\u6bcf\u79d2\u8bed\u97f3\u7684hz=BW\/\uff08Nq*n\uff09\uff0ctoken=Nq* \u6bcf\u79d2\u8bed\u97f3\u7684hz \uff0c \u6bcf\u79d2\u8bed\u97f3\u7684hz =token\/Nq <\/figcaption><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-121.png\" alt=\"\" class=\"wp-image-19558\" width=\"690\" height=\"280\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-121.png 763w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-121-300x122.png 300w\" sizes=\"(max-width: 690px) 100vw, 690px\" \/><figcaption>Overview of Moshi\u3002Moshi \u662f\u4e00\u79cd\u8bed\u97f3\u6587\u672c\u57fa\u7840\u6a21\u578b\uff0c\u5b83\u652f\u6301\u5b9e\u65f6\u8bed\u97f3\u5bf9\u8bdd\u3002&nbsp;Moshi \u67b6\u6784\u7684\u4e3b\u8981\u7ec4\u6210\u90e8\u5206\u662f\uff1a\u4e00\u4e2a\u5b9a\u5236\u7684<strong>\u6587\u672c\u8bed\u8a00\u6a21\u578b\u9aa8\u5e72<\/strong>\uff08<strong>Helium<\/strong>\uff0c\u53c2\u89c1\u7b2c 3.2 \u8282\uff09\uff1b\u4e00\u4e2a\u5177\u6709<strong>\u6b8b\u5dee\u77e2\u91cf\u91cf\u5316<\/strong>\u548c\u4ece<strong>\u81ea\u76d1\u7763\u8bed\u97f3\u6a21\u578b\u4e2d\u63d0\u53d6\u7684\u8bed\u4e49\u77e5\u8bc6<\/strong>\u7684\u795e\u7ecf\u97f3\u9891\u7f16\u89e3\u7801\u5668\uff08<strong>Mimi<\/strong>\uff0c\u7b2c 3.3 \u8282\uff09\uff1b<strong>\u7528\u6237\u548c Moshi \u8bed\u4e49\u548c\u58f0\u5b66\u8bcd\u5143\u7684\u6d41\u5f0f\u5206\u5c42\u751f\u6210<\/strong>\uff0c<strong>\u4ee5\u53ca\u5728\u4f7f\u7528 Inner Monologue \u65f6 Moshi \u7684\u65f6\u95f4\u5bf9\u9f50\u6587\u672c\u8bcd\u5143<\/strong>\uff08\u7b2c 3.4 \u8282\uff09\u3002<\/figcaption><\/figure>\n\n\n\n<p>\u7136\u540e\u662f\u8d1f\u8d23\u77e5\u8bc6\u50a8\u5907\u3001\u7406\u89e3\u548c\u8f93\u51fa\u7684Transformer\u90e8\u5206\uff0c\u5305\u62ec<strong>Helium Temporal Transformer\u548cDepth Transformer<\/strong>\u3002\u5176\u4e2d\u5c0f\u578b\u7684<strong>\u6df1\u5ea6Transformer\u8d1f\u8d23\u5bf9\u7ed9\u5b9a\u65f6\u95f4\u6b65\u957f\u7684\u7801\u672c\u95f4\u4f9d\u8d56\u6027\u8fdb\u884c\u5efa\u6a21<\/strong>\uff0c\u800c<strong>\u5927\u578b\uff087B\u53c2\u6570\uff09\u65f6\u95f4 <strong>Temporal<\/strong> <\/strong> <strong>Transformer\u5bf9\u65f6\u95f4\u4f9d\u8d56\u6027\u8fdb\u884c\u5efa\u6a21<\/strong>\u3002\u4f5c\u8005\u8fd8\u63d0\u51fa\u4e86<strong>\u300c\u5185\u5fc3\u72ec\u767d\u300d\uff1a\u5728\u8bad\u7ec3\u548c\u63a8\u7406\u8fc7\u7a0b\u4e2d\uff0c\u5bf9\u6587\u672c\u548c\u97f3\u9891\u8fdb\u884c\u8054\u5408\u5efa\u6a21<\/strong>\u3002\u8fd9<strong>\u4f7f\u5f97\u6a21\u578b\u80fd\u591f\u5145\u5206\u5229\u7528\u6587\u672c\u6a21\u6001\u4f20\u9012\u7684\u77e5\u8bc6\uff0c\u540c\u65f6\u4fdd\u7559\u8bed\u97f3\u7684\u80fd\u529b<\/strong>\u3002<\/p>\n\n\n\n<p>Moshi\u6a21\u62df\u4e24\u79cd\u97f3\u9891\u6d41\uff1a\u4e00\u79cd\u6765\u81eaMoshi\u81ea\u8eab\uff08\u6a21\u578b\u7684\u8f93\u51fa\uff09\uff0c\u53e6\u4e00\u79cd\u6765\u81ea\u7528\u6237\uff08\u97f3\u9891\u8f93\u5165\uff09\u3002\u6cbf\u7740\u8fd9\u4e24\u4e2a\u97f3\u9891\u6d41\uff0c<strong>Moshi\u9884\u6d4b\u4e0e\u81ea\u5df1\u7684\u8bed\u97f3\uff08\u5185\u5fc3\u72ec\u767d\uff09\u76f8\u5bf9\u5e94\u7684\u6587\u672c\uff0c\u6781\u5927\u5730\u63d0\u9ad8\u4e86\u751f\u6210\u7684\u8d28\u91cf\u3002<\/strong>Moshi\u7684\u7406\u8bba\u5ef6\u8fdf\u4e3a160\u6beb\u79d2\uff08Mimi\u5e27\u5927\u5c0f80\u6beb\u79d2 + \u58f0\u5b66\u5ef6\u8fdf80\u6beb\u79d2\uff09\uff0c\u5728L4 GPU\u4e0a\u7684\u5b9e\u9645\u603b\u5ef6\u8fdf\u4ec5\u6709200\u6beb\u79d2\u3002<\/p>\n\n\n\n<h2>\u8bba\u6587\u89e3\u8bfb<\/h2>\n\n\n\n<h3>\u6458\u8981<\/h3>\n\n\n\n<p>Moshi\uff0c\u4e00\u4e2a<strong>\u8bed\u97f3\u6587\u672c\u57fa\u7840\u6a21\u578b\u548c\u5168\u53cc\u5de5\u53e3\u8bed\u5bf9\u8bdd\u6846\u67b6<\/strong>\u3002\u76ee\u524d\u7684\u53e3\u8bed\u5bf9\u8bdd\u7cfb\u7edf\u4f9d\u8d56\u4e8e\u72ec\u7acb\u7ec4\u4ef6\u7684\u7ba1\u9053\uff0c\u5305\u62ec\u8bed\u97f3\u6d3b\u52a8\u68c0\u6d4b\u3001\u8bed\u97f3\u8bc6\u522b\u3001\u6587\u672c\u5bf9\u8bdd\u548c\u6587\u672c\u8f6c\u8bed\u97f3\u3002\u8fd9\u79cd\u6846\u67b6\u65e0\u6cd5\u6a21\u62df\u771f\u5b9e\u5bf9\u8bdd\u7684\u4f53\u9a8c\u3002\u9996\u5148\uff0c\u5b83\u4eec\u7684\u590d\u6742\u6027\u5bfc\u81f4\u4ea4\u4e92\u4e4b\u95f4\u7684\u5ef6\u8fdf\u8fbe\u5230\u51e0\u79d2\u3002\u5176\u6b21\uff0c\u6587\u672c\u4f5c\u4e3a\u5bf9\u8bdd\u7684\u4e2d\u4ecb\u6a21\u6001\uff0c\u4f1a\u4e22\u5931\u4fee\u6539\u610f\u4e49\u7684\u975e\u8bed\u8a00\u4fe1\u606f\uff0c\u6bd4\u5982\u60c5\u611f\u6216\u975e\u8bed\u8a00\u58f0\u97f3\u3002\u6700\u540e\uff0c\u5b83\u4eec\u4f9d\u8d56\u4e8e\u8bf4\u8bdd\u8005\u8f6e\u6b21\u7684\u5206\u6bb5\uff0c\u8fd9\u5e76\u672a\u8003\u8651\u91cd\u53e0\u53d1\u8a00\u3001\u6253\u65ad\u548c\u63d2\u8bdd\u3002<\/p>\n\n\n\n<p>Moshi \u901a\u8fc7<strong>\u5c06\u53e3\u8bed\u5bf9\u8bdd\u89c6\u4e3a\u8bed\u97f3\u5230\u8bed\u97f3\u7684\u751f\u6210<\/strong>\uff0c\u89e3\u51b3\u4e86\u8fd9\u4e9b\u72ec\u7acb\u95ee\u9898\u3002Moshi \u4ece\u6587\u672c\u8bed\u8a00\u6a21\u578b\u7684\u9aa8\u5e72\u5f00\u59cb\uff0c\u4ece\u795e\u7ecf\u97f3\u9891\u7f16\u89e3\u7801\u5668\u7684\u6b8b\u5dee\u91cf\u5316\u5668\u751f\u6210\u8bed\u97f3\u4f5c\u4e3a\u6807\u8bb0\uff0c\u540c\u65f6<strong>\u5c06\u81ea\u8eab\u8bed\u97f3\u548c\u7528\u6237\u8bed\u97f3\u5efa\u6a21\u4e3a\u5e76\u884c\u6d41\u3002<\/strong>\u8fd9\u4f7f\u5f97<strong>\u53ef\u4ee5\u53bb\u9664\u663e\u5f0f\u7684\u8bf4\u8bdd\u8005\u8f6e\u6b21\uff0c\u5e76\u5efa\u6a21\u4efb\u610f\u7684\u5bf9\u8bdd\u52a8\u6001<\/strong>\u3002\u6b64\u5916\uff0c\u6211\u4eec<strong>\u6269\u5c55\u4e86\u4e4b\u524d\u5de5\u4f5c\u7684\u5206\u5c42\u8bed\u4e49\u5230\u58f0\u5b66\u6807\u8bb0\u751f\u6210<\/strong>\uff0c<strong>\u9996\u5148\u9884\u6d4b\u4e0e\u65f6\u95f4\u5bf9\u9f50\u7684\u6587\u672c\u6807\u8bb0\uff0c\u4f5c\u4e3a\u97f3\u9891\u6807\u8bb0\u7684\u524d\u7f00\u3002\u8fd9\u79cd\u201c\u5185\u5fc3\u72ec\u767d\u201d\u65b9\u6cd5\u4e0d\u4ec5\u663e\u8457\u63d0\u9ad8\u4e86\u751f\u6210\u8bed\u97f3\u7684\u8bed\u8a00\u8d28\u91cf\uff0c\u8fd8\u5c55\u793a\u4e86\u5b83\u5982\u4f55\u63d0\u4f9b\u6d41\u5f0f\u8bed\u97f3\u8bc6\u522b\u548c\u6587\u672c\u8f6c\u8bed\u97f3\u3002<\/strong>\u6211\u4eec\u5f00\u53d1\u7684\u6a21\u578b\u662f\u9996\u4e2a\u5b9e\u65f6\u5168\u53cc\u5de5\u53e3\u8bed\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff0c\u7406\u8bba\u5ef6\u8fdf\u4e3a 160 \u6beb\u79d2\uff0c\u5b9e\u9645\u4e3a 200 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impart \u7684\u77e5\u8bc6\uff0c\u540c\u65f6\u4fdd\u6301\u8bed\u97f3\u5230\u8bed\u97f3\u7684\u7cfb\u7edf\u7279\u6027<\/strong>\u3002<\/p>\n\n\n\n<p>\u4e3a\u4e86\u5b9e\u73b0<strong>\u5b9e\u65f6\u5bf9\u8bdd<\/strong>\uff0c\u6211\u4eec\u4ece\u4e00\u5f00\u59cb\u5c31<strong>\u5c06Moshi\u8bbe\u8ba1\u4e3a\u591a\u6d41\u67b6\u6784<\/strong>\uff1a<strong>\u8be5\u6a21\u578b\u80fd\u591f\u540c\u65f6\u4e0e\u7528\u6237\u8bf4\u8bdd\u548c\u503e\u542c\uff0c\u65e0\u9700\u663e\u5f0f\u5efa\u6a21\u8bf4\u8bdd\u8005\u8f6e\u6b21\u3002<\/strong>\u6b64\u5916\uff0c\u4e3a\u4e86\u4ee5\u9ad8\u8d28\u91cf\u548c\u9ad8\u6548\u7684\u65b9\u5f0f\u6355\u6349\u7528\u6237\u8f93\u5165\u97f3\u9891\u548cMoshi\u8f93\u51fa\u7684\u58f0\u97f3\uff0c\u6211\u4eec\u63d0\u51fa\u4e86Mimi\uff0c\u8fd9\u662f\u4e00\u79cd\u795e\u7ecf\u97f3\u9891\u7f16\u89e3\u7801\u5668\uff0c<strong>\u901a\u8fc7\u4f7f\u7528\u6b8b\u5dee\u5411\u91cf\u91cf\u5316\u548c\u77e5\u8bc6\u84b8\u998f\uff0c\u5c06\u8bed\u4e49\u548c\u58f0\u5b66\u4fe1\u606f\u7ed3\u5408\u6210\u4e00\u4e2a\u5355\u4e00\u7684tokenizer<\/strong>\u3002\u4e3a\u4e86\u5171\u540c\u5efa\u6a21\u6765\u81eaMoshi\u548c\u7528\u6237\u7684\u97f3\u9891\u6d41\uff0c\u4ee5\u53caMoshi\u7684\u6587\u672c\u6807\u8bb0\uff0c\u6211\u4eec\u4f9d\u8d56\u4e8e\u4e0e\u6d41\u5f0f\u63a8\u7406\u517c\u5bb9\u7684Depth Transformer\u3002<\/p>\n\n\n\n<h4>Helium \u6587\u672c\u8bed\u8a00\u6a21\u578b<\/h4>\n\n\n\n<p class=\"has-light-gray-background-color has-background\"><strong>\u67b6\u6784:<\/strong><\/p>\n\n\n\n<p><strong>Helium \u662f\u4e00\u79cd\u81ea\u56de\u5f52\u8bed\u8a00\u6a21\u578b<\/strong>\uff0c\u57fa\u4e8e Transformer \u67b6\u6784\u3002&nbsp;\u9075\u5faa\u8be5\u9886\u57df\u4e4b\u524d\u7684\u7814\u7a76\uff0c\u6211\u4eec\u5bf9\u539f\u59cb\u67b6\u6784\u8fdb\u884c\u4e86\u4ee5\u4e0b\u66f4\u6539\uff1a\u9996\u5148\uff0c\u6211\u4eec\u5728\u6a21\u578b\u7684\u6ce8\u610f\u529b\u5757\u3001\u524d\u9988\u5757\u548c\u8f93\u51fa\u7ebf\u6027\u5c42\u7684\u8f93\u5165\u5904\u4f7f\u7528 RMS \u5f52\u4e00\u5316\u3002&nbsp;\u6211\u4eec\u4f7f\u7528\u65cb\u8f6c\u4f4d\u7f6e\u5d4c\u5165RoPE\uff0c4,096 \u4e2atoken\u7684\u4e0a\u4e0b\u6587\u957f\u5ea6\u548c FlashAttention\u6765\u8fdb\u884c\u9ad8\u6548\u8bad\u7ec3\u3002&nbsp;\u6700\u540e\uff0c\u6211\u4eec\u6539\u53d8\u4e86\u524d\u9988\u5757\u7684\u67b6\u6784\uff0c\u5e76\u4f7f\u7528\u95e8\u63a7\u7ebf\u6027\u5355\u5143\uff0c\u4ee5 SiLU \u6fc0\u6d3b\u51fd\u6570\u4f5c\u4e3a\u95e8\u63a7\u51fd\u6570\u3002&nbsp;\u6211\u4eec\u7684\u5206\u8bcd\u5668\u57fa\u4e8e<strong> SentencePiece\u7684 unigram \u6a21\u578b<\/strong>\uff0c\u5305\u542b 32,000 \u4e2a\u5143\u7d20\uff0c\u4e3b\u8981\u9488\u5bf9\u82f1\u8bed\u3002&nbsp;\u6211\u4eec<strong>\u5c06\u6240\u6709\u6570\u5b57\u62c6\u5206\u4e3a\u5355\u4e2a\u6570\u5b57\uff0c\u5e76\u4f7f\u7528\u5b57\u8282\u56de\u9000\u4ee5\u786e\u4fdd\u6211\u4eec\u7684\u5206\u8bcd\u5668\u4e0d\u4f1a\u4e22\u5931\u4fe1\u606f\u3002<\/strong>&nbsp;\u6211\u4eec\u4f7f\u7528 AdamW\u4f18\u5316\u5668\u8bad\u7ec3\u6a21\u578b\uff0c\u4f7f\u7528\u56fa\u5b9a\u5b66\u4e60\u7387\uff0c\u7136\u540e\u8fdb\u884c\u4f59\u5f26\u5b66\u4e60\u7387\u8870\u51cf\u3002<\/p>\n\n\n\n<p><em>ps\uff1aSentencePiece\u662f\u8c37\u6b4c\u63a8\u51fa\u7684\u5b50\u8bcd\u5f00\u6e90\u5de5\u5177\u5305\uff0c\u5b83\u662f\u628a\u4e00\u4e2a\u53e5\u5b50\u770b\u4f5c\u4e00\u4e2a\u6574\u4f53\uff0c\u518d\u62c6\u6210\u7247\u6bb5\uff0c\u800c\u6ca1\u6709\u4fdd\u7559\u5929\u7136\u7684\u8bcd\u8bed\u7684\u6982\u5ff5\u3002\u4e00\u822c\u5730\uff0c\u5b83\u628a\u7a7a\u683c\u4e5f\u5f53\u4f5c\u4e00\u79cd\u7279\u6b8a\u5b57\u7b26\u6765\u5904\u7406\uff0c\u518d\u7528BPE\u6216\u8005Unigram[\u5207\u5206subword\u7684\u7b97\u6cd5]\u6765\u6784\u9020\u8bcd\u6c47\u8868\u3002\u4ed6\u662f\u4e00\u79cd\u65e0\u76d1\u7763\u7684\u6587\u672c tokenizer \u548c detokenizer\uff0c\u4e3b\u8981\u7528\u4e8e\u57fa\u4e8e\u795e\u7ecf\u7f51\u7edc\u7684\u6587\u672c\u751f\u6210\u7cfb\u7edf\uff0c\u5176\u4e2d\uff0c\u8bcd\u6c47\u91cf\u5728\u795e\u7ecf\u7f51\u7edc\u6a21\u578b\u8bad\u7ec3\u4e4b\u524d\u5c31\u5df2\u7ecf\u9884\u5148\u786e\u5b9a\u4e86\u3002 SentencePiece \u5b9e\u73b0\u4e86subword\u5355\u5143\uff08\u4f8b\u5982\uff0c\u5b57\u8282\u5bf9\u7f16\u7801 (BPE)\uff09\u548c unigram \u8bed\u8a00\u6a21\u578b\uff09\uff0c\u5e76\u53ef\u4ee5\u76f4\u63a5\u4ece\u539f\u59cb\u53e5\u5b50\u8bad\u7ec3\u5b50\u8bcd\u6a21\u578b(subword model)\u3002 \u8fd9\u4f7f\u5f97\u6211\u4eec\u53ef\u4ee5\u5236\u4f5c\u4e00\u4e2a\u4e0d\u4f9d\u8d56\u4e8e\u7279\u5b9a\u8bed\u8a00\u7684\u9884\u5904\u7406\u548c\u540e\u5904\u7406\u7684\u7eaf\u7cb9\u7684\u7aef\u5230\u7aef\u7cfb\u7edf\u3002SentencePiece\u5f00\u6e90\u4ee3\u7801\u5730\u5740\uff1a<a rel=\"noreferrer noopener\" href=\"https:\/\/link.zhihu.com\/?target=https%3A\/\/links.jianshu.com\/go%3Fto%3Dhttps%253A%252F%252Fgithub.com%252Fgoogle%252Fsentencepiece\" target=\"_blank\">https:\/\/github.com\/google\/sentencepiece<\/a>,<a href=\"https:\/\/mltalks.medium.com\/sentencepiece%E8%AE%BA%E6%96%87%E9%98%85%E8%AF%BB-9173a6adf56b\" target=\"_blank\" rel=\"noreferrer noopener\">\u8be6\u7ec6\u8bb2\u89e3<\/a><\/em><\/p>\n\n\n\n<p class=\"has-light-gray-background-color has-background\"><strong>\u9884\u8bad\u7ec3\u6570\u636e\u8fc7\u6ee4<\/strong>\uff1a<\/p>\n\n\n\n<p>\u8bad\u7ec3\u6570\u636e\u662f\u8bad\u7ec3 LLM \u7684\u5173\u952e\u8981\u7d20\u4e4b\u4e00\uff1a\u6211\u4eec\u73b0\u5728\u4ecb\u7ecd\u6211\u4eec\u83b7\u5f97\u5927\u578b\u9ad8\u8d28\u91cf\u6587\u672c\u6570\u636e\u96c6\u7684\u65b9\u6cd5\u3002&nbsp;\u6211\u4eec\u4ece\u9ad8\u8d28\u91cf\u7684\u6570\u636e\u6e90\u5f00\u59cb\uff0c\u4f8b\u5982\u7ef4\u57fa\u767e\u79d1\u3001Stack Exchange \u548c\u5927\u91cf\u7684\u79d1\u5b66\u6587\u7ae0\u3002&nbsp;\u7531\u4e8e\u8fd9\u4e9b\u6570\u636e\u6e90\u7684\u6570\u636e\u91cf\u4e0d\u8db3\u4ee5\u8bad\u7ec3 LLM\uff0c\u6211\u4eec\u8fd8\u4f9d\u8d56\u4e8e\u4ece CommonCrawl <em>\u3010Common Crawl\u662f\u4e00\u4e2a501\u975e\u8425\u5229\u7ec4\u7ec7\uff0c\u5b83\u5bf9Web\u8fdb\u884c\u722c\u7f51\uff0c\u5e76\u5411\u516c\u4f17\u514d\u8d39\u63d0\u4f9b\u5176\u6863\u6848\u548c\u6570\u636e\u96c6\u3002\u3011<\/em>\u722c\u53d6\u7684\u7f51\u7edc\u6570\u636e\u6765\u6269\u5c55\u6211\u4eec\u7684\u6570\u636e\u96c6\u3002&nbsp;\u7f51\u7edc\u6570\u636e\u9700\u8981\u5927\u91cf\u5904\u7406\u624d\u80fd\u83b7\u5f97\u9ad8\u8d28\u91cf\u7684\u8bad\u7ec3\u96c6\uff1a\u6211\u4eec\u6267\u884c\u53bb\u91cd\u3001\u8bed\u8a00\u8bc6\u522b\u548c\u8d28\u91cf\u8fc7\u6ee4\u3002&nbsp;\u63a5\u4e0b\u6765\uff0c\u6211\u4eec\u5c06\u66f4\u8be6\u7ec6\u5730\u63cf\u8ff0\u6bcf\u4e2a\u64cd\u4f5c\u3002<\/p>\n\n\n\n<p><strong>\u53bb\u91cd\u3002<\/strong>\u6211\u4eec\u4eceWET\u6587\u4ef6\u5f00\u59cb\uff0c\u8fd9\u4e9b\u6587\u4ef6\u4ec5\u5305\u542b\u7f51\u9875\u7684\u6587\u672c\u5185\u5bb9\uff0c\u662f\u7531CommonCrawl<em>\u3010\u5b83\u5bf9Web\u8fdb\u884c\u722c\u7f51\uff0c\u5e76\u5411\u516c\u4f17\u514d\u8d39\u63d0\u4f9b\u5176\u6863\u6848\u548c\u6570\u636e\u96c6\u3011<\/em>\u9879\u76ee\u63d0\u53d6\u7684\u3002\u7531\u4e8e\u8fd9\u79cd\u683c\u5f0f\u5305\u542b\u9875\u9762\u7684\u6240\u6709\u6587\u672c\uff0c\u56e0\u6b64\u5305\u542b\u4e86\u5927\u91cf\u7684\u6837\u677f\u5185\u5bb9\uff0c\u5982\u5bfc\u822a\u83dc\u5355\u3002&nbsp;\u56e0\u6b64\uff0c\u6211\u4eec\u7ba1\u9053\u7684\u7b2c\u4e00\u6b65\u662f\u5728\u884c\u7ea7\u522b\u5bf9\u6bcf\u4e2a\u5206\u7247\uff08\u6bcf\u4e2a\u6293\u53d6\u6709 100 \u4e2a\u5206\u7247\uff09\u8fdb\u884c\u53bb\u91cd\uff0c\u4ee5\u53bb\u9664\u8fd9\u4e9b\u6a21\u677f\u4ee3\u7801\u3002\u4e3a\u6b64\uff0c\u6211\u4eec\u8ba1\u7b97\u6bcf\u884c\u7684FNV\u54c8\u5e0c\u503c\uff0c\u5e76\u4f7f\u7528\u5e03\u9686\u8fc7\u6ee4\u5668\u6765\u53bb\u9664\u91cd\u590d\u9879\u3002\u6211\u4eec\u8fd8\u8bad\u7ec3\u4e86\u4e00\u4e2afastText\uff08Joulin\u7b49\uff0c2016\uff09\u5206\u7c7b\u5668\u6765\u533a\u5206\u91cd\u590d\u548c\u975e\u91cd\u590d\u9879\uff0c\u4ee5\u8fdb\u884c\u6a21\u7cca\u53bb\u91cd\uff1a\u5728\u8fd9\u91cc\uff0c\u6211\u4eec\u4ec5\u5220\u9664\u88ab\u5206\u7c7b\u4e3a\u91cd\u590d\u7684\u81f3\u5c11\u4e09\u884c\u8fde\u7eed\u7684\u5757\u3002<\/p>\n\n\n\n<p><strong>\u8bed\u8a00\u8bc6\u522b\u3002&nbsp;<\/strong>\u4e00\u65e6\u53bb\u91cd\u5b8c\u6210\uff0c\u6211\u4eec\u5c31\u5e94\u7528\u57fa\u4e8e fastText \u7684\u8bed\u8a00\u8bc6\u522b\u5668\u6765\u4ec5\u4fdd\u7559\u82f1\u8bed\u6570\u636e\u3002&nbsp;\u8bed\u8a00\u8bc6\u522b\u662f\u5728\u6587\u6863\u7ea7\u522b\u8fdb\u884c\u7684\uff0c\u6211\u4eec\u53ea\u4fdd\u7559\u8d85\u8fc7\u4e00\u5b9a\u9608\u503c\uff080.85\uff09\u7684\u6587\u6863\u3002<\/p>\n\n\n\n<p><strong>\u8d28\u91cf\u8fc7\u6ee4\u3002&nbsp;<\/strong>\u6700\u540e\u4e00\u6b65\u662f\u8fc7\u6ee4\u5269\u4f59\u7684\u6570\u636e\uff0c\u53ea\u4fdd\u7559\u9ad8\u8d28\u91cf\u7684\u7f51\u9875\u3002&nbsp;\u4e3a\u4e86\u6267\u884c\u6b64\u6b65\u9aa4\uff0c\u6211\u4eec\u8bad\u7ec3\u4e86\u4e00\u4e2a fastText \u5206\u7c7b\u5668\uff0c\u5b83\u4f7f\u7528\u6765\u81ea\u6211\u4eec\u9ad8\u8d28\u91cf\u6570\u636e\u6e90\u548c\u968f\u673a CommonCrawl \u7f51\u9875\u7684\u884c\u3002&nbsp;\u6211\u4eec\u5f97\u5230\u4e00\u4e2a\u5305\u542b 9 \u4e2a\u7c7b\u522b\u7684\u5206\u7c7b\u5668\uff0c\u5bf9\u5e94\u4e8e\u6211\u4eec\u7684\u4e0d\u540c\u9ad8\u8d28\u91cf\u6765\u6e90\uff0c\u4f8b\u5982\u7ef4\u57fa\u767e\u79d1\u6216\u7ef4\u57fa\u6559\u79d1\u4e66\uff0c\u4ee5\u53ca StackExchange \u7684\u5b50\u96c6\uff0c\u4f8b\u5982 STEM \u6216\u4eba\u6587\u79d1\u5b66\u3002&nbsp;\u5176\u52a8\u673a\u662f\u83b7\u5f97\u5bf9\u4fdd\u7559\u54ea\u4e9b\u6587\u6863\u7684\u66f4\u7cbe\u7ec6\u63a7\u5236\uff0c\u4e0d\u4ec5\u57fa\u4e8e\u4e0e\u9ad8\u8d28\u91cf\u6765\u6e90\u7684\u76f8\u4f3c\u6027\uff0c\u8fd8\u57fa\u4e8e\u5b83\u4eec\u7684\u9886\u57df\u3002&nbsp;\u6b64\u5206\u7c7b\u5668\u5728\u884c\u7ea7\u522b\u5e94\u7528\uff0c\u5e76\u901a\u8fc7\u8ba1\u7b97\u6bcf\u884c\u7684\u5e73\u5747\u5206\u6570\uff08\u6309\u5176\u957f\u5ea6\u52a0\u6743\uff09\u6765\u83b7\u5f97\u805a\u5408\u5206\u6570\u3002&nbsp;\u540c\u6837\uff0c\u6211\u4eec\u4fdd\u7559\u5bf9\u5e94\u4e8e\u8d85\u8fc7\u4e00\u5b9a\u9608\u503c\u7684\u6587\u6863\u3002<\/p>\n\n\n\n<h4><strong>\u97f3\u9891token\u5316<\/strong>\uff1a<\/h4>\n\n\n\n<p>\u53c2\u8003\u4e86 <strong>SpeechTokenizer<\/strong> \uff0c <strong>\u91c7\u7528\u84b8\u998f\u6280\u672f\u5c06\u975e\u56e0\u679c\u7684\u9ad8\u5c42\u6b21\u8bed\u4e49\u4fe1\u606f\u8f6c\u79fb\u5230\u7531\u56e0\u679c\u6a21\u578b\u751f\u6210\u7684\u4ee4\u724c\u4e2d<\/strong>\uff08\u7528NAR\u76f4\u63a5\u751f\u6210\u8bed\u4e49token\uff09<\/p>\n\n\n\n<p>\u4e3a\u4e86\u5c06\u6ce2\u5f62\u79bb\u6563\u5316\u4e3a\u97f3\u9891\u7b26\u5143\uff0c\u6211\u4eec\u5f15\u5165\u4e86 Mimi\uff0c\u4e00\u4e2a\u4f5c\u4e3a\u5177\u6709\u79bb\u6563\u74f6\u9888\u7684\u81ea\u52a8\u7f16\u7801\u5668\u8fd0\u884c\u7684\u795e\u7ecf\u97f3\u9891\u7f16\u89e3\u7801\u5668\uff08\u53c2\u8003EnCodec\uff09\u3002&nbsp;\u5728\u6587\u732e\u4e2d\uff0c\u9075\u5faa Borsos \u7b49\u4eba (2022) \u5b9a\u4e49\u7684\u672f\u8bed\uff0c\u8fd9\u4e9b\u7b26\u5143\u88ab\u79f0\u4e3a acoustic  \u58f0\u5b66token\uff0c\u56e0\u4e3a\u5b83\u4eec\u6a21\u62df\u4e86\u7ec6\u81f4\u7684\u97f3\u9891\u7ec6\u8282\uff0c\u5e76\u4e14\u9488\u5bf9\u9ad8\u8d28\u91cf\u91cd\u5efa\u8fdb\u884c\u4e86\u4f18\u5316\u3002&nbsp;<strong>\u867d\u7136\u8fd9\u4e9b acoustic\u58f0\u5b66token\u4e3a\u6709\u6761\u4ef6\u6587\u672c\u5230\u97f3\u9891\u6a21\u578b\u63d0\u4f9b\u4e86\u5408\u9002\u7684\u76ee\u6807 (\u4f8b\u5982\u6587\u672c\u5230\u8bed\u97f3  \u6216\u6587\u672c\u5230\u97f3\u4e50 )<\/strong>\uff0c<strong>\u4f46\u65e0\u6761\u4ef6\u7684\u8bed\u97f3\u751f\u6210\u9700\u8981\u5c06\u5176\u4e0e\u4ece\u81ea\u76d1\u7763\u8bed\u97f3\u6a21\u578b\u4e2d\u63d0\u53d6\u7684\u8bed\u4e49\u4ee4\u724c\u7ed3\u5408<\/strong>\u3002&nbsp;\u4e0e\u5b83\u4eec\u7684 acoustic\u58f0\u5b66\u5bf9\u5e94\u7269\u4e0d\u540c<strong>\uff0c semantic \u8bed\u4e49\u7b26\u5143<\/strong>\u4e0d\u5141\u8bb8\u91cd\u5efa\u9ad8\u8d28\u91cf\u97f3\u9891\uff0c<strong>\u4f46\u4e0e\u8bed\u8a00\u5185\u5bb9\u9ad8\u5ea6\u76f8\u5173<\/strong>\u3002&nbsp;<strong>\u8fd9\u79cd\u4e0e\u8bed\u8a00\u7684\u76f8\u4f3c\u6027\u5141\u8bb8\u901a\u8fc7\u4f7f\u7528 semantic \u8bed\u4e49\u97f3\u9891\u7b26\u5143\u4f5c\u4e3a\u9884\u6d4b acoustic \u58f0\u5b66\u7b26\u5143\u7684\u8bcd\u7f00\u6765\u751f\u6210\u53ef\u7406\u89e3\u4e14\u4e00\u81f4\u7684\u8bed\u97f3\uff0c\u5373\u4f7f\u6ca1\u6709\u6587\u672c\u6761\u4ef6\u3002&nbsp;<\/strong>\u7136\u800c\uff0c<strong>\u8fd9\u79cd\u6df7\u5408\u7b26\u5143\u5316\u65b9\u6cd5\u4e0e\u5b9e\u65f6\u751f\u6210\u4e0d\u517c\u5bb9<\/strong>\u3002&nbsp;<strong>\u8bed\u4e49\u4ee4\u724c\u901a\u5e38\u4e0d\u662f\u56e0\u679c\u7684\uff0c\u56e0\u6b64\u53ea\u80fd\u4ee5\u79bb\u7ebf\u65b9\u5f0f\u8ba1\u7b97\u3002\u6b64\u5916\uff0c\u4f7f\u7528\u5355\u72ec\u7684\u7f16\u7801\u5668\u751f\u6210\u58f0\u5b66\u548c\u8bed\u4e49\u4ee4\u724c\u4f1a\u5e26\u6765\u4e0d\u53ef\u5ffd\u89c6\u7684\u8ba1\u7b97\u8d1f\u62c5\u3002\u56e0\u6b64\uff0cMimi\u53d7\u5230\u4e4b\u524d\u5173\u4e8eSpeechTokenizer\u5de5\u4f5c\u7684\u542f\u53d1\uff0c\u91c7\u7528\u84b8\u998f\u6280\u672f\u5c06\u975e\u56e0\u679c\u7684\u9ad8\u5c42\u6b21\u8bed\u4e49\u4fe1\u606f\u8f6c\u79fb\u5230\u7531\u56e0\u679c\u6a21\u578b\u751f\u6210\u7684\u4ee4\u724c\u4e2d \uff08\u7528NAR\u76f4\u63a5\u751f\u6210\u8bed\u4e49token\uff09 \uff0c\u4ece\u800c\u5b9e\u73b0\u8bed\u4e49-\u58f0\u5b66\u4ee4\u724c\u7684\u6d41\u5f0f\u7f16\u7801\u548c\u89e3\u7801\u3002<\/strong><\/p>\n\n\n\n<p><em>ps\uff1a\u201c\u975e\u56e0\u679c\u7684\u9ad8\u5c42\u6b21\u8bed\u4e49\u201d\u6307\u5176\u4e2d\u7684\u8bed\u4e49\u4fe1\u606f\u4e0d\u4f9d\u8d56\u4e8e\u65f6\u95f4\u987a\u5e8f\u3002\u8fd9\u79cd\u8bed\u4e49\u901a\u5e38\u80fd\u591f\u6355\u6349\u5230\u66f4\u5e7f\u6cdb\u7684\u4e0a\u4e0b\u6587\u6216\u62bd\u8c61\u6982\u5ff5\uff0c\u4f46\u65e0\u6cd5\u7528\u4e8e\u5b9e\u65f6\u751f\u6210\uff0c\u56e0\u4e3a\u5b83\u4e0d\u80fd\u9010\u6b65\u6784\u5efa\uff0c\u800c\u662f\u9700\u8981\u5b8c\u6574\u7684\u6570\u636e\u8f93\u5165\u3002\u201c\u56e0\u679c\u6a21\u578b\u751f\u6210\u7684\u4ee4\u724c\u201d\u6307\u7684\u662f\u901a\u8fc7\u56e0\u679c\u6a21\u578b\uff08\u4f8b\u5982\uff0c\u57fa\u4e8e\u81ea\u56de\u5f52\u7684\u65b9\u6cd5\uff09\u9010\u6b65\u751f\u6210\u7684\u8f93\u51fa\u3002\u5728\u8fd9\u79cd\u6a21\u578b\u4e2d\uff0c\u6bcf\u4e2a\u65f6\u95f4\u6b65\u9aa4\u7684\u751f\u6210\u90fd\u53ea\u4f9d\u8d56\u4e8e\u5f53\u524d\u548c\u4e4b\u524d\u7684\u8f93\u5165\uff0c\u800c\u4e0d\u4f9d\u8d56\u4e8e\u672a\u6765\u7684\u8f93\u5165\u3002\u8fd9\u79cd\u65b9\u5f0f\u786e\u4fdd\u4e86\u751f\u6210\u8fc7\u7a0b\u7684\u987a\u5e8f\u6027\u548c\u4e00\u81f4\u6027\uff0c\u56e0\u6b64\u975e\u5e38\u9002\u5408\u5b9e\u65f6\u5e94\u7528\uff0c\u6bd4\u5982\u8bed\u97f3\u751f\u6210\u6216\u6587\u672c\u751f\u6210\u3002\u901a\u8fc7\u8fd9\u79cd\u65b9\u5f0f\u751f\u6210\u7684\u4ee4\u724c\u901a\u5e38\u7528\u4e8e\u6784\u5efa\u8fde\u8d2f\u7684\u5e8f\u5217\uff0c\u4ee5\u4fbf\u540e\u7eed\u7684\u5904\u7406\u6216\u5408\u6210\u3002<\/em><\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"1020\" height=\"462\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-122.png\" alt=\"\" class=\"wp-image-19660\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-122.png 1020w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-122-300x136.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-122-768x348.png 768w\" sizes=\"(max-width: 1020px) 100vw, 1020px\" \/><\/figure>\n\n\n\n<p class=\"has-light-gray-background-color has-background\"><strong>\u67b6\u6784<\/strong>\uff1a<\/p>\n\n\n\n<p>\u6211\u4eec\u7684\u57fa\u7ebf\u67b6\u6784\u501f\u9274\u4e86 SoundStream  \u548c Encodec\uff0c\u5b83\u7531\u4e00\u4e2a SeaNet \u81ea\u52a8\u7f16\u7801\u5668\u548c\u4e00\u4e2a\u6b8b\u5dee\u5411\u91cf\u91cf\u5316\u5668\u7ec4\u6210\u3002&nbsp;\u7f16\u7801\u5668\u901a\u8fc7\u7ea7\u8054\u6b8b\u5dee\u5377\u79ef\u5757\u6765\u5c06\u5355\u901a\u9053\u6ce2\u5f62x \u2208 R<sup>L<\/sup>\u6295\u5f71\u5230\u6f5c\u5728\u8868\u793a&nbsp;enc(x) \u2208 R<sup>S\u00d7D<\/sup>&nbsp;\uff0c\u8fd9\u4e9b\u5377\u79ef\u5757\u4ea4\u66ff\u4f7f\u7528\u81a8\u80c0\u548c\u6b65\u8fdb\u5377\u79ef\uff0c\u4ee5\u53ca ELU\u975e\u7ebf\u6027\u51fd\u6570\u548c\u6743\u91cd\u5f52\u4e00\u5316\u3002<strong>\u6240\u6709\u5377\u79ef\u90fd\u662f\u56e0\u679c\u7684<\/strong><em>\uff08 \u6bcf\u4e2a\u65f6\u95f4\u6b65\u9aa4\u7684\u751f\u6210\u90fd\u53ea\u4f9d\u8d56\u4e8e\u5f53\u524d\u548c\u4e4b\u524d\u7684\u8f93\u5165\uff0c\u800c\u4e0d\u4f9d\u8d56\u4e8e\u672a\u6765\u7684\u8f93\u5165\u3002\u5173\u4e8e\u56e0\u679c\u5377\u79ef\uff1a<a rel=\"noreferrer noopener\" href=\"https:\/\/zhuanlan.zhihu.com\/p\/422177151\" target=\"_blank\">https:\/\/zhuanlan.zhihu.com\/p\/422177151<\/a>\uff09<\/em>\uff0c\u56e0\u6b64\u8be5\u81ea\u52a8\u7f16\u7801\u5668\u53ef\u4ee5\u5728\u6d41\u5f0f\u65b9\u5f0f\u4e0b\u8fd0\u884c\u3002&nbsp;\u5177\u6709 4 \u4e2a\u5377\u79ef\u5757\u548c\u76f8\u5e94\u7684\u6b65\u5e45\u56e0\u5b50(4, 5, 6, 8)&nbsp;\uff0c\u4ee5\u53ca\u6700\u7ec8\u6b65\u957f\u4e3a 2 \u7684 1D \u5377\u79ef\uff0c<strong>Mimi\u7684\u7f16\u7801\u5668\u80fd\u591f\u5c0624kHz\u7684\u6ce2\u5f62\u8f6c\u6362\u6210\u6bcf\u79d212.5\u5e27\u4e14\u7ef4\u5ea6\u4e3aD=512\u7684\u6f5c\u5728\u8868\u793a\u3002<\/strong>\u5bf9\u79f0\u5730\uff0c\u89e3\u7801\u5668\u91c7\u7528\u4e86\u7c7b\u4f3c\u7684\u7ed3\u6784\uff0c\u4f46\u4f7f\u7528\u8f6c\u7f6e\u5377\u79ef\u4ee3\u66ff\u6b65\u8fdb\u5377\u79ef\uff0c\u4ee5\u5c06\u6f5c\u5728\u8868\u793a\u91cd\u65b0\u6295\u5f71\u56de24kHz\u97f3\u9891\u3002&nbsp;\u6211\u4eec\u4f7f\u7528\u6b8b\u5dee\u77e2\u91cf\u91cf\u5316\u5668\u5bf9\u6f5c\u5728\u7a7a\u95f4\u8fdb\u884c\u79bb\u6563\u5316\uff0c\u8be5\u91cf\u5316\u5668\u8fed\u4ee3\u5730\u5c06\u77e2\u91cf\u91cf\u5316 (VQ) \u5e94\u7528\u4e8e\u5148\u524d\u91cf\u5316\u5668\u7684\u6b8b\u5dee\u3002&nbsp;\u5177\u6709<em>Q<\/em>\u4e2a\u91cf\u5316\u5668\uff0c\u6bcf\u4e2a\u91cf\u5316\u5668\u90fd\u6709\u4e00\u4e2a\u5305\u542b<em>N<sub>A<\/sub><\/em>\u4e2a\u8d28\u5fc3\u7684\u7801\u672c\uff0cRVQ \u5c06\u6f5c\u5728\u7a7a\u95f4\u79bb\u6563\u5316\u4e3a<em>{1, . . . , N<sub>A<\/sub>}<sup>S\u00d7Q<\/sup><\/em>\u3002&nbsp;\u4f5c\u4e3a\u57fa\u7ebf\uff0c\u6211\u4eec<strong>\u4f7f\u7528\u91cd\u5efa\u635f\u5931\u548c\u5bf9\u6297\u6027\u635f\u5931\u7684\u7ec4\u5408\u6765\u8bad\u7ec3\u6b64\u6a21\u578b<\/strong>\uff0c\u9075\u5faa Encodec\uff08 Defossez \u7b49\u4eba\uff0c 2023\uff09\u7684\u8bbe\u7f6e\u3002&nbsp;\u6211\u4eec\u5c06\u5728\u4e0b\u9762\u8be6\u7ec6\u4ecb\u7ecd Mimi \u76f8\u5bf9\u4e8e\u6b64\u9ed8\u8ba4\u914d\u7f6e\u7684\u4e3b\u8981\u53d8\u5316\u3002<\/p>\n\n\n\n<p><strong>\u57fa\u4e8e Transformer \u7684\u74f6\u9888\u3002&nbsp;<\/strong>\u4e3a\u4e86\u63d0\u9ad8 Mimi \u5c06\u8bed\u97f3\u7f16\u7801\u4e3a\u7d27\u51d1\u8868\u793a\u5e76\u540c\u65f6\u91cd\u5efa\u9ad8\u8d28\u91cf\u97f3\u9891\u7684\u80fd\u529b\uff0c\u6211\u4eec\u5728\u74f6\u9888\u4e2d\u6dfb\u52a0\u4e86 Transformer \u6a21\u5757\uff0c\u4e00\u4e2a\u5728\u91cf\u5316\u4e4b\u524d\uff0c\u53e6\u4e00\u4e2a\u5728\u91cf\u5316\u4e4b\u540e\u3002&nbsp;\u8fd9\u4e9b Transformer \u6709 8 \u5c42\u30018 \u4e2a\u5934\u3001RoPE \u4f4d\u7f6e\u7f16\u7801\u3001250 \u5e27\uff0820 \u79d2\uff09\u7684\u6709\u9650\u4e0a\u4e0b\u6587\u3001GELU \u6fc0\u6d3b\u3001512 \u7684\u6a21\u578b\u7ef4\u5ea6\u548c 2048 \u7684 MLP \u7ef4\u5ea6\u3002&nbsp;\u4e3a\u4e86\u7a33\u5b9a\u8bad\u7ec3\uff0c\u6211\u4eec\u4f7f\u7528 LayerScale\uff0c\u5176\u5bf9\u89d2\u7ebf\u503c\u7684\u521d\u59cb\u5316\u4e3a 0.01\u3002&nbsp;\u4e24\u4e2a Transformer \u90fd\u4f7f\u7528\u56e0\u679c\u63a9\u7801\uff08mask\uff09\uff0c\u8fd9\u4fdd\u7559\u4e86\u6574\u4e2a\u67b6\u6784\u4e0e\u6d41\u5f0f\u63a8\u7406\u7684\u517c\u5bb9\u6027\u3002&nbsp;\u4e24\u4e2a Transformer \u90fd\u8bc1\u660e\u5bf9\u611f\u77e5\u97f3\u9891\u8d28\u91cf\u5f88\u6709\u7528\uff0c\u800c\u7f16\u7801\u5668\u4e2d\u7684 Transformer \u8fd8\u6539\u5584\u4e86\u4e0b\u9762\u63cf\u8ff0\u7684\u8bed\u4e49\u4fe1\u606f\u7684\u63d0\u53d6 (\u89c1\u8868 3 \u7684\u6d88\u878d\u7814\u7a76)\u3002<\/p>\n\n\n\n<p><strong>\u56e0\u679c\u5173\u7cfb\u548c\u6d41\u5f0f\u4f20\u8f93\u3002&nbsp;<\/strong>\u4f7f\u7528\u4e0a\u8ff0\u8d85\u53c2\u6570\uff0cMimi \u662f\u56e0\u679c\u7684\uff0c\u53ef\u4ee5\u5728\u7f16\u7801\u548c\u89e3\u7801\u65f6\u4ee5\u6d41\u5f0f\u65b9\u5f0f\u4f7f\u7528\u3002&nbsp;\u5176\u521d\u59cb\u5e27\u5927\u5c0f\u548c\u6574\u4f53\u6b65\u957f\u5747\u5bf9\u5e94\u4e8e 80 \u6beb\u79d2\uff0c\u8fd9\u610f\u5473\u7740\u7ed9\u5b9a 80 \u6beb\u79d2\u7684\u7b2c\u4e00\u4e2a\u97f3\u9891\u5e27\uff0cMimi \u8f93\u51fa\u7b2c\u4e00\u4e2a\u6f5c\u5728\u65f6\u95f4\u6b65\uff0c\u8be5\u65f6\u95f4\u6b65\u53ef\u4ee5\u89e3\u7801\u4e3a 80 \u6beb\u79d2\u7684\u8f93\u51fa\u97f3\u9891\u3002<\/p>\n\n\n\n<p><strong>\u4f18\u5316\u3002<\/strong>&nbsp;\u4e0e\u7eaf\u7cb9\u4f7f\u7528 Adam\u7684\u5377\u79ef\u7f16\u89e3\u7801\u5668\u4e0d\u540c\uff0c\u5728\u67b6\u6784\u4e2d\u5f15\u5165 Transformer \u9700\u8981\u4f7f\u7528\u6743\u91cd\u8870\u51cf\u548c AdamW\u4f18\u5316\u5668\u8fdb\u884c\u989d\u5916\u7684\u6b63\u5219\u5316\u3002&nbsp;\u66f4\u51c6\u786e\u5730\u8bf4\uff0c\u6211\u4eec\u4ec5\u5bf9 Transformers \u7684\u53c2\u6570\u5e94\u7528\u6743\u91cd\u8870\u51cf\uff0c\u6743\u91cd\u4e3a&nbsp;5 \u00b7 10<sup>\u22122<\/sup>\u3002&nbsp;\u6211\u4eec\u4f7f\u75288 \u00b7 10<sup>\u22124<\/sup>\u7684\u5b66\u4e60\u7387\uff0c0.5 \u7684\u52a8\u91cf\u8870\u51cf\u548c 0.9 \u7684\u5e73\u65b9\u68af\u5ea6\u8870\u51cf\uff0c\u4ee5\u53ca 0.99 \u7684\u6743\u91cd\u6307\u6570\u79fb\u52a8\u5e73\u5747\u503c\u3002&nbsp;\u6211\u4eec\u4f7f\u7528 128 \u7684\u6279\u91cf\u5927\u5c0f\uff0c\u572812 s\u7684\u968f\u673a\u7a97\u53e3\u4e0a\u8fdb\u884c 4M step2\u7684\u8bad\u7ec3\uff0c\u800c Transformers \u7684\u4e0a\u4e0b\u6587\u9650\u5236\u5728 10 \u79d2\uff08\u7f16\u7801\u5668\u6700\u540e\u964d\u91c7\u6837\u5c42\u7684 250 \u5e27\uff0c\u4ee5\u53ca\u89e3\u7801\u5668\u7684\u5bf9\u79f0\u5e27\uff09\u3002<\/p>\n\n\n\n<p><strong>\u91cf\u5316\u7387\u3002<\/strong>\u6211\u4eec\u4f7f\u7528\u4e86<strong>Q=8\u4e2a\u91cf\u5316\u5668\uff08\u5982\u56fe\u4e8c\u6240\u793a\uff09<\/strong>\uff0c\u6bcf\u4e2a\u91cf\u5316\u5668\u7684\u7801\u672c\u5927\u5c0f\u4e3a<strong>N<sub>A<\/sub>=2048<\/strong>\u3002<strong>\u572812.5Hz\u65f6\uff0c\u8fd9\u8868\u793a\u6bd4\u7279\u7387\u4e3a1.1kbps<\/strong>\u3002\u5c3d\u7ba1\u6f5c\u5728\u7ef4\u5ea6\u662f512\uff0c\u6211\u4eec\u5728\u5e94\u7528RVQ\u4e4b\u524d\u5c06\u8f93\u5165<strong>\uff08\u57fa\u4e8e\u56fe2\u4e2d\u7684\u201cLin\u201d\u7ebf\u6027\u5c42\uff09<\/strong>\u6295\u5f71\u5230256\u7ef4\uff0c\u5e76\u5728\u89e3\u7801\u524d\u518d\u5c06\u5176\u6295\u5f71\u56de512\u7ef4\u3002\u4e0e\u5148\u524d\u7684\u5de5\u4f5c\u4e00\u81f4\uff0c\u6211\u4eec\u91c7\u7528\u4e86\u91cf\u5316\u5668dropout\u4ee5\u63d0\u4f9b\u7f16\u89e3\u7801\u5668\u7684\u6bd4\u7279\u7387\u53ef\u6269\u5c55\u6027\u3002\u6b64\u5916\uff0c\u6211\u4eec\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u4e0d\u4ee5\u4e00\u5b9a\u6982\u7387\u8fdb\u884c\u91cf\u5316\u53ef\u4ee5\u6539\u5584\u97f3\u9891\u8d28\u91cf\u3002\u66f4\u51c6\u786e\u5730\u8bf4\uff0c<strong>\u6211\u4eec\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u4ec550%\u7684\u65f6\u95f4\u5bf9\u5e8f\u5217\u8fdb\u884c\u91cf\u5316<\/strong>\u3002\u4e0eKumar\u7b49\u4eba\u4e0d\u540c\u7684\u662f\uff0c\u8fd9\u610f\u5473\u7740\u5c06\u672a\u7ecf\u91cf\u5316\u7684\u5d4c\u5165\u4f20\u9012\u7ed9\u89e3\u7801\u5668\uff0c\u800c\u4e0d\u662f\u5c06\u6240\u6709\u91cf\u5316\u5668\u91cf\u5316\u7684\u5d4c\u5165\u4f20\u9012\u8fc7\u53bb\u3002<strong>\u88683\u663e\u793a\u8fd9\u79cd\u65b9\u6cd5\u663e\u8457\u63d0\u9ad8\u4e86\u5ba2\u89c2\u8d28\u91cf\u6307\u6807\uff0c\u800c\u4eba\u7c7b\u8bc4\u4ef7\u7ed3\u679c\u5219\u4e0d\u591f\u660e\u786e\u3002\u5728\u6211\u4eec\u7684\u5b9e\u9a8c\u4e2d\uff0c\u6211\u4eec\u89c2\u5bdf\u5230\u4e00\u4e2a\u6709\u4e9b\u53cd\u76f4\u89c9\u7684\u73b0\u8c61\uff1a\u968f\u7740\u6bd4\u7279\u7387\u964d\u4f4e\uff0c\u8fd9\u79cd\u6539\u8fdb\u6548\u679c\u53d8\u5f97\u66f4\u52a0\u660e\u663e\u3002<\/strong><\/p>\n\n\n\n<p><strong>\u4ec5\u4f7f\u7528\u5bf9\u6297\u635f\u5931\u8bad\u7ec3\u3002<\/strong>\u4f5c\u4e3a\u57fa\u7ebf\uff0c\u6211\u4eec\u6309\u7167D\u00e9fossez\u7b49\u4eba\uff082023\uff09\u7684\u65b9\u5f0f\uff0c\u4f7f\u7528\u91cd\u6784\u635f\u5931\u4e0e\u5bf9\u6297\u635f\u5931\u7684\u7ec4\u5408\u6765\u8bad\u7ec3Mimi\uff0c\u5373\u4e00\u4e2a\u591a\u5c3a\u5ea6\u6885\u5c14\u9891\u8c31\u91cd\u6784\u635f\u5931\u52a0\u4e0a\u4e00\u4e2a\u591a\u5c3a\u5ea6STFT\u5224\u522b\u5668\u3002\u5177\u4f53\u7684\u53c2\u6570\u53ef\u4ee5\u5728Audiocraft\u4ee3\u7801\u5e93\u4e2d\u627e\u5230\u3002\u867d\u7136<strong>\u4e4b\u524d\u7684\u795e\u7ecf\u7f16\u89e3\u7801\u5668\u4f9d\u8d56\u4e8e\u8fd9\u79cd\u91cd\u6784\u635f\u5931\u548c\u5bf9\u6297\u635f\u5931\u7684\u7ec4\u5408\uff0c\u4f46\u6211\u4eec\u5c1d\u8bd5\u4e86\u7eaf\u5bf9\u6297\u8bad\u7ec3<\/strong>\uff0c\u5728\u8fd9\u79cd<strong>\u8bad\u7ec3\u65b9\u5f0f\u4e0b\u6211\u4eec\u53ea\u4fdd\u7559\u7279\u5f81\u635f\u5931\u548c\u5224\u522b\u5668\u635f\u5931<\/strong>\u3002\u6211\u4eec\u6ce8\u610f\u5230\uff0cHauret\u7b49\u4eba\uff082023\uff09\u4e4b\u524d\u5728\u5e26\u5bbd\u6269\u5c55\u7684\u80cc\u666f\u4e0b\u4e5f\u8fdb\u884c\u4e86\u7c7b\u4f3c\u7684\u5b9e\u9a8c\u3002<strong>\u5c3d\u7ba1\u79fb\u9664\u91cd\u6784\u635f\u5931\u663e\u8457\u964d\u4f4e\u4e86\u5ba2\u89c2\u6307\u6807\u7684\u8868\u73b0\uff0c\u4f46\u5728\u5f00\u53d1\u8fc7\u7a0b\u4e2d\u6211\u4eec\u89c2\u5bdf\u5230\u751f\u6210\u7684\u97f3\u9891\u542c\u8d77\u6765\u6bd4\u6839\u636e\u4e0a\u8ff0\u6307\u6807\u9884\u671f\u7684\u597d\u5f97\u591a\u3002<\/strong>\u88684\u62a5\u544a\u7684\u4e3b\u89c2\u8bc4\u4ef7\u786e\u8ba4\u4e86\u8fd9\u4e00\u89c2\u5bdf\uff0c\u5e76\u5c55\u793a\u4e86\u4ec5\u4f7f\u7528\u5bf9\u6297\u635f\u5931\u8fdb\u884c\u8bad\u7ec3\u5bf9\u97f3\u9891\u8d28\u91cf\u6709\u663e\u8457\u63d0\u5347\u3002<\/p>\n\n\n\n<p class=\"has-light-gray-background-color has-background\"><strong>\u4f7f\u7528\u5206\u88c2RVQ\u5b66\u4e60\u8bed\u4e49-\u58f0\u5b66token<\/strong><\/p>\n\n\n\n<p>\u7c7b\u4f3c\u4e8eSpeechTokenizer\uff0c\u6211\u4eec\u4ece\u4e00\u4e2a\u81ea\u76d1\u7763\u6a21\u578b\uff08\u5728\u6211\u4eec\u7684\u6848\u4f8b\u4e2d\u662fWavLM8 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class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"219\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-123-1024x219.png\" alt=\"\" class=\"wp-image-19780\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-123-1024x219.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-123-300x64.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-123-768x164.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-123.png 1312w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><figcaption>\u88683\uff1a\u5173\u4e8eMimi\u7f16\u89e3\u7801\u5668\u8d85\u53c2\u6570\u7684\u6d88\u878d\u7814\u7a76\u3002\u6211\u4eec\u901a\u8fc7\u62a5\u544a\u97f3\u7d20ABX\u53ef\u8fa8\u8bc6\u6027\u4efb\u52a1\u7684\u9519\u8bef\u7387\u6765\u8bc4\u4f30\u8bed\u4e49\u5efa\u6a21\u3002\u4e3a\u4e86\u8bc4\u4f30\u91cd\u5efa\u8d28\u91cf\uff0c\u6211\u4eec\u8ba1\u7b97\u4e86VisQOL\u548cMOSNet\uff0c\u5e76\u901a\u8fc7MUSHRA\u534f\u8bae\u6536\u96c6\u4eba\u7c7b\u8bc4\u5224\u3002<strong>\u201c\u91cf\u5316\u7387\u201d\u6307\u5728\u8bad\u7ec3\u671f\u95f4\u4ec5\u5bf9\u6f5c\u5728\u7a7a\u95f4\u5e94\u7528\u91cf\u531650%\u7684\u65f6\u95f4<\/strong>\uff08\u4e0e\u91cf\u5316\u5668\u4e22\u5f03\u65e0\u5173\uff09<\/figcaption><\/figure>\n\n\n\n<h4>\u751f\u6210\u5f0f\u97f3\u9891\u5efa\u6a21<\/h4>\n\n\n\n<p>\u6211\u4eec\u73b0\u5728\u63cf\u8ff0\u5982\u4f55\u6269\u5c55\u57fa\u7840<strong>Helium\u6a21\u578b<\/strong>\uff0c\u4ee5<strong>\u652f\u6301Mimi\u7f16\u89e3\u7801\u5668\u63d0\u4f9b\u7684\u97f3\u9891\u4ee4\u724c\u5efa\u6a21<\/strong>\u3002\u6211\u4eec\u7684\u76ee\u6807\u662f\u5b9e\u73b0\u771f\u5b9e\u7684\u5bf9\u8bdd\u4ea4\u4e92\uff0c\u56e0\u6b64\u6211\u4eec\u8fdb\u4e00\u6b65\u5c55\u793a\u5982\u4f55<strong>\u540c\u65f6\u5efa\u6a21\u4e24\u4e2a\u97f3\u9891\u6d41\uff0c\u4e00\u4e2a\u4ee3\u8868\u7528\u6237\uff0c\u53e6\u4e00\u4e2a\u4ee3\u8868\u7cfb\u7edf<\/strong>\u3002\u6700\u540e\uff0c\u6211\u4eec\u8be6\u7ec6\u4ecb\u7ecd\u4e00\u79cd\u65b0\u529f\u80fd\u2014\u2014<strong>\u5185\u5fc3\u72ec\u767d<\/strong>\uff0c\u5b83\u5728<strong>\u7cfb\u7edf\u4fa7\u5bf9\u6587\u672c\u548c\u97f3\u9891\u6a21\u6001\u8fdb\u884c\u8054\u5408\u5efa\u6a21<\/strong>\uff0c\u4ee5\u63d0\u9ad8\u4ea4\u4e92\u8d28\u91cf\u3002<\/p>\n\n\n\n<p class=\"has-light-gray-background-color has-background\"><strong>\u4f7f\u7528 <a href=\"https:\/\/github.com\/lucidrains\/RQ-Transformer\" target=\"_blank\" rel=\"noreferrer noopener\">RQ-Transformer<\/a> \u7684\u5206\u5c42\u81ea\u56de\u5f52\u5efa\u6a21<\/strong><\/p>\n\n\n\n<p class=\"has-white-background-color has-background\"><em><code>ps\uff1a\u5173\u4e8eRQ-Transformer <a rel=\"noreferrer noopener\" href=\"https:\/\/zhuanlan.zhihu.com\/p\/666422373\" target=\"_blank\">https:\/\/zhuanlan.zhihu.com\/p\/666422373<\/a><\/code><\/em><\/p>\n\n\n\n<figure class=\"wp-block-image size-large is-resized\"><img loading=\"lazy\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-125-1024x420.png\" alt=\"\" class=\"wp-image-19839\" width=\"690\" height=\"283\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-125-1024x420.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-125-300x123.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-125-768x315.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-125.png 1247w\" sizes=\"(max-width: 690px) 100vw, 690px\" \/><figcaption><span class=\"has-inline-color has-bright-blue-color\">Autoregressive Image Generation using Residual Quantization\u8bba\u6587\u622a\u56fe\uff1aRQ-Transformer\u7684\u6d41\u7a0b\uff0c\u8f93\u5165\u5404\u4e2a\u91cf\u5316\u5668Sstep,i\u7684\u548c\u4f5c\u4e3aS-transformer\u7684\u8f93\u5165\uff0c\u8f93\u51faVstepi\uff0cVstepi\u4f5c\u4e3aD-transforemr\u7684\u8f93\u5165\uff0c\u8f93\u51fa\u4e0b\u4e00\u4e2a\u65f6\u95f4\u6b65\u5404\u4e2a\u91cf\u5316\u5668\u7684\u79bb\u6563\u503c\u3002<br>\u9996\u5148\u5bf9\u4e8e\u56fe\u4e2d\u7684\u4e0b\u91c7\u6837\u5f97\u5230\u7684\u7f16\u7801\u56fe\uff0c\u901a\u8fc7Reshape\u7684\u65b9\u5f0f\uff0c\u6309\u7167D\u65b9\u5411\u4e3a\u4e00\u4e2a\u6574\u4f53\uff0c\u4f7f\u5176\u51cf\u5c11\u4e00\u4e2a\u5927\u7ef4\u5ea6\uff0c\u5f97\u5230\u4e86T\u00d7D\u7684\u77e9\u9635\uff0c\u8fd9\u91cc\u7684T=H\u00d7W\u3002<br>\u8fd9\u6837\u5c31\u5f97\u5230\u4e86Transformer\u7ecf\u5178\u7684\u8f93\u5165\u5e8f\u5217\uff0c\u6211\u4eec\u76f4\u63a5\u6309\u7167D\u65b9\u5411\u4e3a\u4e00\u4e2a\u6574\u4f53\u8f93\u5165t-1\u4e2a\u5e8f\u5217\u5230Spatial Transformer\u4e2d\u53ef\u4ee5\u5f97\u5230\u7b2ct\u4e2a\u5e8f\u5217ht\uff0c\u7136\u540e\u518d\u7ecf\u8fc7\u4e00\u7cfb\u5217\u7684\u64cd\u4f5c\uff0c\u5c06\u6211\u4eec\u7684ht\u52a0\u5165\u5230vtd\u4e2d\u53bb\uff0c\u5177\u4f53\u800c\u8a00\u662f\u4e00\u4e2a\u8fed\u4ee3\u586b\u5165\u4fe1\u606f\u7684\u8fc7\u7a0b\uff0c\u5177\u4f53\u7ec6\u8282\u53ef\u4ee5\u53bb\u770b\u8bba\u6587\u7684\u63cf\u8ff0\uff0c\u6b64\u5904\u5c31\u4e0d\u8d58\u8ff0\u4e86\u3002\u4e4b\u540e\u5c06\u4e00\u4e2a\u5e8f\u5217v\u8f93\u5165\u5230Depth Transformer\u4e2d\u5f97\u5230\u5177\u4f53\u7684\u6bcf\u4e2a\u5c42\u7684\u503c\u3002<\/span><\/figcaption><\/figure>\n\n\n\n<p>\u8bbe U\u2208{1,\u2026,N}<sup>S <\/sup>\u4e3a\u4e00\u4e2a\u79bb\u6563\u968f\u673a\u5e8f\u5217\uff0c\u5176\u57fa\u6570\u4e3a N \u4e14\u5e8f\u5217\u957f\u5ea6\u4e3a S\u3002\u4e3a\u65b9\u4fbf\u8d77\u89c1\uff0c\u6211\u4eec\u8fd8\u5c06 U<sub>0<\/sub>\u200b=0 \u4f5c\u4e3a\u4e00\u4e2a\u786e\u5b9a\u6027\u7684\u521d\u59cb\u4ee4\u724c\u503c\u3002\u81ea\u56de\u5f52\u5efa\u6a21\u7684\u6838\u5fc3\u5728\u4e8e\u901a\u8fc7\u4f30\u8ba1\u6761\u4ef6\u5206\u5e03 P[Us\u200b\u2223U0\u200b,\u2026,Us\u22121\u200b] \u6765\u4f30\u8ba1\u8054\u5408\u5206\u5e03 P[U1\u200b,\u2026,US\u200b]\uff0c\u5176\u4e2d 1\u2264s\u2264S\u3002\u6587\u672c\u8bed\u8a00\u6a21\u578b\uff0c\u5982GPT\uff08Radford\u7b49\u4eba\uff0c2019\uff09\u6216Helium\uff0c\u7b26\u5408\u8fd9\u4e00\u8303\u5f0f\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"810\" height=\"399\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-124.png\" alt=\"\" class=\"wp-image-19834\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-124.png 810w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-124-300x148.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-124-768x378.png 768w\" sizes=\"(max-width: 810px) 100vw, 810px\" \/><figcaption> \u56fe3 \uff1aRQ-Transformer\u5c06\u957f\u5ea6\u4e3a <em>K<\/em>\u22c5<em>S<\/em> \u7684\u6241\u5e73\u5316\u5e8f\u5217\u5206\u89e3\u4e3a S \u4e2a\u65f6\u95f4\u6b65\u957f\uff0c\u4f9b\u4e00\u4e2a\u5927\u578b\u7684\u65f6\u95f4\u53d8\u6362\u5668\uff08Temporal Transformer\uff09\u5904\u7406\uff0c\u8be5\u53d8\u6362\u5668\u751f\u6210\u4e00\u4e2a\u4e0a\u4e0b\u6587\u5d4c\u5165\uff0c\u7528\u4e8e\u6761\u4ef6\u5316\u4e00\u4e2a\u5c0f\u89c4\u6a21\u7684\u6df1\u5ea6\u53d8\u6362\u5668\uff08Depth Transformer\uff09\uff0c\u540e\u8005\u5728 <em>K<\/em> \u4e2a\u6b65\u9aa4\u4e0a\u8fdb\u884c\u64cd\u4f5c\u3002\u8fd9\u79cd\u8bbe\u8ba1\u5141\u8bb8\u901a\u8fc7\u589e\u52a0 <em>S<\/em>\u6765\u6269\u5c55\u66f4\u957f\u7684\u5e8f\u5217\uff0c\u6216\u8005\u901a\u8fc7\u589e\u52a0 <em>K<\/em> \u6765\u589e\u52a0\u6df1\u5ea6\uff0c\u800c\u4e0d\u662f\u4f7f\u7528\u5355\u4e00\u6a21\u578b\u6765\u5efa\u6a21\u6574\u4e2a\u6241\u5e73\u5316\u5e8f\u5217\u3002\u5728\u56fe\u4e2d\uff0c\u4e3a\u4e86\u4fbf\u4e8e\u8bf4\u660e\uff0c\u6211\u4eec\u4f7f\u7528\u4e86 <em>K<\/em>=4\u3002<\/figcaption><\/figure>\n\n\n\n<p>\u5728\u5efa\u6a21\u53e3\u8bed\u65f6\uff0c\u4f9d\u8d56\u4e8e\u7ecf\u8fc7\u6807\u8bb0\u5316\u7684\u6587\u672c\u6bd4\u97f3\u9891\u4ee4\u724c\u63d0\u4f9b\u4e86\u66f4\u7d27\u51d1\u7684\u8868\u793a\uff1a\u4f7f\u7528Mimi\u7f16\u89e3\u7801\u5668\uff0c\u5047\u8bbe\u67098\u4e2a\u7801\u672c\uff0c\u5e27\u7387\u4e3a12.5Hz\uff0c\u6bcf\u79d2\u949f\u7684\u97f3\u9891\u751f\u6210\u9700\u8981100step\u7684\u5e8f\u5217\u957f\u5ea6\u3002\u8981\u5efa\u6a215\u5206\u949f\u7684\u97f3\u9891\uff0c\u8fd9\u5c06\u9700\u898130,000\u4e2atimesteps\uff0c\u8fd9\u4ee3\u8868\u4e86\u663e\u8457\u7684\u8ba1\u7b97\u6210\u672c\uff0c\u5e76\u4e14\u6bcf\u79d2\u751f\u6210100\u4e2a\u4ee4\u724c\u4e0e\u6d41\u5f0f\u63a8\u7406\u4e0d\u517c\u5bb9\u3002\u76f8\u6bd4\u4e4b\u4e0b\uff0c\u4e00\u6bb5\u82f1\u8bed\u8bed\u97f3\u7684\u8868\u793a\u5927\u7ea6\u53ea\u9700\u8981\u6bcf\u79d23\u52304\u4e2a\u6587\u672c\u4ee4\u724c\u3002<\/p>\n\n\n\n<p><strong>\u5982\u4f55\u89e3\u51b3\uff1a<\/strong>\u4f7f\u7528RQ-Transformer<\/p>\n\n\n\n<p>\u6211\u4eec\u4e0d\u4ec5\u5bf9\u5efa\u6a21\u5355\u4e00\u5e8f\u5217\uff08U<sub><em>s<\/em><\/sub>\uff09\u611f\u5174\u8da3\uff0c\u8fd8\u5bf9\u5efa\u6a21\u591a\u4e2a\u5b50\u5e8f\u5217\u611f\u5174\u8da3\uff0c<strong>\u6bd4\u5982\u4e0d\u540c\u7684\u97f3\u9891\u7801\u672c\uff0c\u4ee5\u53ca\u53ef\u9009\u7684\u6587\u672c\u6d41<\/strong>\u3002\u6211\u4eec\u53ef\u4ee5\u5c06\u8fd9\u4e9b\u5b50\u5e8f\u5217\u5806\u53e0\u4e3a<strong>V<sub><em>s,k<\/em><\/sub><\/strong>\uff0c\u5176\u4e2d1 \u2264 s \u2264 S \u4e14 1 \u2264 k \u2264 K\u3002\u540c\u6837\u5730\uff0c\u6211\u4eec\u5b9a\u4e49V<sub><em>0,k<\/em><\/sub> = 0\uff0c\u4f5c\u4e3a\u6240\u6709\u5b50\u5e8f\u5217\u786e\u5b9a\u6027\u7684\u521d\u59cb\u6807\u8bb0\u503c\u3002\u5bf9\u4e8e\u6bcf\u4e2a1 \u2264 s \u2264 S \u548c 1 \u2264 k \u2264 K\uff0cV<em><sub>s,k<\/sub><\/em> \u2208 {1, &#8230;, N<sub><em>k<\/em><\/sub>}\uff0c\u8fd9\u91ccN<sub><em>k<\/em><\/sub>\u662f\u7b2c<em>k<\/em>\u4e2a\u5b50\u5e8f\u5217\u7684\u57fa\u6570\u3002\u53ef\u4ee5\u5c06\u8fd9K\u4e2a\u5e8f\u5217\u5c55\u5e73\u4e3a\u4e00\u4e2a\u5355\u4e00\u5e8f\u5217\uff0c\u4ece\u800c\u589e\u52a0<em>K<\/em>\u7684\u9884\u6d4b\u6570\u91cf\u3002<strong>Lee\u7b49\u4eba\u63d0\u51fa\u6cbf\u7740<em>K<\/em>\u7ef4\u4f7f\u7528\u8f83\u5c0f\u7684\uff08depth transformer\uff09\u81ea\u56de\u5f52\u6a21\u578b\uff0c\u7ed3\u5408\u6cbf\u65f6\u95f4\u7ef4\u5ea6\u8f83\u5927\u7684\uff08time transformer\uff09\u6a21\u578b\uff0c\u5f62\u6210RQ-Transformer<\/strong>\u3002\u4e4b\u540e\uff0c<strong>Yu\u7b49\u4eba\u5efa\u8bae\u4e86\u7c7b\u4f3c\u7684\u65b9\u6cd5\u7528\u4e8e\u5b57\u8282\u7ea7\u5efa\u6a21\uff0c\u800cYang\u7b49\u4eba(2023)\u548cZhu\u7b49\u4eba(2024)\u5c06\u5176\u5e94\u7528\u4e8e\u97f3\u9891\u6807\u8bb0\u5efa\u6a21<\/strong>\u3002<\/p>\n\n\n\n<p><strong>RQ-Transformer<\/strong>\u3002\u5f62\u5f0f\u4e0a\uff0cRQ-Transformer\u7531\u4e24\u4e2aTransformer\u6a21\u578b\u7ec4\u6210\uff0c\u5982\u56fe3\u6240\u793a\u3002\u5b83\u5305\u62ec\u4e00\u4e2a\u65f6\u95f4Transformer\uff08Temporal Transformer\uff09\uff0c<strong>\u5176\u67b6\u6784\u4e0eHelium\u76f8\u540c<\/strong>\uff0c\u4ee5\u53ca\u4e00\u4e2a\u8f83\u5c0f\u7684\u6df1\u5ea6Transformer\u3002\u3002\u6211\u4eec\u5c06\u65f6\u95f4Transformer\u6240\u4ee3\u8868\u7684\u529f\u80fd\u8bb0\u4e3aTrTemp\uff0c\u800c\u6df1\u5ea6Transformer\u6240\u4ee3\u8868\u7684\u529f\u80fd\u8bb0\u4e3aTrDepth\u3002\u4e3a\u4e86\u7b80\u5316\u8d77\u89c1\uff0c\u5e76\u5bf9\u4e8e\u6240\u6709\u6b65\u9aa4s \u2264 S\uff0c\u6211\u4eec\u7528V<em>s<\/em> = (V<em><sub>s,1<\/sub><\/em>, &#8230;, V<em><sub>s,K<\/sub><\/em>)\u8868\u793a\u5728\u6b65\u9aa4s\u65f6\u6240\u6709\u5b50\u5e8f\u5217\u7684\u8054\u5408\u503c\u3002\u5bf9\u4e8e\u7ed9\u5b9a\u7684\u5e8f\u5217\u6b65\u9aa41 \u2264 s \u2264 S\uff0c\u65f6\u95f4Transformer\u5c06(V<em><sub>0<\/sub><\/em>, &#8230;, V<em><sub>s\u22121<\/sub><\/em>)\u6620\u5c04\u5230\u4e00\u4e2a\u65f6\u95f4\u4e0a\u4e0b\u6587\u5411\u91cf\u3002<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-129.png\" alt=\"\" class=\"wp-image-19912\" width=\"249\" height=\"30\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-129.png 675w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-129-300x36.png 300w\" sizes=\"(max-width: 249px) 100vw, 249px\" \/><\/figure><\/div>\n\n\n\n<p>\u5982\u679c\u6211\u4eec\u8fdb\u4e00\u6b65\u8003\u8651\u5b50\u5e8f\u5217\u7d22\u5f151 &lt; k \u2264 K<em>\uff08<strong>\u5bf9\u5e94\u58f0\u5b66token<\/strong>\uff0c\u7528tansformer\u8fdb\u884c\u9884\u6d4b\uff09<\/em>\uff0c\u6df1\u5ea6Transformer\u5c06\u540c\u65f6\u6620\u5c04<strong>zs\u548c(V<em><sub>s,1<\/sub><\/em>, . . . , V<sub>s,k\u22121<\/sub>)\u5230logits\u4f30\u8ba1<\/strong>\u3002\u8fd9\u4e2a\u8fc7\u7a0b\u4f7f\u5f97\u6a21\u578b\u80fd\u591f\u7efc\u5408\u591a\u4e2a\u5b50\u5e8f\u5217\u7684\u4fe1\u606f\uff0c\u4ece\u800c\u751f\u6210\u66f4\u51c6\u786e\u7684\u9884\u6d4b\u3002<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-130.png\" alt=\"\" class=\"wp-image-19917\" width=\"326\" height=\"34\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-130.png 867w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-130-300x31.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-130-768x81.png 768w\" sizes=\"(max-width: 326px) 100vw, 326px\" \/><\/figure><\/div>\n\n\n\n<p>\u6211\u4eec\u8fdb\u4e00\u6b65\u5b9a\u4e49\u7b2c\u4e00\u5c42<em>l<sub>s,1<\/sub><\/em> = Lin(z<em><sub>s<\/sub><\/em>) \u2208 R<sup><em>N<\/em><\/sup><em><sup>1<\/sup>\uff08<strong>\u5bf9\u5e94\u8bed\u4e49token<\/strong>\uff0czs\u76f4\u63a5\u63a5\u4e00\u4e2aliner\u7684\u8f93\u51fa\u4f5c\u4e3a\u8bed\u4e49token\uff09<\/em>\uff0c\u5176\u4e2dLin\u662f\u4e00\u4e2a\u4e13\u7528\u7684\u7ebf\u6027\u5c42\u3002\u6211\u4eec\u8bad\u7ec3TrTemp\u3001TrDepth\u548cLin\uff0c\u4ee5\u4f7f\u5f97softmax(<em>l<\/em><sub><em>s<\/em>,k<\/sub>)\u80fd\u591f\u5f88\u597d\u5730\u8fd1\u4f3c<em>V<sub>s,k<\/sub><\/em>\u7684\u5206\u5e03\uff0c<strong>\u8be5\u5206\u5e03\u4ee5\u524d\u4e00\u6b65\u7684\u6240\u6709\u5b50\u5e8f\u5217\u4ee5\u53ca\u5f53\u524d\u6b65\u9aa4\u7684\u524d\u5b50\u5e8f\u5217\u4f5c\u4e3a\u6761\u4ef6<\/strong>\u3002\u4f8b\u5982\uff0c<strong>\u8fd9\u79cd\u8bad\u7ec3\u65b9\u5f0f\u786e\u4fdd\u6a21\u578b\u80fd\u591f\u6709\u6548\u6355\u6349\u4e0a\u4e0b\u6587\u4fe1\u606f\uff0c\u4ece\u800c\u63d0\u5347\u751f\u6210\u8d28\u91cf\u3002<\/strong><\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large is-resized\"><img loading=\"lazy\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-131-1024x128.png\" alt=\"\" class=\"wp-image-19929\" width=\"411\" height=\"51\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-131-1024x128.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-131-300x38.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-131-768x96.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-131.png 1292w\" sizes=\"(max-width: 411px) 100vw, 411px\" \/><\/figure><\/div>\n\n\n\n<p>\u91cd\u8981\u7684\u662f\uff0c<strong>\u65f6\u95f4Transformer\u4e2d\u7684\u6b65\u9aa4\u6570\u59cb\u7ec8\u7b49\u4e8eS\uff0c\u800c\u4e0d\u662f<em>K\u00b7S<\/em><\/strong>\uff0c\u5e76\u4e14\u6df1\u5ea6Transformer\u4e2d\u7684\u6b65\u9aa4\u6570\u6700\u591a\u4e3a<em>K<\/em>\u3002\u5b9e\u9645\u4e0a\uff0c\u65f6\u95f4Transformer\u5728\u6bcf\u4e00\u6b65<strong>s\u63a5\u6536\u7684\u8f93\u5165\u662fK\u4e2a\u5b66\u4e60\u5230\u7684\u5d4c\u5165\u8868\u4e4b\u548c<\/strong>\uff0c\u8fd9\u4e9b\u5d4c\u5165\u8868\u4ee3\u8868\u4e86V<em>s-1<\/em>\u7684\u6700\u540e\u4e00\u4e2a\u503c\u3002\u5bf9\u4e8e1 &lt; k \u2264 K\u7684\u60c5\u51b5\uff0c\u6df1\u5ea6Transformer\u63a5\u6536\u7684\u8f93\u5165\u662fz<em><sub>s<\/sub><\/em>\u4e0e\u4e00\u4e2a\u8868\u793aV<em><sub>s,k-1<\/sub><\/em>\u7684\u5b66\u4e60\u5230\u7684\u5d4c\u5165\u4e4b\u548c\u3002<\/p>\n\n\n\n<p>\u5982\u88681\u6240\u793a\uff0c\u6211\u4eec\u7684\u6df1\u5ea6Transformer\u67096\u5c42\uff0c\u7ef4\u5ea6\u4e3a1024\uff0c\u5305\u542b16\u4e2a\u6ce8\u610f\u529b\u5934\u3002\u4e0eLee\u7b49\u4eba(2022)\u3001Yang\u7b49\u4eba(2023)\u3001Zhu\u7b49\u4eba(2024)\u4e0d\u540c\uff0c\u6211\u4eec\u5728<strong>\u6df1\u5ea6Transformer\u4e2d\u5bf9\u7ebf\u6027\u5c42\u3001\u6295\u5f71\u548c\u5168\u8fde\u63a5\u4f7f\u7528\u4e86\u9488\u5bf9\u6bcf\u4e2a\u7d22\u5f15<em>k<\/em>\u7684\u4e0d\u540c\u53c2\u6570<\/strong>\u3002\u786e\u5b9e\uff0c<strong>\u4e0d\u540c\u7684\u5b50\u5e8f\u5217\u53ef\u80fd\u9700\u8981\u4e0d\u540c\u7684\u53d8\u6362\u3002\u9274\u4e8e\u6b64Transformer\u8f83\u5c0f\u7684\u89c4\u6a21\uff0c\u8fd9\u6837\u505a\u5bf9\u8bad\u7ec3\u548c\u63a8\u7406\u65f6\u95f4\u6ca1\u6709\u5f71\u54cd<\/strong>\uff0c\u800c\u88686\u663e\u793a\u8fd9\u79cd\u6df1\u5ea6\u53c2\u6570\u5316\u662f\u6709\u76ca\u7684\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"993\" height=\"868\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-132.png\" alt=\"\" class=\"wp-image-19949\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-132.png 993w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-132-300x262.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-132-768x671.png 768w\" sizes=\"(max-width: 993px) 100vw, 993px\" \/><figcaption>\u88681\uff1a<strong>\u6a21\u578b\u7684\u8d85\u53c2\u6570<\/strong>\u3002\u6211\u4eec7B\u53c2\u6570\u7684Helium\u8bed\u8a00\u6a21\u578b\u548cMoshi\u8bed\u97f3\u6587\u672c\u5bf9\u8bdd\u6a21\u578b\u7684\u67b6\u6784\u548c\u8bad\u7ec3\u8d85\u53c2\u6570\u3002Moshi\u7684\u8bad\u7ec3\u5206\u4e3a\u56db\u4e2a\u9636\u6bb5\uff1a\u5728\u65e0\u76d1\u7763\u6570\u636e\u4e0a\u8fdb\u884c\u9884\u8bad\u7ec3\uff08\u4f7f\u7528\u4eceHelium\u521d\u59cb\u5316\u7684\u65f6\u95f4\u53d8\u6362\u5668\uff09\uff1b<strong>\u57fa\u4e8e\u5206\u79bb\u7684\u591a\u6d41\u6a21\u62df\u8fdb\u884c\u540e\u8bad\u7ec3<\/strong>\uff1b\u5728<strong>Fisher\u6570\u636e\u96c6\uff08Cieri\u7b49\uff0c2004\uff09\u4e0a\u8fdb\u884c\u5fae\u8c03\uff0c\u4ee5\u5b9e\u73b0\u5176\u5168\u53cc\u5de5\u80fd\u529b<\/strong>\uff1b\u5728\u4ece<strong>\u5408\u6210\u4ea4\u4e92\u811a\u672c\u6784\u5efa\u7684\u81ea\u5b9a\u4e49\u6570\u636e\u96c6\u4e0a\u8fdb\u884c\u6307\u4ee4\u5fae\u8c03<\/strong>\u3002\u5728\u9884\u8bad\u7ec3\u9636\u6bb5\uff0c\u6211\u4eec\u4e00\u534a\u7684\u65f6\u95f4\u5728\u4e0eHelium\u4f7f\u7528\u7684\u76f8\u540c\u6570\u636e\u96c6\u4e0a\u5bf9\u5b8c\u6574\u7684\u6587\u672c\u6279\u6b21\u8fdb\u884c\u8bad\u7ec3\uff0c\u4f7f\u7528\u4e00\u4e2a\u72ec\u7acb\u7684\u4f18\u5316\u5668\u72b6\u6001\u3002<\/figcaption><\/figure>\n\n\n\n<p><em><code>ps\uff1a<a href=\"https:\/\/catalog.ldc.upenn.edu\/LDC2004S13\" target=\"_blank\" rel=\"noreferrer noopener\">Fisher\u7535\u8bdd\u5bf9\u8bdd\u6536\u96c6\u534f\u8bae<\/a>\uff0c\u8be5\u534f\u8bae\u65e8\u5728\u89e3\u51b3\u5f00\u53d1\u4eba\u5458\u6784\u5efa\u5f3a\u5927\u7684\u81ea\u52a8\u8bed\u97f3\u8bc6\u522b\uff08ASR\uff09\u7cfb\u7edf\u65f6\u7684\u5173\u952e\u9700\u6c42\u3002\u7279\u70b9\u662f\u5c11\u6570\u8bf4\u8bdd\u4eba\u62e8\u6253\u7535\u8bdd\u7684\u65f6\u95f4\u76f8\u5bf9\u8f83\u957f\uff0c\u5e76\u4e14\u6574\u4e2a\u96c6\u5408\u7684\u8bcd\u6c47\u91cf\u5f88\u7a84\u3002CALLHOME \u5bf9\u8bdd\u975e\u5e38\u81ea\u7136\u548c\u4eb2\u5bc6\u3002\u6839\u636e\u8d39\u820d\u5c14\u534f\u8bae\uff0c\u5141\u8bb8\u5927\u91cf\u53c2\u4e0e\u8005\u6700\u591a\u62e8\u6253 3 \u4e2a 10 \u5206\u949f\u7684\u7535\u8bdd\u3002\u5bf9\u4e8e\u6bcf\u6b21\u901a\u8bdd\uff0c\u53c2\u4e0e\u8005\u5c06\u4e0e\u901a\u5e38\u4e0d\u8ba4\u8bc6\u7684\u53e6\u4e00\u53c2\u4e0e\u8005\u914d\u5bf9\uff0c\u4ee5\u8ba8\u8bba\u6307\u5b9a\u7684\u4e3b\u9898\u3002\u8fd9\u6700\u5927\u9650\u5ea6\u5730\u63d0\u9ad8\u4e86\u8bf4\u8bdd\u8005\u4e4b\u95f4\u7684\u5dee\u5f02\u548c\u8bcd\u6c47\u547c\u5438\uff0c\u540c\u65f6\u4e5f\u589e\u52a0\u4e86\u6b63\u5f0f\u611f\u3002<\/code><\/em><\/p>\n\n\n\n<p class=\"has-light-gray-background-color has-background\"><strong>\u97f3\u9891\u5efa\u6a21<\/strong><\/p>\n\n\n\n<p>\u97f3\u9891\u7f16\u89e3\u7801\u5668Mimi\uff0c\u8f93\u51fa<em>Q<\/em>\u4e2a\u5b50\u5e8f\u5217\uff0c\u97f3\u9891\u6bcf\u79d2\u670912.5\u4e2a\u6b65\u957f\u3002\u6211\u4eec\u5c06\u8fd9\u4e9b\u5e8f\u5217\u8868\u793a\u4e3aA<em><sub>t,q<\/sub><\/em>\u200b\u2208{1,\u2026,<em>N<sub>A<\/sub><\/em>\u200b}\uff08\u7801\u672c\u5bf9\u5e94\u7684\u7279\u5f81\u5411\u91cf\uff09\uff0c\u5176\u4e2d1\u2264<em>t<\/em>\u2264<em>T<\/em>\uff0c<em>T<\/em>=12.5\u00d7\u97f3\u9891\u65f6\u957f\uff0c1\u2264<em>q<\/em>\u2264<em>Q<\/em>\uff0c\u4e14<em>Q<\/em>=8\u3002\u6211\u4eec\u5c06\u97f3\u9891\u5b50\u5e8f\u5217\u63d2\u5165\u7531RQ-Transformer\u5efa\u6a21\u7684\u591a\u5e8f\u5217<em>V<\/em>\u4e2d\u3002\u8bf7\u8bb0\u4f4f\uff0c\u7b2c\u4e00\u4e2a\u7801\u672cA<em>t,1\u200b<\/em>\u5bf9\u5e94\u8bed\u4e49\u4fe1\u606f\uff0c\u800c\u5176\u4ed6\u7801\u672c\u5bf9\u5e94\u58f0\u5b66\u7279\u5f81\u3002<\/p>\n\n\n\n<p class=\"has-dark-gray-color has-text-color\"><strong>\u58f0\u5b66\u5ef6\u8fdf\u3002<\/strong>\u6211\u4eec\u9996\u5148\u5c1d\u8bd5\u7b80\u5355\u5730\u5c06V\u8bbe\u4e3aA\u8fdb\u884c\u5efa\u6a21\u3002\u7136\u800c\uff0c\u6211\u4eec\u53d1\u73b0\u5728<strong>\u8bed\u4e49\u548c\u58f0\u5b66\u6807\u8bb0\u4e4b\u95f4\u5f15\u5165\u8f7b\u5fae\u5ef6\u8fdf<\/strong>\u80fd\u591f\u751f\u6210\u66f4\u7a33\u5b9a\u7684\u7ed3\u679c\u3002Copet\u7b49\u4eba\uff082023\uff09\u8868\u660e\uff0c<strong>\u8fd9\u6837\u505a\u53ef\u4ee5\u51cf\u5c11\u7ed9\u5b9a\u65f6\u95f4\u6b65\u957f\u4e0b\u5404\u5b50\u5e8f\u5217\u4e4b\u95f4\u7684\u4f9d\u8d56\u6027<\/strong>\uff08\u57fa\u4e8e\u8fc7\u53bb\u7684\u6761\u4ef6\uff09\uff0c<strong>\u4ece\u800c\u5141\u8bb8\u4f7f\u7528\u8f83\u5f31\u7684\u6a21\u578b\u6765\u8fd1\u4f3c\u8054\u5408\u5206\u5e03 <em>P<\/em>[<em>Vs<\/em>,<em>k<\/em>\u200b\u2223<em>V<\/em>0\u200b,&#8230;,<em>Vs<\/em>\u22121\u200b]<\/strong>\uff08\u5728\u4ed6\u4eec\u7684\u60c5\u51b5\u4e0b\uff0c\u4f5c\u4e3a\u6761\u4ef6\u8fb9\u7f18\u5206\u5e03\u7684\u4e58\u79ef\uff09\u3002Lemercier\u7b49\u4eba\uff082024\uff09\u8fdb\u4e00\u6b65\u5c55\u793a\u4e86\u5728\u7ed9\u5b9a\u6b65\u9aa4\u4e2d\u5b50\u5e8f\u5217\u4e4b\u95f4\u7684\u4e92\u4fe1\u606f\u4e0e\u751f\u6210\u8d28\u91cf\u4e4b\u95f4\u7684\u8054\u7cfb\uff1a<strong>\u81ea\u7136\u5730\uff0c\u76f8\u4e92\u4f9d\u8d56\u5173\u7cfb\u8d8a\u590d\u6742\uff0c\u4f30\u8ba1\u8fd9\u4e9b\u5173\u7cfb\u6240\u9700\u7684\u6a21\u578b\u5c31\u8d8a\u5f3a\u5927<\/strong>\u3002<em>\u3010ps\uff1a\u8fd9\u91cc\u76ee\u7684\u5c31\u662f\u89e3\u6784\u58f0\u5b66\u548c\u8bed\u4e49\u4e4b\u95f4\u7684\u5f3a\u76f8\u4e92\u4f9d\u8d56\u5173\u7cfb\uff0c\u4f5c\u8005\u653e\u5f03\u4f7f\u7528sppechtokenizer \u4e2d\u7684\u591a\u5c42RVQ\uff0c\u800c\u662f\u5206\u522b\u5bf9\u58f0\u5b66\u548c\u8bed\u4e49token\u5e76\u884c\u5efa\u6a21\uff0c\u4e5f\u4f1a\u964d\u4f4e\u76f8\u4e92\u4f9d\u8d56\u7684\u5173\u7cfb\u3011<\/em><\/p>\n\n\n\n<p>\u5982\u7b2c5.3\u8282\u6240\u793a\uff0c\u5728<strong><em>\u8bed\u4e49\u7279\u5f81\u548c\u58f0\u5b66\u7279\u5f81\u4e4b\u95f4\u5f15\u51651\u5230 2\u6b65\u7684\u5ef6\u8fdf<\/em><\/strong>\u53ef\u4ee5\u6781\u5927\u5730\u63d0\u9ad8\u751f\u6210\u7684\u8d28\u91cf\u3002\u8fd9\u4f7f\u5f97\u66f4\u5927\u7684\u65f6\u95f4Transformer\u80fd\u591f\u5bf9\u8bed\u4e49\u548c\u58f0\u5b66\u7279\u5f81\u4e4b\u95f4\u7684\u76f8\u4e92\u4f9d\u8d56\u6027\u8fdb\u884c\u5efa\u6a21\u3002\u5f62\u5f0f\u4e0a\uff0c\u7ed9\u5b9a\u4e00\u4e2a\u5ef6\u8fdf<em>\u03c4<\/em>\u2208N\uff0c\u5bf9\u4e8e\u6240\u6709\u6b65\u9aa4<em>s<\/em>\uff0c\u6211\u4eec\u6709\uff1a<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-135.png\" alt=\"\" class=\"wp-image-20015\" width=\"282\" height=\"82\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-135.png 583w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-135-300x87.png 300w\" sizes=\"(max-width: 282px) 100vw, 282px\" \/><\/figure><\/div>\n\n\n\n<p class=\"has-text-align-center\">\u200b<\/p>\n\n\n\n<p>\u9700\u8981\u6ce8\u610f\u7684\u662f\uff0c\u4f7f\u7528RQ-Transformer\u6765\u5efa\u6a21\u97f3\u9891\u7684\u65b9\u6cd5\u5df2\u88ab<a href=\"https:\/\/arxiv.org\/abs\/2310.00704\" target=\"_blank\" rel=\"noreferrer noopener\">Yang\u7b49\u4eba\uff082023\uff09<\/a>\u548c<a href=\"https:\/\/arxiv.org\/abs\/2406.00976\" target=\"_blank\" rel=\"noreferrer noopener\">Zhu\u7b49\u4eba\uff082024\uff09<\/a>\u6210\u529f\u5e94\u7528\u3002\u5728\u8fd9\u91cc\uff0c\u6211\u4eec\u5f15\u5165\u4e86\u5728Depth Transformer\u4e2d\u4f7f\u7528\u6bcf\u4e2a\u7801\u672c\u53c2\u6570\u7684\u65b9\u6cd5\uff0c\u4ee5\u53ca\u58f0\u5b66\u5ef6\u8fdf\u7684\u4f7f\u7528\u3002\u4e0eZhu\u7b49\u4eba\uff082024\uff09\u9996\u5148\u751f\u6210\u6240\u6709\u8bed\u4e49\u6807\u8bb0\u7684\u65b9\u6cd5\u76f8\u6bd4\uff0c\u6211\u4eec<strong>\u540c\u65f6\u751f\u6210\u8bed\u4e49\u6807\u8bb0\u548c\u58f0\u5b66\u6807\u8bb0<\/strong>\uff0c\u8fd9\u9996\u6b21\u5b9e\u73b0\u4e86\u8bed\u4e49\u6807\u8bb0\u548c\u58f0\u5b66\u6807\u8bb0\u7684\u6d41\u5f0f\u8054\u5408\u5efa\u6a21\u3002<\/p>\n\n\n\n<p><code><em>ps\uff1a\u5173\u4e8eRQ-Transformer\u5efa\u6a21\u97f3\u9891\u7684\u65b9\u6cd5<\/em><\/code><\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"501\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-136-1024x501.png\" alt=\"\" class=\"wp-image-20023\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-136-1024x501.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-136-300x147.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-136-768x376.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-136.png 1045w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><figcaption> <a rel=\"noreferrer noopener\" href=\"https:\/\/arxiv.org\/abs\/2310.00704\" target=\"_blank\">Yang\u7b49\u4eba\uff082023\uff09<\/a>  UniAudio: An Audio Foundation Model Toward Universal Audio Generation<\/figcaption><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"991\" height=\"456\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-137.png\" alt=\"\" class=\"wp-image-20025\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-137.png 991w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-137-300x138.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-137-768x353.png 768w\" sizes=\"(max-width: 991px) 100vw, 991px\" \/><figcaption> <a rel=\"noreferrer noopener\" href=\"https:\/\/arxiv.org\/abs\/2406.00976\" target=\"_blank\">Zhu\u7b49\u4eba\uff082024\uff09<\/a> Generative Pre-trained Speech Language Model with Efficient Hierarchical Transformer\uff0c\u5148\u751f\u6210\u8bed\u4e49s token\uff0c\u7136\u540e\u662f\u58f0\u5b66a token<\/figcaption><\/figure>\n\n\n\n<p class=\"has-dark-gray-color has-light-gray-background-color has-text-color has-background\"><strong>\u591a\u6d41\u5efa\u6a21<\/strong><\/p>\n\n\n\n<p>\u4ec5\u5bf9\u5355\u4e00\u97f3\u9891\u6d41\u8fdb\u884c\u5efa\u6a21\u4e0d\u8db3\u4ee5\u5b8c\u5168\u6a21\u62df\u5bf9\u8bdd\u3002\u6211\u4eec\u7684\u6846\u67b6\u53ef\u4ee5\u6269\u5c55\u5230\u53cc\u4eba\u5bf9\u8bdd\u7684\u5efa\u6a21\uff1a\u7ed9\u5b9a\u4e24\u4e2a\u97f3\u9891\u6d41(<em>At<\/em>,<em>q<\/em>\u200b)\u548c(<em>A\u2032\u200bt<\/em>,<em>q<\/em>)\uff0c\u6211\u4eec\u53ea\u9700\u5bf9\u4e24\u8005\u90fd\u5e94\u7528\u58f0\u5b66\u5ef6\u8fdf\uff0c\u7136\u540e\u5c06\u5b83\u4eec concatenate \u6210<em>V<\/em>\uff0c\u4ece\u800c\u6269\u5c55\u4e86\u516c\u5f0f4\u3002\u5b9e\u9645\u4e0a\uff0c<em>A<\/em>\u5c06\u5bf9\u5e94\u4e8eMoshi\uff0c\u800c<em>A<\/em>\u2032\u5219\u7528\u4e8e\u5efa\u6a21\u7528\u6237\u3002<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-138.png\" alt=\"\" class=\"wp-image-20040\" width=\"436\" height=\"73\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-138.png 1000w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-138-300x51.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-138-768x130.png 768w\" sizes=\"(max-width: 436px) 100vw, 436px\" \/><\/figure><\/div>\n\n\n\n<p class=\"has-dark-gray-color has-light-gray-background-color has-text-color has-background\"><strong>\u5185\u5fc3\u72ec\u767d<\/strong><\/p>\n\n\n\n<p>\u5c3d\u7ba1\u4ec5\u5728\u97f3\u9891\u9886\u57df\u64cd\u4f5c\u5df2\u7ecf\u80fd\u591f\u4ea7\u751f\u4ee4\u4eba\u4fe1\u670d\u7684\u7ed3\u679c\uff08\u89c1\u88687\uff09\uff0c\u6211\u4eec\u89c2\u5bdf\u5230\u8ba9Moshi\u4e5f\u5bf9\u5176\u81ea\u8eab\u8bed\u97f3\u7684\u6587\u672c\u8868\u793a\u8fdb\u884c\u5efa\u6a21\uff0c\u53ef\u4ee5\u63d0\u4f9b\u4e00\u4e2a\u6846\u67b6\uff0c\u4ece\u800c\u63d0\u9ad8\u5176\u751f\u6210\u5185\u5bb9\u7684\u8bed\u8a00\u8d28\u91cf\u3002\u5f62\u5f0f\u4e0a\uff0c\u6211\u4eec\u5b9a\u4e49\u4e86\u4e00\u4e2a\u6587\u672c\u6d41<em>W<\/em>\u2208{1,&#8230;,<em>N<sub>W<\/sub><\/em>\u200b}<em><sup>T<\/sup><\/em>\uff0c\u8be5<strong>\u6587\u672c\u6d41\u662f\u4ece\u901a\u8fc7\u5c06SentencePiece\u5206\u8bcd\u5668\uff08Kudo\u548cRichardson\uff0c2018\uff09\u5e94\u7528\u4e8e\u7531Whisper\uff08Radford\u7b49\u4eba\uff0c2023\uff09\u8f6c\u5f55\u7684\u5bf9\u5e94\u4e8eMoshi\u7684\u97f3\u9891\u6240\u83b7\u5f97\u7684\u6587\u672ctoken\u5e8f\u5217\u4e2d\u5bfc\u51fa\u7684<\/strong>\u3002<strong>\u6211\u4eec\u5c06<em>W<\/em>\u4f5c\u4e3a<em>V<\/em>\u4e2d\u7684\u7b2c\u4e00\u4e2a\u5b50\u5e8f\u5217\u63d2\u5165\uff0c\u4f7f\u5176\u4f5c\u4e3a\u8bed\u4e49\u6807\u8bb0\u751f\u6210\u7684\u524d\u7f00\u3002<\/strong>\u8fd9\u53ef\u4ee5\u770b\u4f5c\u662fBorsos\u7b49\u4eba\uff082022\uff09\u5f15\u5165\u7684\u5c42\u6b21\u5316\u4ece\u8bed\u4e49\u5230\u58f0\u5b66\u751f\u6210\u65b9\u6cd5\u7684\u4e00\u79cd\u6269\u5c55\u3002<strong>\u9700\u8981\u6ce8\u610f\u7684\u662f\uff0c\u6211\u4eec\u4e0d\u4f7f\u7528\u4e0e\u7528\u6237\u97f3\u9891\u6d41\u76f8\u5bf9\u5e94\u7684\u6587\u672c\u8868\u793a\uff0c\u56e0\u4e3a\u5b9e\u65f6\u8f6c\u5f55\u8fd9\u4e2a\u6d41\u4f1a\u975e\u5e38\u5177\u6709\u6311\u6218\u6027\uff0c\u5e76\u4e14\u4f9d\u8d56\u5916\u90e8\u81ea\u52a8\u8bed\u97f3\u8bc6\u522b\u7cfb\u7edf\u4e0e\u6211\u4eec\u7684\u7aef\u5230\u7aef\u8bed\u97f3\u5230\u8bed\u97f3\u65b9\u6cd5\u76f8\u77db\u76fe\u3002<\/strong>\u7b2c5.3\u8282\u4e2d\u7684\u6d88\u878d\u7814\u7a76\u8868\u660e\uff0c\u5728\u4e3aMoshi\u6240\u505a\u7684\u8bbe\u8ba1\u9009\u62e9\u4e2d\uff0c\u5185\u5fc3\u72ec\u767d\u5bf9\u751f\u6210\u8bed\u97f3\u7684\u8d28\u91cf\u6709\u7740\u81f3\u5173\u91cd\u8981\u7684\u5f71\u54cd\u3002<\/p>\n\n\n\n<p><code><em>ps\uff1a\u6ce8\u610f\u57fa\u4e8ewhisper\u7684\u6587\u672c\u6d41\u662f\u4e3a\u4e86\u7528\u4e8e\u8bad\u7ec3\uff0c\u4ee5\u53ca\u5236\u4f5c\u6587\u672c\u548c\u65f6\u95f4\u6233\u7684label\uff0c\u5728\u63a8\u7406\u7684\u65f6\u5019\uff0cmoshi\u8f93\u51fa\u7684V\u5e8f\u5217\u4e2d\u7b2c\u4e00\u4e2a\u5b50\u5e8f\u5217\u5c31\u662f\u5bf9\u5e94\u4e8e\u6587\u672c\u7684token\u9884\u6d4b\u7ed3\u679c\uff08\u7528whisper\u505agt\u8bad\u7ec3\uff09\uff0c\u5e76\u5c06\u5176\u4f5c\u4e3a\u7b2c\u4e00\u4e2a\u8f93\u5165\u6d41\u8fdb\u884c\u5efa\u6a21\u3002<\/em><\/code><\/p>\n\n\n\n<p><strong>\u5bf9\u9f50\u6587\u672c\u548c\u97f3\u9891token<\/strong>\u3002\u4e3a\u4e86\u5c06\u6587\u672c token \u4e0e\u4ee5\u6052\u5b9a\u5e27\u738712.5Hz\u8fd0\u884c\u7684\u97f3\u9891 token \u7ed3\u5408\u8d77\u6765\uff0c\u6211\u4eec\u9700\u8981\u5c06\u5b83\u4eec\u5bf9\u9f50\u5230\u8fd9\u4e2a\u5e27\u7387\u3002\u4e3a\u6b64\uff0c\u6211\u4eec<strong>\u5229\u7528\u4e86Whisper\u63d0\u4f9b\u7684word\u7ea7\u65f6\u95f4\u6233<\/strong>\u3002\u8f6c\u5f55\u4e2d\u7684\u7b2c <em>i<\/em> \u4e2a\u5355\u8bcdword\u88ab\u6620\u5c04\u5230\u7b2c <em>ni<\/em>\u200b\u2208N\u2217\u4e2a\u6587\u672ctoekn \uff1a<em>wi<\/em>,<em>j<\/em>\u200b \uff0c\u5176\u4e2d<em>j<\/em>\u2264<em>ni<\/em>\u200b\uff0c\u4ee5\u53ca\u4e00\u4e2a\u8d77\u59cb\u7d22\u5f15<em>ti<\/em>\u200b\u2208{1,&#8230;,<em>T<\/em>}\uff0c\u7b80\u5355\u5730\u5b9a\u4e49\u4e3a\u5176\u8d77\u59cb\u65f6\u95f4\u6233\u9664\u4ee512.5 Hz\u7684\u5e27\u7387\u3002\u6211\u4eec\u5b9a\u4e49\u4e86\u4e24\u4e2a\u7279\u6b8a\u7684\u6807\u8bb0\uff1aPAD\u548cEPAD\uff0c\u8fd9\u4e9b\u6807\u8bb0\u6c38\u8fdc\u4e0d\u4f1a\u51fa\u73b0\u5728\u4efb\u4f55\u5355\u8bcd\u6807\u8bb0\u4e2d\u3002\u6211\u4eec\u6784\u5efa<em>W<\/em>\uff0c\u4f7f\u5f97\u5f53\u4e00\u4e2a\u5355\u8bcd\u5f00\u59cb\u65f6\uff0c(<em>Wt<\/em>\u200b)\u5305\u542b\u5b83\u7684\u6587\u672ctoken\uff0c\u4e4b\u540e\u8ddf\u968fPAD\u76f4\u5230\u4e0b\u4e00\u4e2a\u5355\u8bcd\u3002\u5728\u4e0b\u4e00\u4e2a\u5355\u8bcd\u5bf9\u5e94\u7684\u7d22\u5f15\u4e4b\u524d\u63d2\u5165EPAD\u4ee5\u6307\u793a\u586b\u5145\u7ed3\u675f\u3002\u867d\u7136\u8fd9\u4e0d\u662f\u4e25\u683c\u5fc5\u8981\u7684\uff0c\u4f46\u6211\u4eec\u89c2\u5bdf\u5230\u8fd9\u6837\u505a\u901a\u8fc7\u5c06\u51b3\u5b9a\u4e00\u4e2a\u5355\u8bcd\u4f55\u65f6\u7ed3\u675f\u4ee5\u53ca\u63a5\u4e0b\u6765\u5e94\u8be5\u8ddf\u968f\u54ea\u4e2a\u5355\u8bcd\u7684\u8fc7\u7a0b\u5206\u4e3a\u4e24\u6b65\uff0c\u4e3a\u6a21\u578b\u63d0\u4f9b\u4e86\u6709\u7528\u7684\u6307\u5bfc\u3002<\/p>\n\n\n\n<p>\u9996\u5148\uff0c\u5e8f\u5217(<em>Wt<\/em>\u200b)\u7528PAD\u6807\u8bb0\u521d\u59cb\u5316\uff0c\u4f8b\u5982\u2200<em>t<\/em>,<em>Wt<\/em>\u200b\u2190PAD\u3002\u7136\u540e\uff0c\u6211\u4eec\u6309\u7167\u4ee5\u4e0b\u65b9\u5f0f\u8fed\u4ee3\u5730\u4fee\u6539\u5b83\u3002\u5bf9\u4e8e\u6bcf\u4e2a\u5355\u8bcd<em>i<\/em>\u53ca\u5176\u8d77\u59cb\u7d22\u5f15<em>ti<\/em>\u200b\uff0c\u6211\u4eec\u66f4\u65b0W<em>W<\/em>\u5982\u4e0b\uff1a<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-139.png\" alt=\"\" class=\"wp-image-20074\" width=\"406\" height=\"53\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-139.png 898w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-139-300x39.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-139-768x101.png 768w\" sizes=\"(max-width: 406px) 100vw, 406px\" \/><\/figure><\/div>\n\n\n\n<p>\u9700\u8981\u6ce8\u610f\u7684\u662f\uff0c\u5982\u679c<em>ti<\/em>\u200b=1\uff0c\u6211\u4eec\u5219\u5728<strong>\u7d22\u5f151\u5904\u63d2\u5165EPAD\uff0c\u5e76\u5c06\u6587\u672c\u6807\u8bb0\u5411\u540e\u79fb\u4f4d<\/strong>\u3002<strong>\u5982\u679c\u63d2\u5165EPAD\u6807\u8bb0\u4f1a\u8986\u76d6\u524d\u4e00\u4e2a\u5355\u8bcd\u7684\u6587\u672c\u6807\u8bb0\uff0c\u6211\u4eec\u5219\u4e0d\u63d2\u5165EPAD\u6807\u8bb0\u3002\u7531\u4e8e\u6587\u672c\u6807\u8bb0\u6bd4\u76f8\u5e94\u7684\u97f3\u9891\u6807\u8bb0\u66f4\u7d27\u51d1\uff0c\u5728<em>Wt<\/em>\u200b\u4e2d\u5355\u8bcd\u4e4b\u95f4\u901a\u5e38\u4e0d\u4f1a\u91cd\u53e0\u3002\u5728\u82f1\u8bed\u5bf9\u8bdd\u4e2d\uff0c\u6211\u4eec\u89c2\u5bdf\u5230\u586b\u5145\u6807\u8bb0\u5927\u7ea6\u5360\u603b\u6807\u8bb0\u768465%\u3002<\/strong><\/p>\n\n\n\n<p><strong>\u63a8\u5bfc\u6d41\u5f0fASR\u548cTTS<\/strong>\u3002\u53ef\u4ee5\u8fdb\u4e00\u6b65\u5728\u6587\u672c\u5e8f\u5217 (Wt\u200b) \u548c\u97f3\u9891token (At,q\u200b) \u4e4b\u95f4\u5f15\u5165\u4e00\u4e9b\u5ef6\u8fdf\u3002<strong>\u8fd9\u63a7\u5236\u4e86\u8bed\u8a00\u6a21\u578b\u5728\u751f\u6210\u97f3\u9891\u5185\u5bb9\u65f6\u6240\u4f9d\u636e\u7684\u6a21\u6001<\/strong>\u3002<strong>\u901a\u8fc7\u5c06\u97f3\u9891\u63d0\u524d\u4e8e\u6587\u672c\uff0c\u6587\u672c\u7684\u5185\u5bb9\u5c06\u7531\u4e4b\u524d\u6b65\u9aa4\u4e2d\u91c7\u6837\u7684\u97f3\u9891\u51b3\u5b9a<\/strong>\u3002\u5177\u4f53\u6765\u8bf4\uff0c<strong>\u901a\u8fc7\u4ec5\u91c7\u6837\u6587\u672ctoken\uff0c\u540c\u65f6\u4f7f\u7528\u771f\u5b9e\u7684\u97f3\u9891token\u5e76\u4e22\u5f03\u6a21\u578b\u7684\u9884\u6d4b\uff0c\u53ef\u4ee5\u83b7\u5f97\u4e00\u4e2a\u6d41\u5f0f\u81ea\u52a8\u8bed\u97f3\u8bc6\u522b\uff08ASR\uff09\u6a21\u578b<\/strong>\uff0c<strong>\u5e76\u63d0\u4f9b\u7cbe\u786e\u7684\u5355\u8bcd\u7ea7\u5bf9\u9f50\u3002<\/strong>\u53e6\u4e00\u65b9\u9762\uff0c<strong>\u901a\u8fc7\u8c03\u6574\u6587\u672c\u5ef6\u8fdf\uff0c\u4f7f\u6587\u672c\u4f4d\u4e8e\u97f3\u9891token\u4e4b\u524d\uff0c\u97f3\u9891\u7684\u5185\u5bb9\u5c06\u7531\u6587\u672c\u5185\u5bb9\u51b3\u5b9a\u3002\u518d\u6b21\u7ed9\u5b9a\u4e00\u4e2a\u9002\u5f53\u586b\u5145\u7684\u6587\u672ctoken\u5e8f\u5217\uff0c\u53ef\u4ee5\u83b7\u5f97\u4e00\u4e2a\u6d41\u5f0f\u6587\u672c\u5230\u8bed\u97f3\uff08TTS\uff09\u6a21\u578b\u3002<\/strong>\u6211\u4eec\u5728\u9644\u5f55C\u4e2d\u8fdb\u4e00\u6b65\u63cf\u8ff0\u4e86\u5982\u4f55\u9002\u5e94\u5e26\u6709\u5ef6\u8fdf\u6587\u672c\u7684\u8bed\u8a00\u6a21\u578b\u63a8\u7406\uff0c\u4ee5\u83b7\u5f97zero-shot\u7684\u9002\u5f53\u586b\u5145\u6587\u672ctoken\u5e8f\u5217\u3002\u7b2c5.7\u8282\u5c55\u793a\u4e86\u5982\u4f55<strong>\u901a\u8fc7\u5355\u4e00\u7684\u5ef6\u8fdf\u8d85\u53c2\u6570\u5728ASR\u548cTTS\u6a21\u578b\u4e4b\u95f4\u5207\u6362\uff0c\u800c\u65e0\u9700\u66f4\u6539\u635f\u5931\u51fd\u6570\u3001\u67b6\u6784\u6216\u8bad\u7ec3\u6570\u636e\u3002<\/strong><\/p>\n\n\n\n<p><strong>Moshi\u7684\u8054\u5408\u5e8f\u5217\u5efa\u6a21<\/strong>\u3002\u5c06\u591a\u6d41\u548c\u5185\u5fc3\u72ec\u767d\u7ed3\u5408\u5728\u4e00\u8d77\uff0c\u6211\u4eec\u5f97\u5230\u7528\u4e8e\u5efa\u6a21\u7684\u6700\u7ec8\u5e8f\u5217\u96c6\u5408 <em>V <\/em>\u5b9a\u4e49\u4e3a\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"179\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-140-1024x179.png\" alt=\"\" class=\"wp-image-20091\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-140-1024x179.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-140-300x52.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-140-768x134.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-140.png 1321w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u603b\u5171\u6709 <em>K=2Q+1 <\/em>\u6761\u6d41\uff0c\u5176\u4e2d\u5b9e\u9a8c\u4e2d <em>Q=8<\/em>\u3002\u603b\u7ed3\u89c1\u56fe4<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"690\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-141-1024x690.png\" alt=\"\" class=\"wp-image-20095\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-141-1024x690.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-141-300x202.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-141-768x517.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-141.png 1078w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><figcaption>\u56fe4\uff1aMoshi\u5efa\u6a21\u7684\u8054\u5408\u5e8f\u5217\u8868\u793a\u3002\u6bcf\u4e00\u5217\u4ee3\u8868\u8054\u5408\u5e8f\u5217(<em>Vs<\/em>,<em>k<\/em>\u200b)\u5728\u7ed9\u5b9a\u6b65\u9aa4\u4e2d\u7684\u6807\u8bb0\uff0c\u5982\u516c\u5f0f6\u4e2d\u6240\u8ff0\uff0c\u58f0\u5b66\u5ef6\u8fdf<em>\u03c4<\/em>=1\uff0c\u4f8b\u5982\u8be5\u6b65\u9aa4Temporal Transformer\u7684\u8f93\u5165\u3002\u6807\u8bb0\u5728Depth Transformer\u4e2d\u4ece\u4e0b\u5230\u4e0a\u8fdb\u884c\u9884\u6d4b\u3002\u5728\u63a8\u7406\u65f6\uff0c\u865a\u7ebf\u4ee5\u4e0b\u7684\u6807\u8bb0\uff08\u5bf9\u5e94\u4e8eMoshi\uff09\u88ab\u91c7\u6837\uff0c\u800c\u865a\u7ebf\u4ee5\u4e0a\u7684\u6807\u8bb0\u5219\u7531\u7528\u6237\u63d0\u4f9b\u3002\u8fd9\u79cd\u8bbe\u8ba1\u4f7f\u5f97\u6211\u4eec\u7684\u6a21\u578b\u80fd\u591f\u5904\u7406\u91cd\u53e0\u7684\u8bf4\u8bdd\u8f6e\u6b21\u3002<\/figcaption><\/figure>\n\n\n\n<p><strong>Moshi\u7684\u63a8\u7406\u3002<\/strong>\u7531\u516c\u5f0f6\u7ed9\u51fa\u7684\u8054\u5408\u5e8f\u5217\u662f\u6211\u4eec\u6a21\u578b\u5728\u8bad\u7ec3\u65f6\u7684\u76ee\u6807\uff1a\u5728\u4efb\u4f55\u65f6\u95f4\u6b65<em>s<\/em>\uff0c\u6a21\u578b\u8f93\u5165\u4e3a0,<em>V<\/em>1\u200b,\u2026,<em>Vs<\/em>\u22121\u200b\uff0c\u5e76\u8f93\u51fa\u4e00\u4e2a\u4f30\u8ba1\u7684\u6982\u7387\u5206\u5e03<em>V<\/em>^<em>s<\/em>\u200b(0,<em>V<\/em>1\u200b,\u2026,<em>Vs<\/em>\u22121\u200b)\u3002\u5728\u63a8\u7406\u65f6\uff0c\u6211\u4eec\u4ece<em>V<\/em>^<em>s<\/em>,<em>k<\/em>\u200b\u4e2d\u91c7\u6837\u6240\u6709\u5bf9\u5e94\u4e8e<strong>Moshi\u8f93\u51fa\u7684\u5b50\u5e8f\u5217\u7d22\u5f15<\/strong>\uff1a<strong>\u5373\u5bf9\u4e8e<em>k<\/em>=1\uff08\u5bf9\u5e94\u4e8eMoshi\u8bed\u97f3\u7684\u6587\u672c\u6807\u8bb0\uff09\uff0c\u4ee5\u53ca\u5bf9\u4e8e<em>k<\/em>\u2208{2,\u2026,2+<em>Q<\/em>}\uff08\u5bf9\u5e94\u4e8eMoshi\u7684\u97f3\u9891\u6807\u8bb0\uff09<\/strong>\u3002<strong>\u5728\u5b9e\u9645\u5e94\u7528\u4e2d\uff0c\u7528\u6237\u97f3\u9891\uff08<em>k<\/em>&gt;2+<em>Q<\/em>\uff09\u7684\u9884\u6d4b\u8f93\u51fa\u7ed3\u679c\u5b9e\u9645\u4e0a\u88ab\u5ffd\u7565\uff0c\u56e0\u4e3a\u4f7f\u7528\u7684\u662f\u771f\u5b9e\u7684\u7528\u6237\u97f3\u9891\uff0c\u800c\u975e\u6a21\u578b\u9884\u6d4b\u7684\u3002<\/strong>\u7136\u800c\uff0c<strong>\u5c06\u7528\u6237\u6d41\u4f5c\u4e3a\u8f93\u51fa\u8fdb\u884c\u5efa\u6a21\u53ef\u4ee5\u751f\u6210\u6a21\u62df\u5bf9\u8bdd\uff0c\u8fd9\u5bf9\u4e8e\u5982\u7b2c5.6\u8282\u4e2d\u7684\u79bb\u7ebf\u8bc4\u4f30\u662f\u5fc5\u8981\u7684\u3002<\/strong><\/p>\n\n\n\n<p>\u6709\u8da3\u7684\u662f\uff0c\u7528\u6237\u548cMoshi\u4e4b\u95f4\u7684\u8f6e\u6d41\u53d1\u8a00\u6ca1\u6709\u660e\u786e\u7684\u754c\u9650\uff1aMoshi\u53ef\u4ee5\u5728\u4efb\u4f55\u65f6\u5019\u8bf4\u8bdd\u548c\u503e\u542c\uff0c\u5e76\u4e14\u5728\u9700\u8981\u65f6\u540c\u65f6\u8fdb\u884c\u8fd9\u4e24\u9879\u64cd\u4f5c\u3002\u7279\u522b\u662f\uff0c\u5f53\u7528\u6237\u8bf4\u8bdd\u800c<strong>Moshi\u4fdd\u6301\u6c89\u9ed8\u65f6<\/strong>\uff0cMoshi\u6d41\u5bf9\u5e94\u7684\u97f3\u9891\u6807\u8bb0\u4f1a\u89e3\u7801\u6210\u201c\u81ea\u7136\u9759\u97f3\u201d\uff0c\u8fd9\u662f\u4e00\u79cd\u63a5\u8fd1\u9759\u97f3\u7684\u6ce2\u5f62\uff0c\u800c\u4e0d\u662f\u5177\u6709\u56fa\u5b9a\u3001\u660e\u786e\u5b9a\u4e49\u7684\u503c\uff1b\u540c\u65f6\uff0c<strong>Moshi\u7684\u6587\u672c\u6d41\u5c06\u586b\u5145PAD\u6807\u8bb0<\/strong>\u3002\u56e0\u6b64\uff0c<strong>\u6587\u672c\u6d41\u53ef\u4ee5\u63d0\u4f9b\u6709\u8da3\u7684\u63a7\u5236Moshi\u7684\u65b9\u5f0f\uff0c\u4f8b\u5982\uff0c\u5f3a\u5236\u91c7\u6837EPAD\u6807\u8bb0\u5c06\u4f7fMoshi\u7acb\u5373\u5f00\u59cb\u8bf4\u8bdd\u3002<\/strong><\/p>\n\n\n\n<h3>Datasets and Training<\/h3>\n\n\n\n<h4><strong>\u6587\u672c\u6570\u636e<\/strong><\/h4>\n\n\n\n<p>\u6211\u4eec\u7684\u8bad\u7ec3\u6570\u636e\u96c6\u7531\u9ad8\u8d28\u91cf\u6570\u636e\u6e90\u548c\u6765\u81eaCommonCrawl\u7684\u8fc7\u6ee4\u7f51\u7edc\u6570\u636e\u6df7\u5408\u800c\u6210\u3002\u66f4\u5177\u4f53\u5730\u8bf4\uff0c\u6211\u4eec\u7684\u6570\u636e\u96c6\u4e2d\u670912.5%\u6765\u81ea\u4ee5\u4e0b\u7ecf\u8fc7\u6574\u7406\u7684\u6765\u6e90\uff1a\u7ef4\u57fa\u767e\u79d1\u3001\u7ef4\u57fa\u6559\u79d1\u4e66\u3001\u7ef4\u57fa\u6587\u5e93\u3001\u7ef4\u57fa\u65b0\u95fb\u3001StackExchange\u4ee5\u53ca\u79d1\u5b66\u6587\u7ae0\u96c6\u5408pes2o\u3002\u6211\u4eec\u4f7f\u7528\u4e862017\u30012018\u30012019\u30012021\u548c2022\u5e74\u7684\u4e94\u4e2a\u4e0d\u540c\u7684\u7ef4\u57fa\u767e\u79d1\u6570\u636e\u8f6c\u50a8\uff0c\u800c\u4e0d\u662f\u5bf9\u7ef4\u57fa\u767e\u79d1\u8fdb\u884c\u591a\u6b21\u8bbf\u95ee\u3002\u5176\u4f59\u768487.5%\u6570\u636e\u6765\u81eaCommonCrawl\uff0c\u5e76\u6309\u7167\u7b2c3.2.2\u8282\u4e2d\u63cf\u8ff0\u7684\u7ba1\u9053\u8fdb\u884c\u8fc7\u6ee4\u3002\u6211\u4eec\u4f7f\u7528\u4e86\u4ee5\u4e0b\u5341\u4e2a\u6293\u53d6\uff1a2018-30\u30012019-04\u30012019-30\u30012020-05\u30012020-34\u30012021-04\u30012021-31\u30012022-05\u30012022-33\u30012023-40\u3002<\/p>\n\n\n\n<p><em><code>9. https:\/\/dumps.wikimedia.org\/<br>10. https:\/\/archive.org\/details\/stackexchange<br>11. https:\/\/github.com\/allenai\/peS2o<\/code><\/em><\/p>\n\n\n\n<h4>Audio Data<\/h4>\n\n\n\n<p>\u6211\u4eec\u4f7f\u7528\u4e00\u4e2a\u5305\u542b<strong>700\u4e07\u5c0f\u65f6\u97f3\u9891\u7684\u97f3\u9891\u96c6\u5408\uff0c\u79f0\u4e4b\u4e3a\u65e0\u76d1\u7763\u97f3\u9891\u6570\u636e\u96c6<\/strong>\uff0c<strong>\u8fd9\u4e9b\u97f3\u9891\u5185\u5bb9\u5927\u591a\u6570\u4e3a\u82f1\u8bed\u8bed\u97f3\u3002\u6211\u4eec\u4f7f\u7528Whisper\uff08Radford et al., 2023\uff09\u5bf9\u8be5\u6570\u636e\u96c6\u8fdb\u884c\u8f6c\u5f55\uff0c\u4f7f\u7528\u7684\u662flarge-v3\u6a21\u578b\u3002<\/strong>\u6211\u4eec\u5728<strong>\u97f3\u9891\u9884\u8bad\u7ec3\u9636\u6bb5\u4f7f\u7528\u8fd9\u4e9b\u6570\u636e<\/strong>\uff0c\u6b64\u65f6\u4e0d\u4f7f\u7528\u7b2c3.4.3\u8282\u4e2d\u63cf\u8ff0\u7684\u591a\u6d41\u65b9\u6cd5\uff0c\u800c\u662f\u4f7f\u7528\u4e00\u4e2a\u5355\u4e00\u7684\u97f3\u9891\u6d41\u6765\u4ee3\u8868\u6240\u6709\u8bf4\u8bdd\u8005\u3002\u540c\u6837\uff0c\u7b2c3.4.4\u8282\u4e2d\u63cf\u8ff0\u7684\u6587\u672c\u6d41\u4ee3\u8868\u4e86\u6765\u81ea\u6240\u6709\u8bf4\u8bdd\u8005\u7684\u5355\u8bcd<strong>\u3002\u6240\u6709\u97f3\u9891\u90fd\u91cd\u65b0\u91c7\u6837\u523024kHz\u5e76\u964d\u6df7\u4e3a\u5355\u58f0\u9053\u3002<\/strong><\/p>\n\n\n\n<p><strong>\u4e3a\u4e86\u5b9e\u73b0\u591a\u6d41\uff0c\u6211\u4eec\u9700\u8981\u6a21\u578b\u5177\u5907\u540c\u65f6\u503e\u542c\u548c\u8bf4\u8bdd\u7684\u80fd\u529b<\/strong>\u3002\u4e3a\u6b64\uff0c\u6211\u4eec\u8fdb\u4e00\u6b65\u5229\u7528Fisher\u6570\u636e\u96c6\uff08Cieri et al., 2004\uff09\u3002\u8be5\u6570\u636e\u96c6\u7531\u968f\u673a\u914d\u5bf9\u53c2\u4e0e\u8005\u4e4b\u95f4\u76842000\u5c0f\u65f6\u7535\u8bdd\u5bf9\u8bdd\u7ec4\u6210\uff0c\u8ba8\u8bba\u7279\u5b9a\u4e3b\u9898\u3002Fisher\u7684\u4e00\u4e2a\u7279\u70b9\u662f\u6bcf\u4e2a\u5bf9\u8bdd\u7684\u4e00\u65b9\u5728\u4e0d\u540c\u7684\u901a\u9053\u4e0a\u5f55\u5236\uff0c\u8fd9\u4f7f\u5f97\u53ef\u4ee5\u4e3aMoshi\u63d0\u4f9b\u771f\u5b9e\u7684\u5206\u79bb\u6d41\u3002\u539f\u59cb\u97f3\u9891\u7684\u91c7\u6837\u7387\u4e3a8kHz\uff0c\u6211\u4eec\u4f7f\u7528AudioSR\uff08Liu et al., 2023a\uff09\u5c06\u5176\u4e0a\u91c7\u6837\u523024kHz\u3002<\/p>\n\n\n\n<p><strong>\u6700\u540e\uff0c\u6211\u4eec\u6536\u96c6\u4e86170\u5c0f\u65f6\u7684\u81ea\u7136\u5bf9\u8bdd\u548c\u811a\u672c\u5bf9\u8bdd\uff0c\u8fd9\u4e9b\u5bf9\u8bdd\u7531\u591a\u4e2a\u53c2\u4e0e\u8005\u4e4b\u95f4\u7684\u914d\u5bf9\u5f55\u5236\uff0c\u4e14\u6bcf\u4e2a\u8bf4\u8bdd\u8005\u4f7f\u7528\u5355\u72ec\u7684\u901a\u9053\uff0c\u4ee5\u63d0\u4f9b\u4e00\u4e2a\u5c0f\u578b\u6570\u636e\u96c6\uff0c\u7528\u4e8e\u5fae\u8c03\u6a21\u578b\uff0c\u4ee5\u8d85\u8fc7\u4ec5\u4f7f\u7528 Fisher \u65f6\u83b7\u5f97\u7684\u8d28\u91cf\u3002<\/strong>\u6211\u4eec\u79f0\u8fd9\u4e2a\u6570\u636e\u96c6\u4e3a<strong>\u76d1\u7763\u591a\u6d41\u6570\u636e\u96c6<\/strong>\u3002\u6211\u4eec<b>\u5e76\u4e0d\u76f4\u63a5\u5728\u8be5\u6570\u636e\u96c6\u4e0a\u8bad\u7ec3Moshi\uff0c\u800c\u662f\u5229\u7528\u5b83\u8bad\u7ec3\u4e00\u4e2a\u771f\u5b9e\u7684\u591a\u6d41TTS\u6a21\u578b\uff0c\u5e76\u6309\u7167\u7b2c4.3\u8282\u3010 <\/b><strong style=\"font-weight: bold;\">\u8bed\u97f3-\u6587\u672c\u6307\u4ee4\u6570\u636e<\/strong><b> \u3011\u548c\u7b2c4.4\u8282\u3010training Stages and Hyper-parameters\u3011\u4e2d\u7684\u8bf4\u660e\uff0c<\/b><strong style=\"font-weight: bold;\">\u4f7f\u7528\u771f\u5b9e\u5bf9\u8bdd\u7684\u8f6c\u5f55<\/strong>\u6765<strong>\u5fae\u8c03Helium\u3002<\/strong><\/p>\n\n\n\n<p><strong>\u5bf9\u4e8eFisher\u548c\u8fd9\u4e2a\u6700\u540e\u7684\u6570\u636e\u96c6\uff0c\u6211\u4eec\u968f\u673a\u9009\u62e9\u4e00\u4e2a\u8bf4\u8bdd\u8005\u4f5c\u4e3a\u4e3b\u8bf4\u8bdd\u8005\uff08\u5373Moshi\u53d1\u8a00\uff09\uff0c\u5e76\u5c06\u53e6\u4e00\u4e2a\u8bf4\u8bdd\u8005\u653e\u5728\u7b2c\u4e8c\u4e2a\u97f3\u9891\u6d41\u4e0a\u3002\u5bf9\u4e8eFisher\uff0c\u6587\u672c\u6d41\u4ec5\u5305\u542b\u4e3b\u8bf4\u8bdd\u8005\u7684\u8f6c\u5f55\u3002\u4e3a\u4e86\u5728\u6bcf\u4e2a\u6d41\u4e2d\u5c3d\u7ba1\u5b58\u5728\u957f\u65f6\u95f4\u7684\u6c89\u9ed8\u4ecd\u80fd\u83b7\u5f97\u53ef\u9760\u7684\u65f6\u95f4\u6233\uff0c\u6211\u4eec\u4f7f\u7528 whisper-timestamped \u5305 (Louradour\uff0c2023) \u4ee5\u53ca\u4e2d\u7b49 Whisper \u6a21\u578b\u83b7\u5f97\u7684\u8f6c\u5f55\u3002<\/strong><\/p>\n\n\n\n<h4><strong>\u8bed\u97f3-\u6587\u672c\u6307\u4ee4\u6570\u636e<\/strong><\/h4>\n\n\n\n<p>\u65e9\u671f\u4f7f\u7528<strong>\u57fa\u4e8e\u6587\u672c\u7684\u6307\u4ee4\u6570\u636e\u96c6<\/strong>\uff08\u5982Open Hermes\uff0cTeknium\uff0c2023\uff09\u8fdb\u884c\u7684\u5b9e\u9a8c\u8bc1\u660e<strong>\u4e0d\u9002\u5408\u7528\u4e8e\u53e3\u8bed\u5bf9\u8bdd\u7cfb\u7edf\u7684\u6307\u4ee4\u5fae\u8c03\u3002<\/strong>\u7279\u522b\u662f\uff0c\u6570\u636e\u683c\u5f0f\u5f80\u5f80\u65e0\u6cd5\u901a\u8fc7TTS\u6b63\u786e\u6e32\u67d3\uff08\u4f8b\u5982URL\u65e0\u6cd5\u4f7f\u7528TTS\u5408\u6210\u6b63\u786e\u7684\u8bed\u97f3\uff09\uff0c\u5e76\u4e14\u95ee\u9898\u548c\u56de\u7b54\u7684\u683c\u5f0f\u4e0d\u7b26\u5408\u81ea\u7136\u7684\u53e3\u8bed\u6d41\u7a0b\uff08\u4f8b\u5982\u9879\u76ee\u7b26\u53f7\u3001\u957f\u5217\u4e3e\uff09\u3002\u76f8\u53cd\uff0c<strong>\u6211\u4eec\u5229\u7528\u5728<a rel=\"noreferrer noopener\" href=\"https:\/\/huggingface.co\/datasets\/teknium\/OpenHermes-2.5\" target=\"_blank\">Open Hermes<\/a>\u3010\u4e3b\u8981\u5305\u542b\u751f\u6210\u7684\u6307\u4ee4\u548c\u804a\u5929\u6837\u672c\u3011\u548c\u771f\u5b9e\u5bf9\u8bdd\u8f6c\u5f55\u4e0a\u5fae\u8c03\u8fc7\u7684Helium\u6765\u751f\u6210\u57fa\u4e8e\u8bed\u97f3\u7684AI\u6a21\u578b\u4e0e\u7528\u6237\u4e4b\u95f4\u7684\u73b0\u5b9e\u4ea4\u4e92\u3002\u7136\u540e\uff0c\u6211\u4eec\u4f7f\u7528\u9644\u5f55C\u4e2d\u63cf\u8ff0\u7684\u591a\u6d41\u6d41\u5f0fTTS\u5408\u6210\u8fd9\u4e9b\u4ea4\u4e92\uff0c\u4ece\u800c\u751f\u6210\u8d85\u8fc720,000\u5c0f\u65f6\u7684\u5408\u6210\u8bed\u97f3\u6570\u636e\u3002<\/strong><\/p>\n\n\n\n<p>\u4e3a\u4e86<strong>\u7ed9Moshi\u4e00\u4e2a\u4e00\u81f4\u7684\u58f0\u97f3<\/strong>\uff0c\u6211\u4eec\u8fd8\u8ba9<strong>TTS\u5f15\u64ce\u57fa\u4e8e\u5355\u4e00\u6f14\u5458\u7684\u58f0\u97f3\u8fdb\u884c\u6761\u4ef6\u5316\u5904\u7406<\/strong>\uff0c\u8be5\u6f14\u5458\u5f55\u5236\u4e86\u6db5\u76d670\u591a\u79cd\u8bf4\u8bdd\u98ce\u683c\u7684\u72ec\u767d\uff0c\u8be6\u89c1\u886819\u3002\u7b2c6.3\u8282\u4e2d\u62a5\u544a\u7684\u5173\u4e8e\u58f0\u97f3\u4e00\u81f4\u6027\u7684\u5b9e\u9a8c\u8868\u660e\uff0c<strong>\u4ec5\u5728\u6307\u4ee4\u5fae\u8c03\u671f\u95f4\u4e3aMoshi\u4f7f\u7528\u4e00\u81f4\u7684\u58f0\u97f3\u5c31\u8db3\u4ee5\u51e0\u4e4e\u786e\u4fdd\u5b83\u4e0d\u4f1a\u4f7f\u7528\u5176\u4ed6\u58f0\u97f3\uff0c\u800c\u65e0\u9700\u5728\u63a8\u7406\u8fc7\u7a0b\u4e2d\u8fdb\u4e00\u6b65\u63a7\u5236<\/strong>\u3002<strong>\u76f8\u6bd4\u4e4b\u4e0b\uff0c\u7b2c\u4e8c\u4e2a\u97f3\u9891\u6d41\uff08\u7528\u6237\uff09\u7684\u58f0\u97f3\u5728\u6bcf\u4e2a\u793a\u4f8b\u4e2d\u968f\u673a\u91c7\u6837\uff0c\u4ee5\u589e\u5f3a\u5bf9\u4e0d\u540c\u8bf4\u8bdd\u6761\u4ef6\u548c\u53e3\u97f3\u7684\u9c81\u68d2\u6027\u3002<\/strong><\/p>\n\n\n\n<p>\u4e3a\u4e86\u4ece <strong>\u5fae\u8c03\u540e\u7684Helium<\/strong> \u4e2d\u751f\u6210\u8f6c\u5f55\uff0c\u6211\u4eec\u4f7f\u7528\u4e0d\u540c\u7684\u63d0\u793a\uff0c\u65e8\u5728\u6355\u6349\u7528\u6237\u548c Moshi \u4e4b\u95f4\u4e0d\u540c\u7c7b\u578b\u7684\u4ea4\u4e92\u3002&nbsp;\u9996\u5148\uff0c\u6211\u4eec\u901a\u8fc7\u4ece\u4e00\u4e9b\u7ef4\u57fa\u767e\u79d1\u6bb5\u843d\u6216 StackExchange \u5e16\u5b50\uff08\u6211\u4eec\u79f0\u4e4b\u4e3a\u4e0a\u4e0b\u6587context\uff09\u5f00\u59cb\uff0c\u751f\u6210\u5173\u4e8e\u4e00\u822c\u77e5\u8bc6\u7684\u5bf9\u8bdd\u3002&nbsp;\u8fd9\u786e\u4fdd\u4e86 Moshi \u7684\u5bf9\u8bdd\u6db5\u76d6\u4e86\u5e7f\u6cdb\u7684\u4e3b\u9898\uff0c\u4f8b\u5982\u5386\u53f2\u3001\u70f9\u996a\u5efa\u8bae\u6216\u6d41\u884c\u6587\u5316\u3002\u66f4\u5177\u4f53\u5730\u8bf4\uff0c\u4f7f\u7528\u7ed9\u5b9a\u7684\u4e0a\u4e0b\u6587\uff0c\u6211\u4eec\u901a\u8fc7\u4ee5\u4e0b\u63d0\u793a\u83b7\u5f97\u6f5c\u5728\u8ba8\u8bba\u7684\u6458\u8981\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"239\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-1024x239.png\" alt=\"\" class=\"wp-image-20170\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-1024x239.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-300x70.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-768x179.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image.png 1290w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u5176\u4e2d{{context}}\u6307\u7684\u662f\u6765\u81ea\u7ef4\u57fa\u767e\u79d1\u6216StackExchange\u7684\u6bb5\u843d\uff0c\u800c{{title}}\u662f\u76f8\u5e94\u7684\u6807\u9898\u3002\u7136\u540e\uff0c\u6211\u4eec\u4f7f\u7528\u4ee5\u4e0b\u63d0\u793a\u751f\u6210\u5b8c\u6574\u7684\u5bf9\u8bdd\u8f6c\u5f55\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"200\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-1-1024x200.png\" alt=\"\" class=\"wp-image-20180\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-1-1024x200.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-1-300x59.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-1-768x150.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-1.png 1297w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u540c\u6837\uff0c\u4e3a\u4e86\u5411 Moshi \u63d0\u4f9b\u6709\u5173\u81ea\u8eab\u53ca Kyutai \u5b9e\u9a8c\u5ba4\u7684\u4fe1\u606f\uff0c\u6211\u4eec\u751f\u6210\u4e86\u63cf\u8ff0\u4e24\u8005\u7684\u6bb5\u843d\uff0c\u5e76\u5c06\u5176\u7528\u4f5c\u989d\u5916\u7684\u4e0a\u4e0b\u6587\u3002<\/p>\n\n\n\n<p>\u5176\u6b21\uff0c<strong>\u6211\u4eec\u751f\u6210\u5305\u542b\u5173\u4e8e Moshi \u58f0\u97f3\u7684\u6307\u4ee4\u7684\u4ea4\u4e92\u5185\u5bb9\uff0c\u4f8b\u5982\u53e6\u4e00\u4e2a\u8bf4\u8bdd\u8005\u8981\u6c42 Moshi \u7528\u6124\u6012\u7684\u58f0\u97f3\u6216\u50cf\u6d77\u76d7\u4e00\u6837\u8bf4\u8bdd\u3002<\/strong>\u6211\u4eec\u7684\u7b2c\u4e00\u79cd\u7b56\u7565\u662f\u751f\u6210\u5355\u8f6e\u4ea4\u4e92\uff0c\u5728\u8fd9\u79cd\u60c5\u51b5\u4e0b\uff0c\u6a21\u578b\u88ab\u6307\u793a\u7528\u7279\u5b9a\u7684\u58f0\u97f3\u8bb2\u8ff0\u5173\u4e8e\u67d0\u4e2a\u5b9e\u4f53\u7684\u53e5\u5b50\u3001\u72ec\u767d\u6216\u8bd7\u6b4c\uff0c\u8fd9\u4e9b\u5b9e\u4f53\u5c5e\u4e8e\u201c\u4f53\u80b2\u201d\u6216\u201c\u52a8\u7269\u201d\u7b49\u9ad8\u7ea7\u7c7b\u522b\u3002\u53e6\u4e00\u4f4d\u8bf4\u8bdd\u8005\u8981\u6c42\u7684\u58f0\u97f3\u548c\u5b9e\u4f53\u662f\u968f\u673a\u91c7\u6837\u7684\uff0c\u56e0\u6b64\u5b83\u4eec\u5b8c\u5168\u4e0d\u76f8\u5173\u3002\u6211\u4eec\u7684\u7b2c\u4e8c\u79cd\u7b56\u7565\u662f\u751f\u6210\u89d2\u8272\u626e\u6f14\u60c5\u5883\uff0c\u6d89\u53ca\u4e0d\u540c\u7684\u60c5\u7eea\u6216\u8bf4\u8bdd\u98ce\u683c\uff0c\u4f7f\u7528\u4ee5\u4e0b\u63d0\u793a\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"152\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-2-1024x152.png\" alt=\"\" class=\"wp-image-20183\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-2-1024x152.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-2-300x44.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-2-768x114.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-2.png 1302w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><figcaption>\u7f16\u5199\u4e00\u4e2a\u5173\u4e8e{{voice}} {{character}}\u768410\u4e2a\u60c5\u5883\u5217\u8868\u3002\u6bcf\u4e2a\u60c5\u5883\u5fc5\u987b\u4ee5\u201c\u4e00\u4e2a{{voice}}\u7684{{character}}\uff0c\u4ed6\/\u5979\u2026\u2026\u201d\u5f00\u5934\uff0c\u4e14\u957f\u5ea6\u4e0d\u5f97\u8d85\u8fc78\u4e2a\u5355\u8bcd\u3002<\/figcaption><\/figure>\n\n\n\n<p>\u58f0\u97f3\u5f62\u5bb9\u8bcd\u7684\u793a\u4f8b\u5305\u62ec\u201c\u5f00\u5fc3\u201d\u6216\u201c\u60ca\u8bb6\u201d\uff0c\u89d2\u8272\u7684\u793a\u4f8b\u5219\u5305\u62ec\u201c\u4fa6\u63a2\u201d\u6216\u201c\u8d85\u7ea7\u82f1\u96c4\u201d\u3002\u7136\u540e\uff0c\u6211\u4eec\u4f7f\u7528\u4ee5\u4e0b\u63d0\u793a\u751f\u6210\u4ea4\u4e92\u5185\u5bb9\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"120\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-3-1024x120.png\" alt=\"\" class=\"wp-image-20185\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-3-1024x120.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-3-300x35.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-3-768x90.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-3.png 1312w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><figcaption>\u5199\u4e00\u6bb5Blake\u548cMoshi\u4e4b\u95f4\u7684\u5bf9\u8bdd\uff0c{{\u60c5\u666f}}\u3002\u4f7f\u7528\u5927\u91cf\u7684\u56de\u5e94\u3002<\/figcaption><\/figure>\n\n\n\n<p>\u4e3a\u4e86\u589e\u5f3a Moshi \u5bf9\u9519\u8bef\u53d1\u97f3\u8bcd\u6c47\u7684\u9c81\u68d2\u6027\uff0c<strong>\u6211\u4eec\u8fd8\u751f\u6210\u5305\u542b\u62fc\u5199\u9519\u8bef\u7684\u7528\u6237\u95ee\u9898\u6307\u4ee4\uff0c\u63a5\u7740 Moshi \u4f1a\u8981\u6c42\u7528\u6237\u91cd\u590d\u95ee\u9898\u6216\u6f84\u6e05\u95ee\u9898\u3002<\/strong>\u6211\u4eec\u8fd8\u751f\u6210\u5305\u542b\u9519\u8bef\u6216\u8bef\u5bfc\u6027\u4e8b\u5b9e\u7684\u95ee\u9898\uff08\u4f8b\u5982\u201c\u57c3\u83f2\u5c14\u94c1\u5854\u5728\u5317\u4eac\u5417\uff1f\u201d\uff09\uff0c\u4ee5\u8bad\u7ec3\u6a21\u578b\u56de\u7b54\u201c\u5426\u201d\u5e76\u7ea0\u6b63\u7528\u6237\u3002<strong>\u9664\u6b64\u4e4b\u5916\uff0c\u5927\u591a\u6570\u751f\u6210\u7684\u5bf9\u8bdd\u4ec5\u5305\u542b\u7528\u6237\u7684\u95ee\u9898\uff0cMoshi \u5e94\u7ed9\u51fa\u80af\u5b9a\u56de\u7b54\u3002\u6211\u4eec\u751f\u6210\u4e86\u57fa\u7840\u7684\u6570\u5b66\u3001\u8bed\u6cd5\u6216\u5c0f\u77e5\u8bc6\u7684\u5355\u8f6e\u95ee\u7b54\uff0c\u56e0\u4e3a\u6211\u4eec\u6ce8\u610f\u5230 Moshi \u8d77\u521d\u5728\u5904\u7406\u7b80\u5355\u7684\u4e8b\u5b9e\u4efb\u52a1\uff08\u5982\u6570\u5b57\u76f8\u52a0\uff09\u65f6\u8868\u73b0\u4e0d\u4f73\u3002<\/strong>\u6700\u540e\uff0c\u6211\u4eec\u751f\u6210\u4e86\u5b89\u5168\u5bf9\u8bdd\uff0c\u5728\u8fd9\u4e9b\u5bf9\u8bdd\u4e2d\uff0c\u7528\u6237\u4f1a\u63d0\u51fa\u4e0d\u9053\u5fb7\u6216\u4e0d\u9002\u5408\u516c\u5f00\u8ba8\u8bba\u7684\u95ee\u9898\uff0c\u800c Moshi \u4f1a\u62d2\u7edd\u56de\u7b54\u8fd9\u4e9b\u8bf7\u6c42\u3002<\/p>\n\n\n\n<h4>\u8bad\u7ec3\u9636\u6bb5\u548c\u8d85\u53c2\u6570<\/h4>\n\n\n\n<p><strong>Helium\u9884\u8bad\u7ec3<\/strong>\uff1a\u88681\u63d0\u4f9b\u4e86\u8bad\u7ec3\u9636\u6bb5\u548c\u8d85\u53c2\u6570\u7684\u6982\u8ff0\u3002\u5bf9\u4e8e\u6bcf\u4e2a\u9636\u6bb5\uff0c\u6211\u4eec\u4f7f\u7528AdamW\uff08Loshchilov\u548cHutter\uff0c2019\uff09\uff0c\u6743\u91cd\u8870\u51cf\u4e3a0.1\uff0c\u52a8\u91cf\u8870\u51cf\u4e3a0.9\uff0c\u5e73\u65b9\u68af\u5ea6\u5e73\u5747\u503c\u7684\u8870\u51cf\u4e3a0.95\u3002\u6240\u6709\u6a21\u578b\u90fd\u5728H100 GPU\u4e0a\u8fdb\u884c\u8bad\u7ec3\uff0c\u5e76\u4f7f\u7528FSDP\u548c\u6fc0\u6d3b\u68c0\u67e5\u70b9\u3002\u4ec5\u6587\u672c\u7684\u8bed\u8a00\u6a21\u578bHelium\u8bad\u7ec3\u4e86500,000\u6b65\uff0c\u6279\u91cf\u5927\u5c0f\u4e3a420\u4e07\u4e2a\u6807\u8bb0\uff0c\u91c7\u7528\u4ece3\u00b710^(-4)\u5f00\u59cb\u7684\u4f59\u5f26\u5b66\u4e60\u7387\u8c03\u5ea6\uff0c\u5e76\u5e26\u6709\u7ebf\u6027\u9884\u70ed\u3002<\/p>\n\n\n\n<p><strong>Moshi \u9884\u8bad\u7ec3\uff1a<\/strong>\u6211\u4eec\u9996\u5148\u4f7f\u7528 Helium \u521d\u59cb\u5316 Moshi \u7684\u65f6\u95f4 Transformer\uff0c\u800c 3.4.1 \u8282\u63cf\u8ff0\u7684\u6df1\u5ea6 Transformer \u5219\u968f\u673a\u521d\u59cb\u5316\u3002\u6211\u4eec\u9996\u5148\u5728 4.2 \u8282\u4e2d\u4ecb\u7ecd\u7684700wh\u65e0\u76d1\u7763\u97f3\u9891\u6570\u636e\u96c6\u4e0a\u8fdb\u884c\u8bad\u7ec3\uff0c\u4f7f\u7528\u5355\u4e00\u97f3\u9891\u6d41\uff0c\u6279\u6b21\u5927\u5c0f\u8986\u76d6 16 \u5c0f\u65f6\u7684\u97f3\u9891\uff0c\u6bcf\u4e2a\u6279\u6b21\u9879\u4e3a 5 \u5206\u949f\u5e8f\u5217\u3002\u6211\u4eec\u4ee5 30% \u7684\u6982\u7387mask\u76f8\u5e94\u7684\u6587\u672c tokens\uff0c\u5e76\u5c06\u6587\u672c\u548c\u97f3\u9891 tokens \u4e4b\u95f4\u7684\u5ef6\u8fdf\u968f\u673a\u5316\uff0c\u8303\u56f4\u4e3a -0.6 \u81f3 +0.6 \u79d2\u3002\u4e3a\u4e86\u9632\u6b62\u707e\u96be\u6027\u9057\u5fd8\uff0c\u6211\u4eec\u8fd8\u4f7f\u7528\u4e0e Helium \u76f8\u540c\u6570\u636e\u96c6\u4e2d\u7684\u6587\u672c\u6570\u636e\uff0c\u8fdb\u884c\u4e00\u534a\u7684\u6587\u672c\u6279\u6b21\u8bad\u7ec3\u3002\u603b\u5171\u8fdb\u884c 100 \u4e07\u6b65\u8bad\u7ec3\uff0c\u65f6\u95f4 Transformer \u7684\u5b66\u4e60\u7387\u4e3a 3\u00b710\u207b\u2075\uff0c\u6df1\u5ea6 Transformer \u4e3a 2\u00b710\u207b\u2074\uff0c\u4e14\u6709\u7ebf\u6027\u9884\u70ed\u3002\u4e3a\u4e86\u786e\u4fdd\u7eaf\u6587\u672c\u6279\u6b21\u7684\u66f4\u65b0\u4e0e\u97f3\u9891\u6570\u636e\u96c6\u7684\u66f4\u65b0\u5e73\u8861\uff0c\u6211\u4eec\u4f7f\u7528\u4e24\u4e2a\u72ec\u7acb\u7684\u4f18\u5316\u5668\u72b6\u6001\u3002\u6b64\u5916\uff0c\u5f53\u5728\u97f3\u9891\u6279\u6b21\u7684\u6587\u672c\u6d41\u4e0a\u64cd\u4f5c\u65f6\uff0c\u6211\u4eec\u5c06\u6587\u672c\u5d4c\u5165\u548c\u6587\u672c\u7ebf\u6027\u5c42\u7684\u5b66\u4e60\u7387\u4e58\u4ee5 0.75\u3002\u6700\u540e\uff0c\u7531\u4e8e\u97f3\u9891\u6279\u6b21\u4e2d\u7684\u586b\u5145 tokens \u5360\u4e3b\u5bfc\u5730\u4f4d\uff0c\u6211\u4eec\u5c06\u5b83\u4eec\u5728\u4ea4\u53c9\u71b5\u635f\u5931\u4e2d\u7684\u6743\u91cd\u964d\u4f4e 50%\u3002<\/p>\n\n\n\n<p><strong>Moshi \u540e\u8bad\u7ec3\uff1a<\/strong>\u5728\u524d\u4e00\u9636\u6bb5\u6a21\u578b\u7684\u57fa\u7840\u4e0a\uff0c\u6211\u4eec<strong>\u8bad\u7ec3\u5b83\u7684\u591a\u6d41\u80fd\u529b<\/strong>\u3002\u9996\u5148\uff0c\u6211\u4eec\u4f7f\u7528 <strong>PyAnnote (Bredin, 2023) \u5bf9\u65e0\u76d1\u7763\u97f3\u9891\u6570\u636e\u96c6\u7684\u97f3\u9891\u8fdb\u884c\u5206\u79bb\uff0c\u968f\u673a\u91c7\u6837\u4e00\u4e2a\u8bf4\u8bdd\u8005\u4f5c\u4e3a\u4e3b\u8981\u8bf4\u8bdd\u8005\uff0c\u5e76\u5728\u6ce2\u5f62\u4e0a\u751f\u6210\u4e8c\u5143\u63a9\u7801\uff0c\u5f53\u8be5\u8bf4\u8bdd\u8005\u6839\u636e\u5206\u79bb\u7ed3\u679c\u6d3b\u8dc3\u65f6\uff0c\u503c\u4e3a 1\uff0c\u5176\u4ed6\u65f6\u5019\u4e3a 0\u3002\u8fd9\u4e2a\u63a9\u7801\u4e3a\u6211\u4eec\u63d0\u4f9b\u4e86\u4e24\u4e2a\u6ce2\u5f62\uff1a\u4e00\u4e2a\u662f\u4e3b\u8981\u8bf4\u8bdd\u8005\u7684\uff0c\u53e6\u4e00\u4e2a\u662f\u6b8b\u7559\u6ce2\u5f62\uff08\u53ef\u80fd\u6709\u591a\u4e2a\u8bf4\u8bdd\u8005\uff09\uff0c\u5b83\u4eec\u5206\u522b\u7f16\u7801\uff0c\u7136\u540e\u4f5c\u4e3a 3.4.3 \u8282\u4e2d\u63cf\u8ff0\u7684\u4e24\u4e2a\u8f93\u5165\u97f3\u9891\u6d41\u4f7f\u7528\u3002\u6587\u672c\u6d41\u4ec5\u5305\u542b\u9009\u5b9a\u4e3b\u8981\u8bf4\u8bdd\u8005\u7684\u6587\u672c tokens\uff0c\u5e76\u4e14\u6587\u672c\u548c\u97f3\u9891 tokens \u4e4b\u95f4\u7684\u5ef6\u8fdf\u56fa\u5b9a\u4e3a 0\u3002<\/strong>\u6211\u4eec\u8bad\u7ec3\u4e86 10 \u4e07\u6b65\uff0c\u6279\u6b21\u5927\u5c0f\u4e3a 8 \u5c0f\u65f6\u7684\u97f3\u9891\uff0c\u65f6\u95f4 Transformer \u7684\u56fa\u5b9a\u5b66\u4e60\u7387\u4e3a 3\u00b710\u207b\u2076\uff0c\u6df1\u5ea6 Transformer \u4e3a 5\u00b710\u207b\u2075\u3002\u4e0e\u9884\u8bad\u7ec3\u9636\u6bb5\u7c7b\u4f3c\uff0c\u6211\u4eec\u6709 10% \u7684\u65f6\u95f4\u91c7\u6837\u5168\u6587\u672c\u6279\u6b21\u3002<\/p>\n\n\n\n<p><strong>Moshi \u5fae\u8c03\uff1a\u524d\u9762\u63cf\u8ff0\u7684\u6a21\u62df\u591a\u6d41\u63d0\u4f9b\u4e86\u4e00\u4e2a\u826f\u597d\u7684\u9884\u8bad\u7ec3\u4efb\u52a1\uff0c\u4f46\u8fdc\u8fdc\u4e0d\u8db3\u4ee5\u6355\u6349\u81ea\u7136\u5bf9\u8bdd\u7684\u590d\u6742\u6027\u3002\u4f8b\u5982\uff0c\u5b83\u4e0d\u5305\u542b\u4e0d\u540c\u8bf4\u8bdd\u4eba\u7684\u91cd\u53e0\u90e8\u5206\uff0c\u5e76\u4e14\u4e0d\u6d3b\u8dc3\u8bf4\u8bdd\u8005\u7684\u97f3\u9891\u6d41\u662f\u5b8c\u5168\u9759\u97f3\u7684\u3002<\/strong>\u56e0\u6b64\uff0c\u6211\u4eec<strong>\u4f7f\u7528 Fisher \u6570\u636e\u96c6 (Cieri et al., 2004) \u6765\u8bad\u7ec3\u6a21\u578b\u5b66\u4e60\u771f\u5b9e\u7684\u591a\u6d41\u4ea4\u4e92<\/strong>\u3002\u6211\u4eec\u4ece\u4e24\u4e2a\u8bf4\u8bdd\u8005\u4e2d\u968f\u673a\u9009\u62e9\u4e00\u4f4d\u4f5c\u4e3a\u4e3b\u8981\u8bf4\u8bdd\u8005\uff0c\u8bad\u7ec3 10k \u6279\u6b21\uff0c\u6279\u6b21\u5927\u5c0f\u4e3a 40 \u5206\u949f\u7684\u97f3\u9891\uff0c\u4e3b\u8981\u548c\u6df1\u5ea6 Transformer \u7684\u5b66\u4e60\u7387\u5206\u522b\u4e3a 2 \u00b7 10\u207b\u2076\/4 \u00b7 10\u207b\u2076\u3002\u6211\u4eec\u4e0d\u518d\u91c7\u6837\u5b8c\u6574\u7684\u6587\u672c\u6279\u6b21\u3002<\/p>\n\n\n\n<p><strong>\u6307\u4ee4\u5fae\u8c03 \uff1a<\/strong>\u6700\u540e\uff0c\u6211\u4eec\u4e3a\u7b2c\u4e00\u4e2a\u8bf4\u8bdd\u8005\u6d41\u8bbe\u7f6e\u4e86 Moshi \u7684\u8eab\u4efd\uff0c\u4f7f\u5176\u6210\u4e3a\u4e00\u4e2a\u6709\u7528\u7684\u5bf9\u8bdd\u52a9\u624b\uff0c\u5e76\u8fdb\u884c\u6700\u540e\u9636\u6bb5\u7684\u6307\u4ee4\u5fae\u8c03\u3002<strong>\u6211\u4eec\u4f7f\u7528 4.3 \u8282\u4e2d\u63cf\u8ff0\u7684\u5408\u6210\u6307\u4ee4\u6570\u636e\u96c6<\/strong>\uff0c\u6279\u6b21\u5927\u5c0f\u4e3a 2.7 \u5c0f\u65f6\u7684\u97f3\u9891\uff0c\u8bad\u7ec3 30k \u6b65\uff0c\u4e24\u4e2a Transformer \u7684\u5b66\u4e60\u7387\u5747\u4e3a 2 \u00b7 10\u207b\u2076\u3002<\/p>\n\n\n\n<p>\u5728\u6b64\u9636\u6bb5\uff0c\u6211\u4eec\u5bf9\u7528\u6237\u7684\u97f3\u9891\u6d41\u8fdb\u884c\u6570\u636e\u589e\u5f3a\uff0c\u4f7f Moshi \u80fd\u591f\u5e94\u5bf9\u5404\u79cd\u60c5\u51b5\u3002\u5177\u4f53\u800c\u8a00\uff0c\u6211\u4eec\u5728 50% \u7684\u65f6\u95f4\u5185\u5bf9\u7528\u6237\u97f3\u9891\u6d41\u5e94\u7528\u968f\u673a\u589e\u76ca\uff0c\u8303\u56f4\u4e3a -24 dB \u81f3 +15 dB\u300230% \u7684\u65f6\u95f4\uff0c\u6211\u4eec\u8fdb\u4e00\u6b65\u6dfb\u52a0\u6765\u81ea Deep Noise Suppression \u6311\u6218 (Dubey et al., 2023) \u7684\u566a\u58f0\u7247\u6bb5\uff0c\u5e76\u5c06\u5176\u62fc\u63a5\u4ee5\u8986\u76d6\u6bcf\u4e2a\u793a\u4f8b\u7684\u6574\u4e2a\u6301\u7eed\u65f6\u95f4\u3002\u566a\u58f0\u88ab\u653e\u5927\u5230\u76f8\u5bf9\u4e8e\u539f\u59cb\u97f3\u6e90\u7684\u76ee\u6807\u97f3\u91cf\uff0c\u8303\u56f4\u5728 -30 dB \u81f3 +6 dB \u4e4b\u95f4\u3002\u6bcf\u6b21\u9700\u8981\u91c7\u6837\u65b0\u566a\u58f0\u65f6\uff0c\u6211\u4eec\u4f1a\u4ee5 50% \u7684\u6982\u7387\u4f7f\u7528\u6700\u957f 30 \u79d2\u7684\u968f\u673a\u9759\u97f3\u7247\u6bb5\uff0c\u4ece\u800c\u4f7f\u6a21\u578b\u80fd\u591f\u5904\u7406\u4ece\u5608\u6742\u5230\u5b89\u9759\u6216\u53cd\u4e4b\u4ea6\u7136\u7684\u97f3\u9891\u6761\u4ef6\u3002<\/p>\n\n\n\n<p>\u6211\u4eec\u901a\u8fc7\u5c06Moshi\u7684\u97f3\u9891\u6d41\u7684\u4e00\u4e2a\u7f29\u5c0f\u526f\u672c[scaled down copy]\u6dfb\u52a0\u5230\u7528\u6237\u6d41\u4e2d\u6765\u6a21\u62dfMoshi\u5230\u7528\u6237\u9ea6\u514b\u98ce\u7684\u56de\u58f0\uff0c\u7f29\u653e\u56e0\u5b50\u5728[0, 0.2]\u4e4b\u95f4\u5747\u5300\u91c7\u6837\uff0c\u5ef6\u8fdf\u5728[100ms, 500ms]\u4e4b\u95f4\u5747\u5300\u91c7\u6837\u3002\u6700\u540e\uff0c\u6211\u4eec\u5bf9\u7528\u6237\u7684\u97f3\u9891\u6d41\uff08\u53ef\u80fd\u5df2\u7ecf\u589e\u52a0\u4e86\u56de\u58f0\uff09\u5e94\u7528\u7c7b\u4f3c\u4e8eDefossez\u7b49\u4eba\uff082020\uff09\u5f15\u5165\u7684\u6df7\u54cd\u589e\u5f3a\u3002\u56de\u58f0\u548c\u6df7\u54cd\u4e00\u8d77\u5e94\u7528\u7684\u6982\u7387\u4e3a30%\u3002<\/p>\n\n\n\n<p><strong>TTS \u8bad\u7ec3\uff1a<\/strong>\u6211\u4eec\u8fd8\u8bad\u7ec3\u4e86\u4e00\u4e2a<strong>\u6d41\u5f0f\u7684\u591a\u6d41\u6587\u672c\u5230\u8bed\u97f3\uff08TTS\uff09\u6a21\u578b<\/strong>\uff0c\u4f7f\u7528 3.4.4 \u8282\u4e2d\u63cf\u8ff0\u7684\u65b9\u6cd5\u3002<strong>\u97f3\u9891\u9884\u8bad\u7ec3\u9636\u6bb5\u4e0e Moshi \u5171\u4eab\uff0c\u800c\u540e\u8bad\u7ec3\u9636\u6bb5\u5728\u97f3\u9891\u6d41\u76f8\u5bf9\u4e8e\u6587\u672c\u6709 2 \u79d2\u5ef6\u8fdf\u7684\u60c5\u51b5\u4e0b\u5b8c\u6210\u3002\u8be5\u6a21\u578b\u5728\u5305\u542b\u4e24\u4e2a\u8bf4\u8bdd\u8005\u9ad8\u8d28\u91cf\u4e92\u52a8\u5f55\u97f3\u7684\u76d1\u7763\u591a\u6d41\u6570\u636e\u96c6\u4e0a\u8fdb\u884c\u5fae\u8c03\uff0c\u5e76\u7528\u4e8e\u751f\u6210 4.3 \u8282\u4e2d\u63cf\u8ff0\u7684\u5408\u6210\u5fae\u8c03\u6307\u4ee4\u6570\u636e\u96c6\u3002<\/strong>\u9700\u8981\u6ce8\u610f\u7684\u662f\uff0c<strong>Moshi \u672c\u8eab\u5e76\u672a\u5728\u8be5\u76d1\u7763\u591a\u6d41\u6570\u636e\u96c6\u4e0a\u8bad\u7ec3\u3002\u66f4\u591a\u8be6\u7ec6\u4fe1\u606f\u89c1\u9644\u5f55 C\u3002<\/strong><\/p>\n\n\n\n<p><strong>\u8bad\u7ec3\u635f\u5931\uff1a<\/strong>Moshi \u88ab\u8bad\u7ec3\u4e3a\u5efa\u6a21\u8054\u5408\u5e8f\u5217\uff0c\u5982\u516c\u5f0f 6 \u6240\u793a\u3002\u7ed9\u5b9a\u771f\u5b9e\u7684\u79bb\u6563 token <em>(V<sub>s,k\u200b<\/sub>)<sub>s\u2264S,k\u2264K<\/sub>\u200b <\/em>\u548c\u6765\u81ea\u516c\u5f0f 2 \u7684\u4f30\u8ba1<em> logits(ls,k\u200b)<sub>s\u2264S,k\u2264K<\/sub><\/em>\u200b\uff0c\u6211\u4eec\u4f7f\u7528\u4ee5\u4e0b\u635f\u5931\uff0c\u5176\u4e2d CE \u4ee3\u8868\u4ea4\u53c9\u71b5\uff1a<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large is-resized\"><img loading=\"lazy\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-4-1024x106.png\" alt=\"\" class=\"wp-image-20233\" width=\"508\" height=\"52\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-4-1024x106.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-4-300x31.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-4-768x80.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-4.png 1135w\" sizes=\"(max-width: 508px) 100vw, 508px\" \/><\/figure><\/div>\n\n\n\n<p>\u56e0\u6b64\uff0c\u6211\u4eec\u5bf9\u6587\u672c token <em>(k=1) <\/em>\u548c\u7ec4\u5408\u97f3\u9891 tokens \u8d4b\u4e88\u76f8\u540c\u7684\u91cd\u8981\u6027\u3002\u5bf9\u4e8e\u8bed\u4e49 tokens\uff0c<em>\u03b1<sub>k<\/sub><\/em> \u8bbe\u7f6e\u4e3a 100\uff0c\u800c\u5bf9\u4e8e\u58f0\u5b66 tokens\uff0c<em>\u03b1<\/em><sub><em>k<\/em> <\/sub>\u8bbe\u7f6e\u4e3a 1\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"284\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-5-1024x284.png\" alt=\"\" class=\"wp-image-20240\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-5-1024x284.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-5-300x83.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-5-768x213.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-5.png 1290w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><figcaption>\u8868 2\uff1a\u6587\u672c\u8bed\u8a00\u6a21\u578b\u8bc4\u4f30.&nbsp;\u5728\u6807\u51c6\u57fa\u51c6\u4e0a\u7684\u6027\u80fd\uff0c\u7528\u4e8e\u8bc4\u4f30\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff0c\u5305\u62ec\u95ed\u5377\u95ee\u7b54\uff0c\u63a8\u7406\u548c\u591a\u9879\u9009\u62e9\u95ee\u7b54\u8003\u8bd5\u3002&nbsp;\u6211\u4eec\u4ee5\u7c97\u4f53\u663e\u793a\u5728\u5c11\u4e8e 2.5T \u4e2atoken\u4e0a\u8bad\u7ec3\u7684\u6700\u4f73\u6a21\u578b\u3002<\/figcaption><\/figure>\n\n\n\n<h3>Evaluation<\/h3>\n\n\n\n<h4>\u6587\u672c\u8bed\u8a00\u5efa\u6a21<\/h4>\n\n\n\n<p><strong>\u8bc4\u4f30\u6307\u6807\uff1a<\/strong>\u6211\u4eec\u5728\u4ee5\u4e0b\u6807\u51c6\u57fa\u51c6\u4e0a\u8bc4\u4f30 Helium\uff08\u4ec5\u4f7f\u7528\u6587\u672c\u6570\u636e\u8bad\u7ec3\uff09\uff1aAI2 \u63a8\u7406\u6311\u6218\uff08Clark et al., 2018, ARC\uff09\u3001\u5f00\u653e\u4e66\u7c4d\u95ee\u7b54\uff08Mihaylov et al., 2018, OBQA\uff09\u3001HellaSwag\uff08Zellers et al., 2019, HS\uff09\u3001WinoGrande\uff08Sakaguchi et al., 2021, WG\uff09\u3001\u7269\u7406\u4ea4\u4e92\u95ee\u7b54\uff08Bisk et al., 2020, PIQA\uff09\u3001\u793e\u4f1a\u4ea4\u4e92\u95ee\u7b54\uff08Sap et al., 2019\uff09\u3001TriviaQA\uff08Joshi et al., 2017, TQA\uff09\u3001\u81ea\u7136\u95ee\u9898\uff08Kwiatkowski et al., 2019, NQ\uff09\u548c\u5927\u89c4\u6a21\u591a\u4efb\u52a1\u8bed\u8a00\u7406\u89e3\u57fa\u51c6\uff08Hendrycks et al., 2020, MMLU\uff09\u3002\u8fd9\u4e9b\u57fa\u51c6\u6db5\u76d6\u4e86\u5e7f\u6cdb\u7684\u4efb\u52a1\uff0c\u5305\u62ec\u5e38\u8bc6\u63a8\u7406\u3001\u5c01\u95ed\u4e66\u7c4d\u95ee\u7b54\u6216\u9ad8\u4e2d\u548c\u5927\u5b66\u79d1\u76ee\u7684\u591a\u9879\u9009\u62e9\u95ee\u7b54\u3002\u6211\u4eec\u9075\u5faa GPT-3 \u548c Llama \u7b49\u524d\u671f\u5de5\u4f5c\u7684\u8bc4\u4f30\u534f\u8bae\uff1a\u5728 TriviaQA\u3001NQ \u548c MMLU \u4e0a\u8fdb\u884c 5-shot \u8bc4\u4f30\uff0c\u5728\u5176\u4ed6\u6570\u636e\u96c6\u4e0a\u8fdb\u884c 0-shot \u8bc4\u4f30\u3002\u5728 TriviaQA \u4e0a\uff0c\u6211\u4eec\u62a5\u544a\u672a\u8fc7\u6ee4\u548c\u7ef4\u57fa\u767e\u79d1\u62c6\u5206\u7684\u6027\u80fd\u3002<\/p>\n\n\n\n<p><strong>\u57fa\u51c6\u6a21\u578b\uff1a<\/strong>\u4f5c\u4e3a\u57fa\u51c6\uff0c\u6211\u4eec\u8003\u8651\u73b0\u6709\u7684\u53c2\u6570\u91cf\u7ea6\u4e3a 7B \u7684\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff0c\u8fd9\u4e9b\u6a21\u578b\u7684\u8bad\u7ec3\u8ba1\u7b97\u91cf\u4e0e Helium \u5927\u81f4\u76f8\u5f53\u3002\u66f4\u5177\u4f53\u5730\u8bf4\uff0c\u6211\u4eec\u5305\u62ec\u5728\u5c11\u4e8e 2.5T tokens\uff08\u76f8\u6bd4\u4e8e\u7528\u4e8e\u8bad\u7ec3 Helium \u7684 2.1T tokens\uff09\u4e0a\u8bad\u7ec3\u7684\u6a21\u578b\uff0c\u5373 MPT\uff08Team, 2023\uff09\u3001Falcon\uff08Almazrouei et al., 2023\uff09\u3001Llama 2\uff08Touvron et al., 2023b\uff09\u548c OLMo\uff08Groeneveld et al., 2024\uff09\u3002\u6211\u4eec\u8fd8\u5305\u62ec Mistral \u548c Gemma\uff0c\u8fd9\u4e24\u4e2a\u6d41\u884c\u7684\u5f00\u653e\u6743\u91cd\u6a21\u578b\uff0c\u5176\u8bad\u7ec3\u8ba1\u7b97\u91cf\u663e\u8457\u9ad8\u4e8e Helium\u3002<\/p>\n\n\n\n<p><strong>\u7ed3\u679c\uff1a<\/strong>\u6211\u4eec\u5728\u8868 2 \u4e2d\u62a5\u544a\u7ed3\u679c\uff0c\u89c2\u5bdf\u5230\u5728\u5927\u591a\u6570\u57fa\u51c6\u4e0a\uff0cHelium \u7684\u8868\u73b0\u4e0e\u4f7f\u7528\u76f8\u4f3c\u8bad\u7ec3\u8ba1\u7b97\u91cf\u7684\u6a21\u578b\u76f8\u5f53\u6216\u66f4\u597d\u3002\u5373\u4f7f\u4e0e\u4f7f\u7528\u591a\u8fbe 3 \u500d\u8ba1\u7b97\u8fdb\u884c\u8bad\u7ec3\u7684 Mistral \u548c Gemma \u76f8\u6bd4\uff0cHelium \u5728\u67d0\u4e9b\u57fa\u51c6\uff08\u5982 ARC\u3001\u5f00\u653e\u4e66\u7c4d\u95ee\u7b54\u6216\u81ea\u7136\u95ee\u9898\uff09\u4e0a\u4e5f\u83b7\u5f97\u4e86\u5177\u6709\u7ade\u4e89\u529b\u7684\u7ed3\u679c\u3002\u8fd9\u9a8c\u8bc1\u4e86\u6211\u4eec\u9884\u8bad\u7ec3\u6587\u672c\u6570\u636e\u7684\u8d28\u91cf\u3002<\/p>\n\n\n\n<h4>Audio Tokenization<\/h4>\n\n\n\n<p><strong>\u6307\u6807\uff1a<\/strong>\u63a5\u4e0b\u6765\uff0c\u6211\u4eec\u8bc4\u4f30\u6211\u4eec\u7684\u795e\u7ecf\u7f16\u89e3\u7801\u5668 Mimi \u7684\u8bed\u4e49\u548c\u58f0\u5b66\u6027\u80fd\u3002\u9996\u5148\uff0c\u6211\u4eec\u8bc4\u4f30\u5176\u4ea7\u751f\u7684\u8bed\u4e49 token \u662f\u5426\u63d0\u4f9b\u9002\u5408\u8bed\u8a00\u5efa\u6a21\u7684\u76ee\u6807\u3002\u4e3a\u6b64\uff0c\u6211\u4eec\u8ba1\u7b97<strong>\u57fa\u4e8e\u4e09\u97f3\u7d20\u7684 ABX\uff08Schatz et al., 2013\uff09\u9519\u8bef\u7387<\/strong>\uff0c\u8be5\u6307\u6807\u901a\u8fc7\u6bd4\u8f83\u540c\u4e00\u4e09\u97f3\u7d20\uff08\u5982\u201cbeg\u201d\uff09\u7684\u4e24\u4e2a\u5b9e\u4f8b\u548c\u4e00\u4e2a\u6700\u5c0f\u5dee\u5f02\u7684\u8d1f\u4e09\u97f3\u7d20\uff08\u5982\u201cbag\u201d\uff09\u4e4b\u95f4\u7684\u8ddd\u79bb\u6765\u8868\u5f81\u8868\u793a\u7a7a\u95f4\u7684\u8bed\u97f3\u53ef\u533a\u5206\u6027\u3002\u66f4\u7cbe\u786e\u5730\u8bf4\uff0c\u6211\u4eec\u8ba1\u7b97\u201c\u540c\u4e00\u8bf4\u8bdd\u8005\u201d\u7684 ABX\uff0c\u4e09\u5b9e\u4f8b\u7531\u540c\u4e00\u8bf4\u8bdd\u8005\u53d1\u97f3\uff0c\u5e76\u5728 Librispeech\uff08Panayotov et al., 2015\uff09dev-clean \u4e0a\u62a5\u544a\u9519\u8bef\u7387\uff0c\u4f7f\u7528 Librilight\uff08Kahn et al., 2020\uff09\u5e93\u7684\u9ed8\u8ba4\u53c2\u6570\u3002\u7ed3\u679c\u663e\u793a\uff0c\u8be5\u5f97\u5206\u662f\u4e0b\u6e38\u97f3\u9891\u8bed\u8a00\u6a21\u578b\u4ea7\u751f\u8fde\u8d2f\u8bed\u97f3\u80fd\u529b\u7684\u5f3a\u9884\u6d4b\u6307\u6807\uff08Lakhotia et al., 2021\uff09\u3002\u7531\u4e8e\u6211\u4eec\u53ea\u5173\u5fc3\u8bed\u4e49 token\uff0c\u56e0\u6b64\u6211\u4eec\u8ba1\u7b97<strong>\u91cf\u5316\u540e\u4ec5\u4f7f\u7528\u8bed\u4e49 VQ \u751f\u6210\u7684\u6f5c\u5728\u7a7a\u95f4\u4e2d\u7684\u8ddd\u79bb\uff08\u5373\u5728\u4e0e\u58f0\u5b66 tokens \u76f8\u52a0\u4e4b\u524d\uff09<\/strong>\u3002\u5176\u6b21\uff0c\u6211\u4eec\u8bc4\u4f30\u91cd\u5efa\u97f3\u9891\u7684\u58f0\u5b66\u8d28\u91cf\u3002\u4f5c\u4e3a\u76ee\u6807\u7684\u81ea\u52a8\u6307\u6807\uff0c\u6211\u4eec\u4f9d\u8d56\u4e8e<strong> VisQOL\uff08Hines et al., 2015\uff09\u2014\u2014\u4e00\u4e2a\u5b8c\u6574\u53c2\u8003\u6a21\u578b\u7684\u58f0\u5b66\u76f8\u4f3c\u6027<\/strong>\u2014\u2014\u548c <strong>MOSNet\uff08Lo et al., 2019\uff09\u2014\u2014\u4e00\u4e2a\u65e0\u53c2\u8003\u97f3\u9891\u8d28\u91cf\u6a21\u578b<\/strong>\u3002\u8003\u8651\u5230\u81ea\u52a8\u8bc4\u4f30\u97f3\u9891\u8d28\u91cf\u7684\u5c40\u9650\u6027\uff0c\u6211\u4eec\u8fd8\u4f7f\u7528 MUSHRA \u534f\u8bae\u8fdb\u884c\u4eba\u7c7b\u8bc4\u4f30\u3002\u6211\u4eec\u4f9d\u8d56 20 \u540d\u542c\u4f17\u7684\u5224\u65ad\uff0c\u6bcf\u4f4d\u542c\u4f17\u5bf9 30 \u4e2a 10 \u79d2\u7684\u6837\u672c\u8fdb\u884c\u8bc4\u5206\u3002\u8868 3 \u62a5\u544a\u4e86\u4f7f\u7528\u5ba2\u89c2\u6307\u6807\u7684\u6d88\u878d\u7814\u7a76\uff0c\u8868 4 \u5219\u63d0\u4f9b\u4e86\u4e0e\u4ee5\u5f80\u5de5\u4f5c\u7684\u6bd4\u8f83\uff0c\u5305\u62ec\u5ba2\u89c2\u548c\u4e3b\u89c2\u8bc4\u4f30\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"220\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-6-1024x220.png\" alt=\"\" class=\"wp-image-20254\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-6-1024x220.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-6-300x64.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-6-768x165.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-6.png 1291w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><figcaption>\u8868 3\uff1aMimi \u7f16\u89e3\u7801\u5668\u8d85\u53c2\u6570\u7684\u6d88\u878d\u7814\u7a76\u3002\u6211\u4eec\u901a\u8fc7\u62a5\u544a\u5728\u8bed\u97f3 ABX \u53ef\u533a\u5206\u6027\u4efb\u52a1\u4e0a\u7684\u9519\u8bef\u7387\u6765\u8bc4\u4f30\u8bed\u4e49\u5efa\u6a21\u3002\u4e3a\u4e86\u8bc4\u4f30\u91cd\u5efa\u8d28\u91cf\uff0c\u6211\u4eec\u8ba1\u7b97 VisQOL \u548c MOSNet\uff0c\u5e76\u4f7f\u7528 MUSHRA \u534f\u8bae\u6536\u96c6\u4eba\u7c7b\u8bc4\u4f30\u3002\u201c\u91cf\u5316\u7387\u201d\u6307\u7684\u662f\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u4ec5\u5bf9\u6f5c\u5728\u7a7a\u95f4\u5e94\u7528\u91cf\u5316 50% \u7684\u65f6\u95f4\uff08\u4e0e\u91cf\u5316\u5668 dropout \u72ec\u7acb\uff09\uff0c\u5982 3.3 \u8282\u6240\u8ff0\u3002<\/figcaption><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"257\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-7-1024x257.png\" alt=\"\" class=\"wp-image-20257\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-7-1024x257.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-7-300x75.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-7-768x193.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-7.png 1290w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><figcaption>\u8868 4\uff1a\u97f3\u9891\u8d28\u91cf\u8bc4\u4f30\u3002\u57fa\u51c6\u795e\u7ecf\u97f3\u9891\u7f16\u89e3\u7801\u5668\u7684\u5ba2\u89c2\u548c\u4e3b\u89c2\uff08MUSHRA\uff09\u97f3\u9891\u8d28\u91cf\u8bc4\u4f30\u2014\u2014RVQGAN\uff08Kumar et al., 2024\uff09\u3001SemantiCodec\uff08Liu et al., 2024\uff09\u548c SpeechTokenizer\uff08Zhang et al., 2024b\uff09\u2014\u2014\u4ee5\u53ca Mimi \u7684\u6700\u91cd\u8981\u53d8\u4f53\u3002\u4e3a\u4e86\u4e0e SemantiCodec \u548c SpeechTokenizer \u8fdb\u884c\u516c\u5e73\u6bd4\u8f83\uff0c\u6211\u4eec\u8fd8\u5728 MUSHRA \u7814\u7a76\u4e2d\u5305\u542b\u4e86\u6211\u4eec\u7f16\u89e3\u7801\u5668\u7684\u4e0b\u91c7\u6837\u7248\u672c\u3002fs \u662f\u97f3\u9891\u91c7\u6837\u7387\uff0cfr \u662f\u7f16\u89e3\u7801\u5668\u5e27\u7387\u3002\u4e24\u4e2a Mimi \u7f16\u89e3\u7801\u5668\u90fd\u7ecf\u8fc7\u84b8\u998f\u8bad\u7ec3\uff0c\u5e76\u4f7f\u7528\u4e0e Encodec \u76f8\u540c\u7684\u91cd\u5efa\u548c\u5bf9\u6297\u635f\u5931\u7ec4\u5408\uff08\u89c1 3.3 \u8282\uff09\u6216\u4ec5\u4f7f\u7528\u5bf9\u6297\u635f\u5931\u3002<\/figcaption><\/figure>\n\n\n\n<p><strong>\u57fa\u51c6\u6a21\u578b\uff1a<\/strong>\u6211\u4eec\u4e0e RVQGAN\uff08Kumar et al., 2024\uff09\u3001SemantiCodec\uff08Liu et al., 2024\uff09\u548c SpeechTokenizer\uff08Zhang et al., 2024b\uff09\u8fdb\u884c\u6bd4\u8f83\u3002RVQGAN \u662f\u4e00\u4e2a\u7eaf\u58f0\u5b66\u5206\u8bcd\u5668\uff0c\u56e0\u4e3a\u5b83\u4e0d\u7f16\u7801\u8bed\u4e49\u4fe1\u606f\u3002\u56e0\u6b64\uff0c\u6211\u4eec\u4ec5\u5728\u97f3\u9891\u8d28\u91cf\u65b9\u9762\u8fdb\u884c\u8bc4\u4f30\u3002RVQGAN \u4ee5 75Hz \u7684\u901f\u7387\u751f\u6210 token\uff0c\u56e0\u6b64\u6211\u4eec\u53ea\u4fdd\u7559\u524d\u4e24\u4e2a RVQ \u7ea7\u522b\uff0c\u4ee5\u83b7\u5f97 1.5kbps \u7684\u6bd4\u7279\u7387\uff0c\u66f4\u63a5\u8fd1\u4e8e Mimi \u7684\u6bd4\u7279\u7387\u3002\u53e6\u4e00\u65b9\u9762\uff0cSpeechTokenizer \u4f9d\u8d56\u84b8\u998f\u5c06\u8bed\u4e49\u4fe1\u606f\u7f16\u7801\u5230\u5176\u7b2c\u4e00\u4e2a token \u4e2d\uff0c\u56e0\u6b64\u6211\u4eec\u53ef\u4ee5\u8bc4\u4f30\u5176\u8bed\u4e49\u548c\u58f0\u5b66\u5c5e\u6027\u3002\u6211\u4eec\u4fdd\u7559\u5176\u524d\u4e09\u4e2a RVQ \u7ea7\u522b\u4ee5\u83b7\u5f97 1.5kbps \u7684\u6bd4\u7279\u7387\u3002\u7c7b\u4f3c\u5730\uff0cSemantiCodec \u4e5f\u7f16\u7801\u8bed\u4e49\u548c\u58f0\u5b66\u4fe1\u606f\uff0c\u56e0\u6b64\u53ef\u4ee5\u6cbf\u4e24\u4e2a\u8f74\u8fdb\u884c\u8bc4\u4f30\u3002<\/p>\n\n\n\n<p><strong>\u7ed3\u679c &#8211; \u8bed\u4e49 token\uff1a<\/strong>\u8868 3 \u663e\u793a\uff0c\u5728\u6ca1\u6709\u84b8\u998f\u7684\u60c5\u51b5\u4e0b\uff0cMimi \u7684\u8bed\u4e49 token \u7684\u8bed\u97f3\u53ef\u533a\u5206\u6027\u8f83\u5dee\uff0c\u4e0e\u4ee5\u5f80\u5de5\u4f5c\u7684\u58f0\u5b66 token \u76f8\u5f53\uff08Borsos et al., 2022\uff09\uff1a\u8fd9\u610f\u5473\u7740\u8fd9\u4e9b\u8bed\u4e49 token \u4e0d\u9002\u5408\u6355\u6349\u8bed\u97f3\u4e2d\u7684\u8bed\u8a00\u5185\u5bb9\u3002\u76f8\u53cd\uff0c\u5c06 WavLM \u84b8\u998f\u5230\u8bed\u4e49 token \u4e2d\u663e\u8457\u63d0\u9ad8\u4e86\u5b83\u4eec\u7684\u8bed\u97f3\u53ef\u533a\u5206\u6027\uff0c\u5c24\u5176\u662f\u5728 Mimi \u7684\u7f16\u7801\u5668\u4e2d\u4f7f\u7528 Transformer \u65f6\u3002\u8fd9\u53ef\u4ee5\u89e3\u91ca\u4e3a\uff0c\u5c06\u5927\u578b\u57fa\u4e8e Transformer \u7684\u7f16\u7801\u5668\u84b8\u998f\u5230\u7eaf\u5377\u79ef\u7f16\u7801\u5668\u4e2d\u5177\u6709\u6311\u6218\u6027\uff0c\u800c\u63d0\u9ad8\u7f16\u7801\u5668\u7684\u5bb9\u91cf\u548c\u611f\u53d7\u91ce\u6709\u52a9\u4e8e\u6539\u5584\u3002\u7136\u800c\uff0c\u6211\u4eec\u89c2\u5bdf\u5230<strong>\u58f0\u5b66\u635f\u5931\u4e0e\u8bed\u4e49\u84b8\u998f\u4e4b\u95f4\u7684\u51b2\u7a81\uff0c\u56e0\u4e3a\u6539\u5584 ABX \u610f\u5473\u7740\u964d\u4f4e\u91cd\u5efa\u8d28\u91cf\uff08\u5982 MUSHRA \u6240\u6d4b\u91cf\uff09\u3002<\/strong>\u4f7f\u7528 3.3.2 \u8282\u4e2d\u63cf\u8ff0\u7684<strong>\u5206\u5272 RVQ \u6539\u5584\u4e86\u8bed\u4e49\u5c5e\u6027\u4e0e\u97f3\u9891\u8d28\u91cf\u4e4b\u95f4\u7684\u6743\u8861<\/strong>\uff0c\u4f7f MUSHRA \u4ece 57.8 \u63d0\u9ad8\u5230 64.0\uff0c\u540c\u65f6\u5c06 ABX \u4ece 6.5% \u4e2d\u7b49\u964d\u81f3 8.1%\u3002<\/p>\n\n\n\n<p><strong>\u7ed3\u679c &#8211; \u58f0\u97f3token\u3002<\/strong>\u8868 3 \u8fd8\u663e\u793a\uff0c\u5f53\u5728\u89e3\u7801\u5668\u4e2d\u6dfb\u52a0 Transformer \u65f6\uff0cMUSHRA \u8bc4\u5206\u663e\u8457\u63d0\u9ad8\u3002\u540c\u6837\uff0c<strong>\u4f7f\u7528 50% \u7684\u91cf\u5316\u7387\u663e\u8457\u6539\u5584\u4e86 VisQOL<\/strong>[\u58f0\u5b66\u6307\u6807]\u3002\u7136\u800c\uff0c\u91cf\u5316\u7387\u5e76\u672a\u6539\u5584\u4e3b\u89c2\u611f\u77e5\u8d28\u91cf\u3002\u66f4\u4e00\u822c\u5730\u8bf4\uff0c\u6211\u4eec\u89c2\u5bdf\u5230 VisQOL \u548c MOSNet \u4e4b\u95f4\u7684\u76f8\u5173\u6027\u8f83\u5dee\u3002\u7279\u522b\u662f\uff0c\u8868 4 \u663e\u793a\uff0c<strong>\u4ec5\u4f7f\u7528\u5bf9\u6297\u635f\u5931\u8bad\u7ec3 Mimi \u5bfc\u81f4\u975e\u5e38\u4f4e\u7684 VisQOL<\/strong>\uff081.84\uff09\uff0c\u8fd9\u4e0e\u5b9e\u9645\u8f83\u9ad8\u7684\u611f\u77e5\u97f3\u9891\u8d28\u91cf\u7ed3\u679c\u76f8\u53cd\u3002\u56e0\u6b64\uff0c\u6211\u4eec\u4f9d\u8d56 MUSHRA\uff0c\u4eba\u7c7b\u8bc4\u4f30\u8005\u88ab\u8981\u6c42\u5224\u65ad\u91cd\u5efa\u97f3\u9891\u4e0e\u5176\u771f\u5b9e\u951a\u70b9\u7684\u76f8\u4f3c\u6027\uff0c\u5f97\u5206\u8303\u56f4\u5728 0 \u5230 100 \u4e4b\u95f4\u3002\u8be5\u4eba\u7c7b\u8bc4\u4f30\u663e\u793a\uff0c<strong>\u4f7f\u7528\u4ec5\u5bf9\u6297\u635f\u5931\u7684 MUSHRA \u8bc4\u5206\u4e3a 81.0\uff0c\u76f8\u8f83\u4e8e\u4f7f\u7528 Encodec \u7684\u6df7\u5408\u635f\u5931\u51fd\u6570\u7684 58.8\uff0c\u663e\u8457\u63d0<\/strong>\u9ad8\u3002\u6b64\u5916\uff0c\u5c3d\u7ba1\u4ee5\u66f4\u4f4e\u7684\u6bd4\u7279\u7387\u548c\u5efa\u6a21\u8bed\u4e49\u4fe1\u606f\uff0cMimi \u4ecd\u663e\u8457\u4f18\u4e8e RVQGAN\uff08Kumar et al., 2023\uff09\u3002Mimi \u7684\u91cd\u5efa\u8d28\u91cf\u4e5f\u9ad8\u4e8e SemantiCodec\uff08Liu et al., 2024\uff09\uff0c\u540c\u65f6\u4ee5 4 \u500d\u66f4\u4f4e\u7684\u5e27\u7387\u8fd0\u884c\u3002<strong>\u8fd9\u4e00\u7279\u6027\u5bf9\u4e8e\u5b9e\u73b0 Moshi \u7684\u4f4e\u5ef6\u8fdf\u81f3\u5173\u91cd\u8981\uff0c\u56e0\u4e3a\u751f\u6210\u4e00\u4e2a\u97f3\u9891\u4ee4\u724c\u7684\u65f6\u95f4\u5e27\u9700\u8981\u901a\u8fc7 Temporal Transformer \u5b8c\u6210\u5b8c\u6574\u7684\u524d\u5411\u4f20\u64ad\u3002<\/strong>\u6700\u540e\uff0cRVQGAN \u548c SemantiCodec \u662f\u975e\u56e0\u679c\u7684\uff0c\u800c <strong>Mimi \u662f\u5b8c\u5168\u56e0\u679c\u7684\uff0c\u56e0\u6b64\u517c\u5bb9\u6d41\u5f0f\u63a8\u7406\u548c\u5b9e\u65f6\u5bf9\u8bdd\u5efa\u6a21<\/strong>\u3002<\/p>\n\n\n\n<p class=\"has-light-pink-background-color has-background\"><strong>\u8ba8\u8bba\u3002<\/strong>Mimi \u5728\u7f16\u7801\u8bed\u4e49\u4fe1\u606f\u7684\u540c\u65f6\uff0c\u6574\u4f53\u63d0\u4f9b<strong>\u9ad8\u91cd\u5efa\u8d28\u91cf\uff0c\u5b8c\u5168\u56e0\u679c\uff0c\u4e14\u5728\u4f4e\u5e27\u7387\u548c\u6bd4\u7279\u7387\u4e0b\u8fd0\u884c<\/strong>\u3002\u56e0\u6b64\uff0cMimi \u8bc1\u660e<strong>\u662f\u4e00\u4e2a\u9002\u5408\u8bad\u7ec3\u5b9e\u65f6\u97f3\u9891\u8bed\u8a00\u6a21\u578b\u7684\u97f3\u9891\u6807\u8bb0\u5668<\/strong>\u3002\u6211\u4eec\u7814\u7a76\u7684\u4e00\u4e2a\u9644\u5e26\u53d1\u73b0\u662f\uff0c<strong>\u5ba2\u89c2\u97f3\u9891\u8d28\u91cf\u6307\u6807\u4e0e\u4e3b\u89c2\u97f3\u9891\u8d28\u91cf\u4e4b\u95f4\u7f3a\u4e4f\u76f8\u5173\u6027\u7684\u4ee4\u4eba\u62c5\u5fe7\u7684\u73b0\u8c61<\/strong>\u3002\u7279\u522b\u662f\uff0c\u6211\u4eec\u53d1\u73b0<strong>VisQOL(\u58f0\u5b66\u6307\u6807)<\/strong>\u5728\u4fee\u6539\u751f\u6210\u5668\u67b6\u6784\u65f6\u63d0\u4f9b\u4e86\u53ef\u9760\u7684\u611f\u77e5\u8d28\u91cf\u4ee3\u7406\u6307\u6807\u3002\u7136\u800c\uff0c<strong>\u5f53\u6539\u53d8\u8bad\u7ec3\u76ee\u6807\uff08\u4f8b\u5982\u79fb\u9664\u91cd\u5efa\u635f\u5931\uff09\u65f6\uff0cVisQOL\u7684\u8bc4\u5206\u53d8\u5316\u65b9\u5411\u4e0e\u4eba\u7c7b\u611f\u77e5\u5b8c\u5168\u4e0d\u76f8\u5173<\/strong>\u3002\u8fd9\u4e00\u89c2\u5bdf\u5f3a\u8c03\u4e86\u8bbe\u8ba1\u53ef\u9760\u5ba2\u89c2\u4ee3\u7406\u6307\u6807\u4ee5\u53cd\u6620\u611f\u77e5\u8d28\u91cf\u7684\u5f00\u653e\u6311\u6218\u3002<\/p>\n\n\n\n<h4>\u751f\u6210\u5efa\u6a21\u7684\u6d88\u878d\u7814\u7a76<\/h4>\n\n\n\n<p><strong>\u6307\u6807\u3002<\/strong>\u6211\u4eec\u8fdb\u884c\u4e86\u6d88\u878d\u7814\u7a76\uff0c\u4ee5\u8bc4\u4f30\u4f7f\u7528RQ-Transformer\u7684\u5f71\u54cd\uff0c\u4ee5\u53ca\u6bd4\u8f83\u4e0d\u540c\u7684\u5ef6\u8fdf\u6a21\u5f0f\u548c\u5404\u79cd\u6807\u8bb0\u7ea7\u522b\u7684\u6743\u91cd\u3002\u6240\u6709\u6a21\u578b\u7684\u65f6\u95f4Transformer\u90fd\u7528Helium\u521d\u59cb\u5316\uff0c\u5e76\u5728\u97f3\u9891\u6570\u636e\u4e0a\u9884\u8bad\u7ec3\u3002\u5f53\u6bd4\u8f83\u5177\u6709\u76f8\u540c\u5ef6\u8fdf\u6a21\u5f0f\u4e14\u6ca1\u6709\u5185\u90e8\u72ec\u767d\uff08Inner Monologue\uff09\u7684\u6a21\u578b\u65f6\uff0c\u6211\u4eec\u4f9d\u8d56\u4e8e<strong>\u56f0\u60d1\u5ea6\uff08perplexity\uff09<\/strong>\uff0c\u5e76\u5c06\u5176\u5728\u8bed\u4e49\u548c\u58f0\u5b66\u6807\u8bb0\u4e0a\u53d6\u5e73\u5747\u3002\u7136\u800c\uff0c\u4e0d\u540c\u5ef6\u8fdf\u7684\u6a21\u578b\u4e4b\u95f4\u7684\u56f0\u60d1\u5ea6\u662f\u4e0d\u53ef\u6bd4\u7684\uff0c\u56e0\u4e3a\u5b83\u4eec\u5efa\u6a21\u7684\u662f\u4e0d\u540c\u7684\u6761\u4ef6\u5206\u5e03\u3002\u4e3a\u4e86\u6bd4\u8f83\u4e0d\u540c\u7684\u5ef6\u8fdf\u6a21\u5f0f\uff0c\u6211\u4eec\u901a\u8fc7Whisper\uff08Radford\u7b49\u4eba\uff0c2023\uff09\u8f6c\u5f55\u751f\u6210\u7684\u8bed\u97f3\uff08\u57fa\u4e8e3\u79d2\u7684\u63d0\u793a\uff09\u5e76\u7528\u5916\u90e8\u6587\u672c\u8bed\u8a00\u6a21\u578b\u5bf9\u7ed3\u679c\u8fdb\u884c\u8bc4\u5206\u6765\u8861\u91cfMoshi\u751f\u6210\u53ef\u7406\u89e3\u3001\u4e00\u81f4\u8bed\u97f3\u7684\u80fd\u529b\u3002\u6211\u4eec\u4f9d\u8d56\u4e00\u4e2a\u8f7b\u91cf\u7ea7\u7684\u6587\u672c\u6a21\u578b\u2014\u2014LiteLlama-460M-1T14\u2014\u2014\u56e0\u4e3a\u5b83\u66f4\u9002\u5408\u4e8e\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u7684\u8fde\u7eed\u8bc4\u4f30\u3002\u6211\u4eec\u8fd8\u62a5\u544a\u4e86\u8f6c\u5f55\u672c\u7684\u957f\u5ea6\uff08\u4ee5\u5b57\u7b26\u4e3a\u5355\u4f4d\uff09\uff0c\u56e0\u4e3a\u6211\u4eec\u53d1\u73b0\u5b83\u662f\u4e00\u4e2a\u5f3a\u7684\u6a21\u578b\u8d28\u91cf\u9884\u6d4b\u56e0\u5b50\uff08\u5f31\u6a21\u578b\u901a\u5e38\u4f1a\u5d29\u6e83\u4e3a\u9759\u97f3\uff09\u3002<\/p>\n\n\n\n<p><em>ps\uff1a<strong>\u56f0\u60d1\u5ea6\uff08Perplexity\uff09<\/strong>\u662f\u81ea\u7136\u8bed\u8a00\u5904\u7406\uff08NLP\uff09\u4e2d\u5e38\u7528\u7684\u4e00\u79cd\u8bc4\u4f30\u8bed\u8a00\u6a21\u578b\u7684\u6307\u6807\u3002\u5b83\u8861\u91cf\u7684\u662f\u6a21\u578b\u5bf9\u6d4b\u8bd5\u6570\u636e\u7684\u9884\u6d4b\u80fd\u529b\uff0c\u5373\u6a21\u578b\u5bf9\u6d4b\u8bd5\u96c6\u4e2d\u5355\u8bcd\u5e8f\u5217\u51fa\u73b0\u6982\u7387\u7684\u9884\u6d4b\u51c6\u786e\u5ea6\u3002\u56f0\u60d1\u5ea6\u8d8a\u4f4e\uff0c\u8868\u793a\u6a21\u578b\u5bf9\u6570\u636e\u7684\u9884\u6d4b\u8d8a\u51c6\u786e\u3002<\/em><\/p>\n\n\n\n<p><strong>\u7ed3\u679c &#8211; RQ-Transformer<\/strong> \u88685\u62a5\u544a\u4e86\u4f7f\u7528RQ-Transformer\u7684\u6d88\u878d\u7814\u7a76\u7ed3\u679c\u3002\u6211\u4eec\u9996\u5148\u590d\u5236\u4e86Copet\u7b49\u4eba\uff082023\uff09\u7684\u8bbe\u7f6e\uff0c\u4f7f\u7528[0, 1, 2, 3, 4, 5, 6, 7]\u7684\u5ef6\u8fdf\u6a21\u5f0f\uff0c\u8fd9\u610f\u5473\u7740\u6bcf\u4e2aRVQ\u6807\u8bb0\u7ea7\u522b\u5728\u524d\u4e00\u4e2a\u7ea7\u522b\u4e4b\u540e\u7684\u4e00\u4e2a\u65f6\u95f4\u6b65\u751f\u6210\u3002\u5728\u8fd9\u79cd\u60c5\u51b5\u4e0b\uff0c\u6211\u4eec\u53d1\u73b0\u4f7f\u7528RQ-Transformer\u5e76\u4e0d\u662f\u5fc5\u9700\u7684\uff0c\u56e0\u4e3a\u5b83\u4ec5\u5728\u56f0\u60d1\u5ea6\u4e0a\u6709\u5fae\u5c0f\u7684\u6539\u8fdb\u3002\u7136\u800c\uff0c\u8fd9\u79cd\u5ef6\u8fdf\u6a21\u5f0f\u5bfc\u81f4\u4e868\u4e2a\u65f6\u95f4\u6b65\u7684\u7406\u8bba\u5ef6\u8fdf\uff0c\u5373640\u6beb\u79d2\uff0c\u8fd9\u5bf9\u4e8e\u5b9e\u65f6\u5bf9\u8bdd\u6a21\u578b\u6765\u8bf4\u662f\u4e0d\u517c\u5bb9\u7684\u3002\u56e0\u6b64\uff0c<strong>\u6211\u4eec\u5c06\u5ef6\u8fdf\u51cf\u5c11\u5230240\u6beb\u79d2\uff0c\u4f7f\u7528\u6a21\u5f0f[0, 2, 2, 2, 2, 2, 2, 2]<\/strong>\u3002\u5728\u8fd9\u79cd\u60c5\u51b5\u4e0b\uff0c\u4f7f\u7528RQ-Transformer\u5bf9RVQ\u6807\u8bb0\u8fdb\u884c\u5efa\u6a21\u663e\u8457\u63d0\u9ad8\u4e86\u56f0\u60d1\u5ea6\uff0c\u8d85\u8fc7\u4e86\u4f7f\u7528\u5355\u72ec\u5206\u7c7b\u5934\u7684\u65b9\u6cd5\u3002\u56e0\u6b64\uff0c\u5728\u4e25\u683c\u7684\u5ef6\u8fdf\u7ea6\u675f\u4e0b\uff0cRQ-Transformer\u6210\u4e3aRVQ\u6807\u8bb0\u751f\u6210\u6a21\u578b\u7684\u5173\u952e\u7ec4\u4ef6\u3002<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-8.png\" alt=\"\" class=\"wp-image-20291\" width=\"599\" height=\"181\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-8.png 765w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-8-300x91.png 300w\" sizes=\"(max-width: 599px) 100vw, 599px\" \/><figcaption>\u8868 5\uff1aRQ-Transformer \u4f7f\u7528\u7684\u6d88\u878d\u7814\u7a76\u3002\u6240\u6709\u6a21\u578b\u5747\u4ee5 Helium \u521d\u59cb\u5316\uff0c\u5e76\u5728\u97f3\u9891\u4e0a\u9884\u8bad\u7ec3\u3002\u5f53\u4e0d\u4f7f\u7528 RQ-Transformer \u65f6\uff0c\u6211\u4eec\u4f7f\u7528\u72ec\u7acb\u7684\u5206\u7c7b\u5934\u9884\u6d4b 8 \u4e2a\u7ea7\u522b\u7684\u4ee4\u724c\uff0c\u9075\u5faa Copet \u7b49\u4eba\uff082023\uff09\u7684\u505a\u6cd5\u3002\u8bf7\u6ce8\u610f\uff0c\u56f0\u60d1\u5ea6\u4ec5\u5728\u5177\u6709\u7ed9\u5b9a\u5ef6\u8fdf\u7684\u6a21\u578b\u4e4b\u95f4\u53ef\u6bd4\u8f83\uff0c\u56e0\u4e3a\u5bf9\u4e8e\u8f83\u9ad8\u7684\u4ee4\u724c\uff0c\u5206\u7c7b\u4efb\u52a1\u5728\u5ef6\u8fdf\u66f4\u591a\u65f6\u4f1a\u66f4\u5bb9\u6613\u3002<\/figcaption><\/figure><\/div>\n\n\n\n<p><strong>\u989d\u5916\u7684\u6d88\u878d\u7814\u7a76<\/strong>\uff1a<strong>\u88686\u62a5\u544a\u4e86\u989d\u5916\u7684\u6d88\u878d\u7814\u7a76\uff0c\u5305\u62ec\u989d\u5916\u7684\u5ef6\u8fdf\u6a21\u5f0f\u3001\u8bed\u4e49\u6807\u8bb0\u635f\u5931\u7684\u6743\u91cd\u4ee5\u53ca\u6211\u4eec\u63d0\u51fa\u7684\u5185\u90e8\u72ec\u767d\u7a0b\u5e8f<\/strong>\uff0c\u6240\u6709\u8fd9\u4e9b\u90fd\u4f7f\u7528\u4e86RQ-Transformer\u3002\u9996\u5148\uff0c\u6211\u4eec\u6bd4\u8f83\u4e86\u4e09\u79cd\u4e0e\u5b9e\u65f6\u5bf9\u8bdd\u517c\u5bb9\u7684\u5ef6\u8fdf\u914d\u7f6e\u3002[0, 0, 0, 0, 0, 0, 0, 0]\u6a21\u5f0f\u4ee3\u8868\u4e86\u572812.5Hz Mimi\u6807\u8bb0\u4e0b\u53ef\u4ee5\u83b7\u5f97\u7684\u6700\u5c0f\u5ef6\u8fdf80\u6beb\u79d2\u3002\u5141\u8bb8\u989d\u591680\u6beb\u79d2\u7684\u5ef6\u8fdf\uff08\u4e00\u4e2a\u65f6\u95f4\u6b65\u7684\u5ef6\u8fdf\uff09\u663e\u8457\u63d0\u9ad8\u4e86\u751f\u6210\u8bed\u97f3\u7684\u8d28\u91cf\uff0c\u800c240\u6beb\u79d2\u30103\u4e2astep\u5ef6\u8fdf\u3011\u7684\u5ef6\u8fdf\u5219\u5e26\u6765\u4e86\u8fdb\u4e00\u6b65\u7684\u9002\u5ea6\u6539\u8fdb\u3002\u5728\u65e9\u671f\u5b9e\u9a8c\u4e2d\uff0c\u6211\u4eec\u8fd8\u89c2\u5bdf\u5230<strong>\u6bcf\u4e2aRVQ\u7ea7\u522b\u7684\u4e2a\u522b\u635f\u5931\u4e4b\u95f4\u5b58\u5728\u51b2\u7a81\uff0c\u5c3d\u7ba1\u6bcf\u4e2a\u7ea7\u522b\u5728\u6700\u7ec8\u7684\u53ef\u7406\u89e3\u6027\u548c\u97f3\u9891\u8d28\u91cf\u4e0a\u6bd4\u4e0b\u4e00\u4e2a\u7ea7\u522b\u66f4\u91cd\u8981\u3002<\/strong>\u56e0\u6b64\uff0c\u6211\u4eec\u5bf9\u67b6\u6784\u548c\u8bad\u7ec3\u8fc7\u7a0b\u8fdb\u884c\u4e86<strong>\u4e24\u4e2a\u66f4\u6539<\/strong>\u3002\u9996\u5148\uff0c\u6211\u4eec\u5c06<strong>\u9884\u6d4b\u8bed\u4e49\u6807\u8bb0\u7684\u635f\u5931\u6743\u91cd\u589e\u52a0\u5230100<\/strong>\uff0c\u800c\u5176\u4ed6\u6240\u6709<strong>\u97f3\u9891\u6807\u8bb0\u7ea7\u522b\u7684\u635f\u5931\u6743\u91cd\u4fdd\u6301\u4e3a1<\/strong>\u3002\u8fd9\u8fdb\u4e00\u6b65\u63d0\u9ad8\u4e86\u8bed\u97f3\u7684\u53ef\u7406\u89e3\u6027\u3002\u6b64\u5916\uff0c<strong>\u6211\u4eec\u901a\u8fc7\u4f7f\u7528\u6df1\u5ea6\u53c2\u6570\u5316\uff08\u5982\u7b2c3.4.1\u8282\u6240\u8ff0\uff09\u51cf\u5c11\u4e86RVQ\u7ea7\u522b\u4e4b\u95f4\u7684\u7ade\u4e89\uff0c\u4f7f\u5f97\u6bcf\u4e2aRVQ\u7ea7\u522b\u7531Depth Transformer\u4e2d\u7684\u81ea\u5df1\u7684\u4e00\u7ec4\u6743\u91cd\u9884\u6d4b\uff0c\u800c\u4e0d\u662f\u5728\u5404\u7ea7\u522b\u4e4b\u95f4\u5171\u4eab\u6743\u91cd\u3002<\/strong>\u6700\u540e\uff0c<strong>\u542f\u7528\u5185\u90e8\u72ec\u767d\u5bf9\u751f\u6210\u8bed\u97f3\u7684\u8d28\u91cf\u548c\u957f\u5ea6\u5e26\u6765\u4e86\u6700\u663e\u8457\u7684\u6539\u8fdb\u3002<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"269\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-9-1024x269.png\" alt=\"\" class=\"wp-image-20293\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-9-1024x269.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-9-300x79.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-9-768x202.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-9.png 1213w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><figcaption>\u8868 6\uff1a\u5ef6\u8fdf\u6a21\u5f0f\u3001\u8bed\u4e49\u4ee4\u724c\u6743\u91cd\u548c\u5185\u5fc3\u72ec\u767d\u7684\u6d88\u878d\u7814\u7a76\u3002\u6240\u6709\u6a21\u578b\u5747\u4ee5 Helium \u521d\u59cb\u5316\uff0c\u5728\u97f3\u9891\u4e0a\u9884\u8bad\u7ec3\uff0c\u5e76\u4f7f\u7528 RQ-Transformer\u3002\u6211\u4eec\u8c03\u6574\u8bed\u4e49\u4ee4\u724c\u7684\u6743\u91cd\uff0c\u540c\u65f6\u5c06\u5176\u4ed6\u4ee4\u724c\uff08\u5305\u62ec\u4f7f\u7528\u5185\u5fc3\u72ec\u767d\u65f6\u7684\u6587\u672c\u4ee4\u724c\uff09\u7684\u6743\u91cd\u4fdd\u6301\u4e3a 1\u3002\u7531\u4e8e\u4e0d\u540c\u7684\u5ef6\u8fdf\u6a21\u5f0f\u65e0\u6cd5\u901a\u8fc7\u56f0\u60d1\u5ea6\u8fdb\u884c\u6bd4\u8f83\uff0c\u6211\u4eec\u4ece\u6709\u6548\u96c6\u4e2d\u7684 3 \u79d2\u63d0\u793a\u751f\u6210\u7eed\u5199\uff0c\u7528 Whisper\uff08Radford \u7b49\u4eba\uff0c2023\uff09\u8f6c\u6362\u4e3a\u8f6c\u5f55\uff0c\u5e76\u62a5\u544a\u5176\u4e0e LiteLlama-460M-1T13 \u7684\u8d1f\u5bf9\u6570\u4f3c\u7136\u53ca\u5176\u957f\u5ea6\uff08\u4ee5\u5b57\u7b26\u4e3a\u5355\u4f4d\uff09\uff0c\u4f5c\u4e3a\u8bed\u8a00\u8d28\u91cf\u7684\u4ee3\u7406\u3002<\/figcaption><\/figure>\n\n\n\n<p><strong>\u8ba8\u8bba\uff1a<\/strong>\u9664\u4e86\u67b6\u6784\u548c\u5ef6\u8fdf\u6a21\u5f0f\u7684\u9009\u62e9\uff0c\u8fd9\u4e9b\u6d88\u878d\u7814\u7a76\u8868\u660e\uff0c\u5728\u97f3\u9891\u5230\u97f3\u9891\u7684\u8bbe\u7f6e\u4e2d\uff0c<strong>\u5c06\u6587\u672c\u4ee4\u724c\u5efa\u6a21\u4e3a\u97f3\u9891\u4ee4\u724c\u7684\u524d\u7f00\uff08\u4f7f\u7528 Inner Monologue\uff09\u662f\u975e\u5e38\u6709\u5e2e\u52a9\u7684<\/strong>\u3002\u9274\u4e8e\u6df1\u5ea6\u53c2\u6570\u5316\u548c\u5bf9\u8bed\u4e49\u4ee4\u724c\u6743\u91cd\u8bbe\u5b9a\u4e3a100\u7684\u79ef\u6781\u5f71\u54cd\uff0c\u8fd9\u4e24\u8005\u5728\u6211\u4eec\u540e\u7eed\u7684\u6240\u6709\u5b9e\u9a8c\u4e2d\u5747\u88ab\u4f7f\u7528\uff0c\u540c\u65f6\u4e5f\u7eb3\u5165\u4e86\u6700\u7ec8\u7684\u8bad\u7ec3\u7a0b\u5e8f\u3002\u6b64\u5916\uff0c\u5982\u88681\u6240\u8ff0\uff0c<strong>\u6211\u4eec\u901a\u8fc7\u4ee52\u7684\u58f0\u5b66\u5ef6\u8fdf\u9884\u8bad\u7ec3 Moshi\uff0c\u5e76\u4ee51\u7684\u58f0\u5b66\u5ef6\u8fdf\u8fdb\u884c\u5fae\u8c03\uff0c\u786e\u5b9a\u4e86160\u6beb\u79d2\u3010\uff081+1\uff09*80\u3011\u7684\u7406\u8bba\u5ef6\u8fdf\u3002<\/strong><\/p>\n\n\n\n<h4><strong>Audio Language Modeling<\/strong><\/h4>\n\n\n\n<p><strong>\u6307\u6807\u3002<\/strong>\u6211\u4eec\u9996\u5148\u6d4b\u91cf<strong>Moshi\u5728\u5927\u89c4\u6a21\u97f3\u9891\u6570\u636e\u4e0a\u8fdb\u884c\u4e0b\u4e00\u4e2a\u6807\u8bb0\u9884\u6d4b\u8bad\u7ec3\u65f6\uff0c\u5bf9\u8bed\u97f3\u5e8f\u5217\u5efa\u6a21\u7684\u80fd\u529b\u3002<\/strong>\u4e3a\u6b64\uff0c\u6211\u4eec\u4f9d\u8d56\u4e8e\u201c\u65e0\u6587\u672cNLP\u201d\uff08Lakhotia\u7b49\u4eba\uff0c2021\uff09\u6307\u6807\uff0c\u8fd9\u4e9b\u6307\u6807\u901a\u8fc7\u6bd4\u8f83\u8868\u793a\u4e3a\u97f3\u9891\u6807\u8bb0\u7684\u6b63\u4f8b\u548c\u8d1f\u4f8b\u8bed\u97f3\u793a\u4f8b\u7684\u4f3c\u7136\u6027\u6765\u8bc4\u4f30\u97f3\u9891\u8bed\u8a00\u6a21\u578b\u7684\u8bed\u8a00\u77e5\u8bc6\u3002<\/p>\n\n\n\n<p>\u5177\u4f53\u6307\u6807\uff1a<\/p>\n\n\n\n<ul><li><strong>sWUGGY<\/strong>: \u8bc4\u4f30\u6a21\u578b\u4ece\u8bed\u97f3\u4e2d\u5b66\u4e60\u8bcd\u6c47\u8868\u7684\u80fd\u529b\uff0c\u901a\u8fc7\u6bd4\u8f83\u4e00\u4e2a\u73b0\u6709\u5355\u8bcd\u548c\u4e00\u4e2a\u65e0\u6548\u53d8\u4f53\uff08\u4f8b\u5982\uff0c\u201coxidation\u201d\u548c\u201caccidation\u201d\uff09\u7684\u4f3c\u7136\u6027\u3002<\/li><li><strong>sBLIMP<\/strong>: \u8bc4\u4f30\u8bed\u6cd5\u5bf9\u6bd4\u3002<\/li><li><strong>Spoken StoryCloze<\/strong>&nbsp;(Hassid\u7b49\u4eba\uff0c2023): \u901a\u8fc7\u6bd4\u8f83\u5e38\u8bc6\u6027\u7684\u4e94\u53e5\u6545\u4e8b\uff0c\u6700\u540e\u4e00\u53e5\u8981\u4e48\u4e0e\u4e0a\u4e0b\u6587\u8fde\u8d2f\uff0c\u8981\u4e48\u4e0d\u8fde\u8d2f\uff0c\u4ece\u800c\u8bc4\u4f30\u8bed\u4e49\u5bf9\u6bd4\u3002<\/li><li><strong>Spoken Topic-StoryCloze<\/strong>&nbsp;(Hassid\u7b49\u4eba\uff0c2023): \u8fd9\u662f\u4e00\u4e2a\u53d8\u4f53\uff0c\u5176\u4e2d\u8d1f\u4f8b\u5ef6\u7eed\u662f\u4ece\u4e0d\u76f8\u5173\u7684\u53e5\u5b50\u4e2d\u968f\u673a\u91c7\u6837\uff08\u800c\u4e0d\u662f\u5fae\u5999\u5730\u4e0d\u8fde\u8d2f\uff09\uff0c\u4ece\u800c\u5f97\u5230\u66f4\u9ad8\u7684\u5206\u6570\u3002<\/li><\/ul>\n\n\n\n<p>\u5bf9\u4e8e\u6240\u6709\u8fd9\u4e9b\u6307\u6807\uff0c\u6211\u4eec\u4f7f\u7528\u6309\u5e8f\u5217\u957f\u5ea6\u5f52\u4e00\u5316\u7684\u8d1f<strong>\u5bf9\u6570\u4f3c\u7136\u6765\u8bc4\u5206\u3002<\/strong>\u7531\u4e8e\u6211\u4eec\u7684\u6a21\u578b\u6bcf\u4e2a\u65f6\u95f4\u6b65\u751f\u6210\u591a\u4e2a\u6807\u8bb0\uff0c\u6211\u4eec\u5c06\u6bcf\u4e2a\u65f6\u95f4\u6b65\u7684\u6240\u6709\u6807\u8bb0\u7528\u8bad\u7ec3\u65f6\u4f7f\u7528\u7684\u6743\u91cd\u76f8\u52a0\uff0c\u5373\u8bed\u4e49\u6807\u8bb0\u6743\u91cd\u4e3a100\uff0c\u58f0\u5b66\u6807\u8bb0\u6743\u91cd\u4e3a1\u3002\u6211\u4eec\u4e0d\u5728\u8fd9\u4e9b\u8bc4\u5206\u4e2d\u5305\u62ec\u5185\u90e8\u72ec\u767d\u7684\u6587\u672c\u6807\u8bb0\uff0c\u56e0\u4e3a\u8fd9\u4e9b\u6307\u6807\u65e8\u5728\u6bd4\u8f83\u672a\u7ecf\u8f6c\u5f55\u7684\u97f3\u9891\u5e8f\u5217\uff0c\u5e94\u4ec5\u5728\u97f3\u9891\u6807\u8bb0\u4e0a\u8ba1\u7b97\u3002\u540c\u6837\uff0c\u5728\u6307\u4ee4\u8c03\u4f18\u540e\u8bc4\u4f30\u591a\u6d41\u6a21\u578b\u65f6\uff0c\u6211\u4eec\u53ea\u5bf9\u7528\u6237\u6d41\u5bf9\u5e94\u7684\u6807\u8bb0\u8fdb\u884c\u8bc4\u5206\uff0c\u56e0\u4e3a\u5b83\u4e0d\u5305\u542b\u6587\u672c\u6807\u8bb0\u3002\u6700\u540e\uff0c\u6211\u4eec\u8fd8\u62a5\u544a\u4e86Spirit-LM\u548cMoshi\u5728MMLU\uff08Hendrycks\u7b49\u4eba\uff0c2020\uff09\u4e0a\u7684\u6587\u672c\u7406\u89e3\u8bc4\u4f30\uff08\u4e0d\u5305\u62ec\u97f3\u9891\u6807\u8bb0\uff09\uff0c\u4ee5\u6b64\u8861\u91cf\u97f3\u9891\u8bad\u7ec3\u5982\u4f55\u5f71\u54cd\u539f\u59cb\u68c0\u67e5\u70b9\u7684\u6587\u672c\u77e5\u8bc6\u3002<\/p>\n\n\n\n<p><strong>\u57fa\u51c6\u3002<\/strong>\u6211\u4eec\u5bf9\u6bd4\u4e86\u6765\u81ea\u97f3\u9891\u8bed\u8a00\u5efa\u6a21\u6587\u732e\u4e2d\u7684\u57fa\u7ebf\u6a21\u578b\uff0c\u5728\u4e09\u79cd\u8bbe\u7f6e\u4e0b\u8fdb\u884c\u6bd4\u8f83\u3002\u6211\u4eec\u5728\u4e09\u4e2a\u8bbe\u7f6e\u4e2d\u4e0e\u97f3\u9891\u8bed\u8a00\u5efa\u6a21\u6587\u732e\u4e2d\u7684\u57fa\u51c6\u8fdb\u884c\u6bd4\u8f83\u3002\u7b2c\u4e00\u7c7b\u5305\u62ec\u4ece\u968f\u673a\u521d\u59cb\u5316\u5f00\u59cb\u7684\u4ec5\u97f3\u9891\u6a21\u578b\uff0c\u5305\u62ecGSLM\uff08Lakhotia\u7b49\uff0c2021\uff09\u3001AudioLM\uff08Borsos\u7b49\uff0c2022\uff09\u548cTWIST-1.3B\uff08Hassid\u7b49\uff0c2023\uff09\u3002\u5728\u8fd9\u79cd\u60c5\u51b5\u4e0b\uff0c\u6211\u4eec\u62a5\u544a\u4ec5\u5728\u97f3\u9891\u6570\u636e\u4e0a\u968f\u673a\u521d\u59cb\u5316\u7684\u5355\u6d41Moshi\u7684\u6307\u6807\uff0c\u5e76\u4e14\u6ca1\u6709Inner Monologue\u3002\u7b2c\u4e8c\u7c7b\u5305\u62ec\u4ece\u9884\u8bad\u7ec3\u6587\u672c\u8bed\u8a00\u6a21\u578b\u5f00\u59cb\uff0c\u7136\u540e\u4ec5\u5728\u97f3\u9891\u4e0a\u8bad\u7ec3\u7684\u6a21\u578b\u3002\u8fd9\u5305\u62ecTWIST-13B\uff0c\u4ee5\u53caVoxtLM\u7684\u4ec5\u97f3\u9891\u7248\u672c\uff08Maiti\u7b49\uff0c2023\u5e74\uff0c\u88683\u7684\u7b2c\u4e00\u884c\uff09\u548cSpirit-LM\u7684\u4ec5\u97f3\u9891\u7248\u672c\uff08\u5728\uff08Nguyen\u7b49\uff0c2024\uff0c\u88685\uff09\u4e2d\u62a5\u544a\u4e3a\u201cSpeech Only\u201d\uff09\u3002\u76f8\u5e94\u7684Moshi\u6a21\u578b\u7c7b\u4f3c\u4e8e\u4e0a\u8ff0\u63d0\u5230\u7684\u6a21\u578b\uff08\u4ec5\u97f3\u9891\u6570\u636e\uff0c\u65e0Inner Monologue\uff09\uff0c\u4f46\u4ece\u9884\u8bad\u7ec3\u7684Helium\u68c0\u67e5\u70b9\u5f00\u59cb\u3002\u6700\u540e\u4e00\u7c7b\u7531\u5b9e\u9645\u7684\u591a\u6a21\u6001\u6a21\u578b\u7ec4\u6210\uff0c\u8fd9\u4e9b\u6a21\u578b\u5728\u8bed\u97f3\u548c\u6587\u672c\u6570\u636e\u4e0a\u8054\u5408\u8bad\u7ec3\u3002\u5728\u8fd9\u79cd\u80cc\u666f\u4e0b\uff0c\u6211\u4eec\u62a5\u544aMoshi\u7684\u4e09\u79cd\u914d\u7f6e\u7684\u7ed3\u679c\u3002<strong>\u5355\u6d41\u6570\u636e\u9884\u8bad\u7ec3<\/strong>\uff1a\u62a5\u544aMoshi\u5728\u5355\u6d41\u6570\u636e\u4e0a\u7684\u9884\u8bad\u7ec3\u7ed3\u679c\u3002<strong>\u591a\u6d41\u540e\u8bad\u7ec3\u548c\u5fae\u8c03<\/strong>\uff1a\u62a5\u544a\u6700\u7ec8\u6a21\u578b\u7684\u7ed3\u679c\uff0c\u8be5\u6a21\u578b\u7ecf\u8fc7\u591a\u6d41\u540e\u8bad\u7ec3\u548c\u5fae\u8c03\uff0c\u4f7f\u7528\u771f\u5b9e\u5f55\u97f3\u6765\u8c03\u8282\u5408\u6210\u6570\u636e\u7684\u751f\u6210\u3002<strong>\u5408\u6210\u58f0\u97f3\u7684Moshi<\/strong>\uff1a\u6700\u540e\u4e00\u4e2a\u6a21\u578b\u4e0e\u524d\u4e00\u4e2a\u76f8\u540c\uff0c\u53ea\u662f\u5b83\u4f7f\u7528\u5408\u6210\u58f0\u97f3\u3002<\/p>\n\n\n\n<p>\u8bf7\u6ce8\u610f\uff0c<strong>\u5373\u4f7f\u8fd9\u4e9b\u6a21\u578b\u662f\u7528\u5185\u90e8\u72ec\u767d\u8bad\u7ec3\u7684\uff0c\u5b83\u4eec\u5728\u8bc4\u4f30\u65f6\u4e5f\u4e0d\u4f7f\u7528\u5185\u90e8\u72ec\u767d\uff0c\u4ee5\u63d0\u4f9b\u4e0e\u57fa\u7ebf\u7684\u516c\u5e73\u6bd4\u8f83\u3002<\/strong><\/p>\n\n\n\n<p><strong>\u7ed3\u679c\u3002<\/strong>\u88687\u62a5\u544a\u4e86\u97f3\u9891\u8bed\u8a00\u5efa\u6a21\u7684\u7ed3\u679c\u3002\u5728\u201c\u4ec5\u97f3\u9891 &#8211; \u51b7\u542f\u52a8\u201d\u8bbe\u7f6e\u4e2d\uff0cMoshi\u5df2\u7ecf\u63d0\u4f9b\u4e86\u5f3a\u5927\u7684\u57fa\u51c6\uff0c\u7279\u522b\u662f\u5728sTopic-StoryCloze\u4e0a\u5927\u5e45\u63d0\u9ad8\u4e86\u5148\u524d\u5de5\u4f5c\u7684\u8868\u73b0\u3002\u5f53\u4f7f\u7528Helium\u68c0\u67e5\u70b9\u521d\u59cb\u5316\u5e76\u4ec5\u5728\u97f3\u9891\u6570\u636e\u4e0a\u8bad\u7ec3\u65f6\uff0cMoshi\u5728\u8fd9\u4e00\u7c7b\u522b\u7684\u5927\u591a\u6570\u6307\u6807\u4e0a\u8d85\u8d8a\u4e86\u4ee5\u524d\u7684\u5de5\u4f5c\u3002\u6700\u540e\uff0c\u5c3d\u7ba1\u591a\u6a21\u6001\u8bad\u7ec3\u6539\u5584\u4e86\u8bed\u97f3\u4e2d\u7684\u5e38\u8bc6\u63a8\u7406\uff08\u5982sStoryCloze\u6027\u80fd\u6240\u793a\uff09\uff0c\u4f46\u4e0e\u4ec5\u5728\u97f3\u9891\u6570\u636e\u4e0a\u8bad\u7ec3\u7684\u6a21\u578b\u76f8\u6bd4\uff0c\u6211\u4eec\u89c2\u5bdf\u5230\u5728\u8bcd\u6c47\u548c\u53e5\u6cd5\u5224\u65ad\uff08sWUGGY\u548csBLIMP\uff09\u4e0a\u7684\u6df7\u5408\u6548\u679c\u3002\u7279\u522b\u662f\uff0c\u5355\u6d41\u9884\u8bad\u7ec3\u5728\u4e00\u5b9a\u7a0b\u5ea6\u4e0a\u964d\u4f4e\u4e86sWUGGY\u548csBLIMP\u7684\u8868\u73b0\uff0c\u800c<strong>\u6307\u4ee4\u5fae\u8c03\u4e25\u91cd\u5f71\u54cd\u4e86sWUGGY\uff0c\u8fd9\u610f\u5473\u7740\u53d7\u6307\u4ee4\u5f71\u54cd\u7684\u6a21\u578b\u5728\u89e3\u51b3\u8bcd\u6c47\u5224\u65ad\u65f6\u66f4\u56f0\u96be\u3002\u6211\u4eec\u5047\u8bbe\u8fd9\u4e0e\u5bf9\u4e0d\u540c\u8d28\u91cf\u6570\u636e\u7684\u5fae\u8c03\u6709\u5173\uff0c\u5e76\u4e14\u5bf9\u7528\u6237\u6d41\uff08\u7528\u4e8e\u4e3a\u88687\u4e2d\u6240\u6709\u97f3\u9891\u6307\u6807\u8bc4\u5206\u7684\u53e3\u8bed\u5bf9\uff09\u6a21\u62df\u5608\u6742\u548c\u6df7\u54cd\u6761\u4ef6\uff0c\u8fd9\u4f7f\u5f97\u7ec6\u81f4\u7684\u8bcd\u6c47\u5224\u65ad\u66f4\u96be\u89e3\u51b3<\/strong>\u3002\u6700\u540e\uff0cMoshi\u5728MMLU\u4e0a\u7684\u5f97\u5206\u6bd4Spirit-LM\u9ad8\u51fa12\u5206\uff0c\u4ece\u800c\u5c55\u793a\u4e86\u66f4\u9ad8\u7684\u5e38\u8bc6\u548c\u6587\u672c\u7406\u89e3\u80fd\u529b\u3002\u6211\u4eec\u8fd8\u5f3a\u8c03\uff0cMoshi\u662f\u88687\u4e2d<strong>\u552f\u4e00\u5c06\u8bed\u4e49\u548c\u58f0\u5b66\u4ee4\u724c\u96c6\u6210\u5230\u5355\u4e00\u751f\u6210\u6a21\u578b\u4e2d\u7684\u6a21\u578b<\/strong>\uff0c\u800cAudioLM\u4f7f\u7528\u4e09\u4e2a\u72ec\u7acb\u9636\u6bb5\uff0cVoxTLM\u3001TWIST\u548cSpirit-LM\u4ec5\u5efa\u6a21\u8bed\u4e49\u4ee4\u724c\u5e76\u4f9d\u8d56\u5916\u90e8\u58f0\u7801\u5668\u3002\u56e0\u6b64\uff0cMoshi\u662f\u6b64\u6bd4\u8f83\u4e2d\u552f\u4e00\u80fd\u591f\u5728\u8bed\u97f3\u548c\u6587\u672c\u4e2d\u5c55\u793a\u5f3a\u5927\u8bed\u8a00\u5efa\u6a21\u80fd\u529b\u7684\u6a21\u578b\uff0c\u540c\u65f6\u80fd\u591f\u4ee5\u4efb\u610f\u58f0\u97f3\u548c\u6761\u4ef6\u5efa\u6a21\u8bed\u97f3\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"519\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-10-1024x519.png\" alt=\"\" class=\"wp-image-20319\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-10-1024x519.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-10-300x152.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-10-768x389.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-10.png 1284w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><figcaption>\u88687\uff1a\u97f3\u9891\u548c\u6587\u672c\u8bed\u8a00\u5efa\u6a21\u7684\u6027\u80fd\u3002\u6211\u4eec\u62a5\u544a\u57fa\u4e8e\u8d1f\u5bf9\u6570\u4f3c\u7136\u7684\u51c6\u786e\u7387\uff0c\u5e76\u6309\u5e8f\u5217\u957f\u5ea6\u8fdb\u884c\u6807\u51c6\u5316\u3002MMLU\u57285-shot\u8bbe\u7f6e\u4e0b\u8fdb\u884c\u8bc4\u4f30\u3002\u6cbf\u7528Nguyen\u7b49\uff082024\uff09\u7684\u672f\u8bed\uff0c\u2205\u8868\u793a\u4e0d\u652f\u6301\u7684\u6a21\u6001\uff0c\u800c-\u8868\u793a\u672a\u62a5\u544a\u7684\u6570\u5b57\u3002<\/figcaption><\/figure>\n\n\n\n<p><strong>\u8ba8\u8bba\u3002<\/strong>\u5c3d\u7ba1\u201c\u65e0\u6587\u672cNLP\u201d\u57fa\u51c6\u5e2e\u52a9\u5f00\u53d1\u4e86\u9996\u4e2a\u97f3\u9891\u8bed\u8a00\u6a21\u578b\uff0c\u4f46\u6211\u4eec\u89c2\u5bdf\u5230\u5b83\u4eec\u5728\u5f00\u53d1\u50cfMoshi\u8fd9\u6837\u7684\u5bf9\u8bdd\u6a21\u578b\u65f6\u5e76\u672a\u59cb\u7ec8\u63d0\u4f9b\u826f\u597d\u7684\u6307\u5bfc\u3002\u7279\u522b\u662f\uff0c\u6211\u4eec\u53d1\u73b0<strong>\u5e38\u8bc6\u6307\u6807 <\/strong><strong style=\"font-size: revert;\">Spoken StoryCloze<\/strong><strong> \u4e0e\u8bcd\u6c47<strong style=\"font-size: revert;\">sWUGGY<\/strong> 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class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"522\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-11-1024x522.png\" alt=\"\" class=\"wp-image-20341\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-11-1024x522.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-11-300x153.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-11-768x391.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-11.png 1066w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><figcaption><strong>\u88688\uff1a\u53e3\u8bed\u95ee\u7b54\u8bc4\u4f30<\/strong>\u3002\u5728Web Questions\uff08Berant\u7b49\uff0c2013\uff09\u3001LlaMA-Questions\uff08Nachmani\u7b49\uff0c2024\uff09\u548cTrivia QA\uff08Joshi\u7b49\uff0c2017\uff09\u57fa\u51c6\u4e0a\u8fdb\u884c\u53e3\u8bed\u95ee\u7b54\uff080-shot\uff09\uff0c\u4f7f\u7528TTS\u5f15\u64ce\u5408\u6210\u3002\u5bf9\u4e8e\u524d\u4e24\u4e2a\u57fa\u51c6\uff0c\u6211\u4eec\u4f7f\u7528Nachmani\u7b49\uff082024\uff09\u62a5\u544a\u7684\u6570\u5b57\u3002\u5bf9\u4e8eLlaMA-Questions\uff0c\u6211\u4eec\u4f7f\u7528Nachmani\u7b49\uff082024\uff09\u63d0\u4f9b\u7684\u97f3\u9891\u3002\u5bf9\u4e8eWeb Questions\u548cTrivia QA\uff0c\u6211\u4eec\u5408\u6210\u4e86\u81ea\u5df1\u7684\u97f3\u9891\uff0c\u4fdd\u7559\u4e86\u6240\u6709\u95ee\u9898\u3002\u5bf9\u4e8eMoshi\uff0c\u6211\u4eec\u4ec5\u5728\u6307\u4ee4\u5fae\u8c03\u671f\u95f4\u9884\u5148\u6dfb\u52a0\u4e86\u4e00\u4e2a\u968f\u673a\u5f15\u8a00\u3002\u6211\u4eec\u8fd8\u63d0\u4f9b\u4e86Helium\u6587\u672c\u6a21\u578b\u7684\u6027\u80fd\u4f5c\u4e3a\u5bf9\u7167\u3002<\/figcaption><\/figure>\n\n\n\n<p><strong>\u7ed3\u679c<\/strong>\u3002\u88688\u62a5\u544a\u4e86\u5728\u4e09\u4e2a\u57fa\u51c6\u4e0a\u7684\u51c6\u786e\u7387\u3002\u5c3d\u7ba1\u4ec5\u4f7f\u7528\u97f3\u9891\u7684Moshi\u5728\u5176\u7c7b\u522b\u4e2d\u663e\u8457\u4f18\u4e8e\u57fa\u51c6\uff0c\u4f46<strong>\u6700\u5f15\u4eba\u6ce8\u76ee\u7684\u7ed3\u679c\u662f\u5185\u5fc3\u72ec\u767d\u5bf9Moshi\u6027\u80fd\u7684\u5f71\u54cd\uff0c\u4f7f\u5176\u5728\u6240\u6709\u57fa\u51c6\u4e0a\u7684\u51c6\u786e\u7387\u51e0\u4e4e\u589e\u52a0\u4e86\u4e09\u500d\u3002<\/strong>\u8fd9\u4e00\u70b9\u5c24\u5176\u663e\u8457\uff0c<strong>\u56e0\u4e3a\u5185\u5fc3\u72ec\u767d\u4ec5\u7565\u5fae\u589e\u52a0\u4e86\u63a8\u7406\u6210\u672c\uff08\u6bcf\u4e2a\u591a\u6d41\u65f6\u95f4\u6b65\u9700\u8981\u751f\u621017\u4e2a\u6807\u8bb0\uff0c\u800c\u4e0d\u4f7f\u7528\u5185\u5fc3\u72ec\u767d\u65f6\u4e3a16\u4e2a\uff09\u3002<\/strong>\u6211\u4eec\u518d\u6b21\u5f3a\u8c03\uff0c\u5728\u6240\u6709\u6bd4\u8f83\u7684\u6a21\u578b\u4e2d\uff0cMoshi\u4e0d\u4ec5\u63d0\u4f9b\u4e86\u6700\u4f73\u7684\u53e3\u8bed\u95ee\u7b54\u6027\u80fd\uff0c\u800c\u4e14\u662f\u552f\u4e00\u4e00\u4e2a\u80fd\u591f\u540c\u65f6\u5efa\u6a21\u8bed\u4e49\u548c\u97f3\u9891\u6807\u8bb0\u7684\u6a21\u578b\uff0c\u4ece\u800c\u80fd\u591f\u5728\u591a\u79cd\u6761\u4ef6\u4e0b\u5904\u7406\u4efb\u610f\u58f0\u97f3\u4e4b\u95f4\u7684\u4ea4\u4e92\u3002\u6b64\u5916\uff0c\u4e0d\u4f46Moshi\u663e\u8457\u4f18\u4e8eSpeechGPT\u548cSpectron\uff0c\u800c\u4e14\u5b83\u4e5f\u662f\u552f\u4e00\u4e00\u4e2a\u4e0e\u6d41\u5f0f\u63a8\u7406\u517c\u5bb9\u7684\u6a21\u578b\uff0c\u56e0\u4e3a\u94fe\u5f0f\u6a21\u5f0f\u9700\u8981\u5148\u751f\u6210\u5b8c\u6574\u7684\u6587\u672c\u7b54\u6848\uff0c\u7136\u540e\u518d\u751f\u6210\u8bed\u97f3\uff0c\u800c\u5185\u5fc3\u72ec\u767d\u5219\u4ee5\u6d41\u5f0f\u65b9\u5f0f\u751f\u6210\u4e24\u8005\u3002<\/p>\n\n\n\n<p><strong>\u8ba8\u8bba<\/strong>\u3002\u5c3d\u7ba1Moshi\u8868\u73b0\u5f3a\u52b2\uff0c\u4f46\u6211\u4eec\u89c2\u5bdf\u5230<strong>\u5176\u6027\u80fd\u4f4e\u4e8e\u539f\u59cb\u7684Helium<\/strong>\uff0c\u8fd9\u4e0e\u88687\u4e2d\u62a5\u544a\u7684<strong>MMLU\u4eceHelium\u768454.3\u964d\u81f349.7\u76f8\u4e00\u81f4<\/strong>\u3002<strong>\u867d\u7136Web Questions\u548cLlama Questions\u4e0a\u7684\u9002\u5ea6\u5dee\u5f02\u53ef\u4ee5\u901a\u8fc7\u5728\u97f3\u9891\u6570\u636e\u4e0a\u8fdb\u884c\u8bad\u7ec3\u4ece\u800c\u51cf\u5c11\u7528\u4e8e\u6587\u672c\u77e5\u8bc6\u7684\u53c2\u6570\u91cf\u6765\u89e3\u91ca\uff0c\u4f46\u5728Trivia QA\u4e0a\u7684\u5de8\u5927\u5dee\u5f02\u4fc3\u4f7f\u6211\u4eec\u66f4\u4ed4\u7ec6\u5730\u68c0\u67e5\u9519\u8bef\u6a21\u5f0f\u3002<\/strong>\u6211\u4eec\u53d1\u73b0\uff0c\u7279\u522b\u662f\u591a\u53e5\u63d0\u95ee\uff08\u4f8b\u5982\uff1a\u201c\u300a\u602a\u7269\u7684\u6050\u60e7\u300b\u662f\u4e00\u672c\u7545\u9500\u5c0f\u8bf4\u7684\u65e9\u671f\u6807\u9898\uff0c\u6fc0\u53d1\u4e861970\u5e74\u4ee3\u4e2d\u671f\u7684\u4e00\u90e8\u9ad8\u7968\u623f\u7535\u5f71\u3002\u6700\u7ec8\u5b83\u4ee5\u4ec0\u4e48\u540d\u5b57\u8ba9\u8bfb\u8005\u548c\u89c2\u4f17\u611f\u5230\u6050\u60e7\uff1f\u201d\uff09\u6216\u5177\u6709\u7279\u5b9a\u53e5\u6cd5\u7ed3\u6784\u7684\u95ee\u9898\uff08\u4f8b\u5982\uff1a\u201c\u5728\u4eba\u7c7b\u8eab\u4f53\u4e0a\uff0c\u7622\u75d5\u662f\u4e00\u79cd\u4ec0\u4e48\u7c7b\u578b\u7684\uff1f\u201d\uff09\u5bf9Moshi\u5c24\u5176\u5177\u6709\u6311\u6218\u6027\uff0c\u56e0\u4e3a\u5b83\u5728\u4ee5\u53e3\u8bed\u98ce\u683c\u7684\u5bf9\u8bdd\u4e0a\u8fdb\u884c\u4e86\u5fae\u8c03\uff0c\u800c\u8fd9\u4e9b\u5bf9\u8bdd\u5e76\u6ca1\u6709\u5c55\u793a\u8fd9\u6837\u7684\u6a21\u5f0f\u3002\u56e0\u6b64\uff0c<strong>\u6211\u4eec\u5047\u8bbe\u5728\u5fae\u8c03\u8fc7\u7a0b\u4e2d\u8986\u76d6\u66f4\u591a\u53e5\u6cd5\u573a\u666f\u53ef\u4ee5\u7f29\u5c0f\u8fd9\u4e2a\u5dee\u8ddd\u3002<\/strong><\/p>\n\n\n\n<h4><strong>\u751f\u6210\u5bf9\u8bdd\u7684\u8d28\u91cf\u548c\u7edf\u8ba1\u6570\u636e<\/strong><\/h4>\n\n\n\n<p><strong>\u6307\u6807<\/strong>\u3002\u9664\u4e86\u5355\u8f6e\u95ee\u7b54\u5916\uff0c\u6211\u4eec\u8fd8\u901a\u8fc7<strong>\u5916\u90e8\u8bed\u8a00\u6a21\u578b\u5bf9\u751f\u6210\u5bf9\u8bdd\u7684\u8bed\u8a00\u8d28\u91cf\u8fdb\u884c\u8bc4\u4f30\uff0c\u540c\u65f6\u5173\u6ce8\u8f6e\u6362\uff08turn-taking\uff09\u6307\u6807\u3002<\/strong>\u6211\u4eec\u9075\u5faaNguyen\u7b49\u4eba\uff082023\uff09\u7684\u7814\u7a76\u65b9\u6cd5\u3002\u8f6e\u6362\uff08turn-taking\uff09\u6307\u6807\u5b9a\u4e49\u5982\u4e0b\uff1a<\/p>\n\n\n\n<ul><li><strong>\u95f4\u6b47\u5355\u4f4d\uff08IPU, Inter-Pausal Units\uff09<\/strong>\uff1a\u7531\u81f3\u5c110.2\u79d2\u7684\u9759\u9ed8\u5206\u9694\u7684\u8fde\u7eed\u8bed\u97f3\u6bb5\u3002<\/li><li><strong>\u505c\u987f\uff08Pauses\uff09<\/strong>\uff1a\u540c\u4e00\u8bf4\u8bdd\u8005\u4e4b\u95f4\u7684IPU\u95f4\u7684\u9759\u9ed8\u3002<\/li><li><strong>\u95f4\u9699\uff08Gaps\uff09<\/strong>\uff1a\u4e0d\u540c\u8bf4\u8bdd\u8005\u4e4b\u95f4\u7684IPU\u95f4\u7684\u9759\u9ed8\u3002<\/li><li><strong>\u91cd\u53e0\uff08Overlaps\uff09<\/strong>\uff1a\u53cc\u65b9\u90fd\u6709IPU\u7684\u65f6\u95f4\u3002<\/li><\/ul>\n\n\n\n<p>\u6839\u636eNguyen\u7b49\u4eba\uff082023\uff09\u7684\u7814\u7a76\uff0c<strong>\u8bed\u4e49\u8bc4\u4f30\u4f7f\u7528\u5f00\u6e90\u7684DialoGPT\u6a21\u578b\uff08Zhang\u7b49\uff0c2019\uff09\uff0c\u6211\u4eec\u901a\u8fc7\u4f7f\u7528DialoGPT\u6240\u671f\u671b\u7684&lt;|endoftext|&gt;\u6807\u8bb0\u5c06\u6bcf\u4f4d\u53d1\u8a00\u8005\u5206\u5f00\uff0c\u8ba1\u7b97\u8f6c\u5f55\u5bf9\u8bdd\u7684\u56f0\u60d1\u5ea6\u3002<\/strong>\u6211\u4eec\u4eceFisher\u6570\u636e\u96c6\u4e2d\u968f\u673a\u9009\u62e91000\u4e2a10\u79d2\u7684\u63d0\u793a\uff0c\u5e76\u4f7f\u7528Moshi\u751f\u6210\u7eed\u5199\u3002\u5bf9\u4e8e\u6bcf\u4e2a\u63d0\u793a\uff0c\u751f\u621032\u4e2a\u7eed\u5199\uff0c\u5e76\u63d0\u4f9b3\u79cd\u4e0d\u540c\u6e29\u5ea6\u7684\u7ed3\u679c\uff0c\u56e0\u4e3a\u6e29\u5ea6\u663e\u8457\u5f71\u54cd\u7ed3\u679c\u3002<\/p>\n\n\n\n<p><strong>\u57fa\u7ebf<\/strong>\u3002\u6211\u4eec\u4e0edGSLM\uff08Nguyen\u7b49\uff0c2023\uff09\u8fdb\u884c\u6bd4\u8f83\uff0c\u56e0\u4e3a\u5b83\u4e5f\u662f\u4e00\u4e2a\u5168\u53cc\u5de5\u751f\u6210\u6a21\u578b\uff0c\u57fa\u4e8eFisher\u6570\u636e\u96c6\u8bad\u7ec3\u3002Nguyen\u7b49\uff082023\uff09\u4f7f\u752850\u4e2a\u63d0\u793a\uff0c\u6bcf\u4e2a\u63d0\u793a\u751f\u621050\u4e2a\u7eed\u5199\uff0c\u5e76\u62a5\u544a\u4ed6\u4eec\u5bf9\u8bdd\u6a21\u578b\u7684\u7ed3\u679c\u4ee5\u53ca\u7ea7\u8054\u9876\u7ebf\u6a21\u578b\uff08ASR + LM + TTS\uff09\u3002<\/p>\n\n\n\n<p><strong>\u7ed3\u679c<\/strong>\u3002\u88689\u663e\u793a\uff0c\u5c3d\u7ba1Moshi\u662f\u4e00\u4e2a\u97f3\u9891\u5230\u97f3\u9891\u6a21\u578b\uff0c\u4f46\u5728\u8bed\u8a00\u8d28\u91cf\u65b9\u9762\u8868\u73b0\u4e0e\u7ea7\u8054\u6a21\u578b\u76f8\u5f53\u3002\u4e24\u8005\u7684\u56f0\u60d1\u5ea6\u5747\u4f18\u4e8e\u771f\u5b9e\u6570\u636e\uff0c\u8fd9\u53ef\u4ee5\u89e3\u91ca\u4e3a\u8fd9\u4e9b\u6a21\u578b\u8bad\u7ec3\u4e8e\u4e0eDialoGPT\u8bad\u7ec3\u6570\u636e\u66f4\u76f8\u8fd1\u7684\u6570\u636e\uff0c\u800c\u4e0d\u662fFisher\u6570\u636e\u96c6\u3002\u8fd9\u76f8\u8f83\u4e8eNguyen\u7b49\uff082023\uff09\u4e2d\u975e\u7ea7\u8054\u6a21\u578b\u7684\u8868\u73b0\u662f\u4e00\u4e2a\u663e\u8457\u6539\u8fdb\uff0c\u8be5\u6a21\u578b\u5728\u6b64\u573a\u666f\u4e0b\u65e0\u6cd5\u751f\u6210\u8fde\u8d2f\u7684\u8bed\u97f3\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"249\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-12-1024x249.png\" alt=\"\" class=\"wp-image-20368\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-12-1024x249.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-12-300x73.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-12-768x187.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-12.png 1300w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><figcaption><strong>\u88689\uff1a\u751f\u6210\u5bf9\u8bdd\u7684\u8bed\u8a00\u8d28\u91cf\u548c\u8f6e\u6362\u7edf\u8ba1\u6570\u636e<\/strong>\u3002\u7531\u4e8e\u6211\u4eec\u8bad\u7ec3\u591a\u6d41\u6a21\u578b\u4ee5\u751f\u6210\u5bf9\u8bdd\u7684\u53cc\u65b9\uff0c\u56e0\u6b64\u53ef\u4ee5\u5728\u65e0\u9700\u4e0e\u771f\u5b9e\u7528\u6237\u4e92\u52a8\u7684\u60c5\u51b5\u4e0b\u751f\u6210\u5bf9\u8bdd\u3002\u8fd9\u4f7f\u5f97\u8bc4\u4f30Moshi\u5b66\u4e60\u81ea\u7136\u5bf9\u8bdd\u52a8\u6001\u7684\u80fd\u529b\u6210\u4e3a\u53ef\u80fd\u3002<\/figcaption><\/figure>\n\n\n\n<h4><strong>\u6d41\u5f0f\u8bed\u97f3\u8bc6\u522b\uff08ASR\uff09\u548c\u6587\u672c\u8f6c\u8bed\u97f3\uff08TTS\uff09<\/strong><\/h4>\n\n\n\n<p><strong>\u6307\u6807\u3002<\/strong> \u7b2c3.4.4\u8282\u548c\u9644\u5f55C\u63cf\u8ff0\u4e86\u5982\u4f55\u901a\u8fc7\u7b80\u5355\u5730\u6539\u53d8\u6587\u672c\u548c\u97f3\u9891\u6807\u8bb0\u4e4b\u95f4\u7684\u5ef6\u8fdf\uff0c\u4f7f\u7528Inner Monologue\u63d0\u4f9b\u6d41\u5f0fTTS\u6216\u6d41\u5f0fASR\u7cfb\u7edf\u3002\u6211\u4eec\u63cf\u8ff0\u4e86\u5982\u4f55\u901a\u8fc7\u7b80\u5355\u5730\u6539\u53d8\u6587\u672c\u6807\u8bb0\u548c\u97f3\u9891\u6807\u8bb0\u4e4b\u95f4\u7684\u5ef6\u8fdf\uff0c\u4f7f\u5185\u90e8\u72ec\u767d\uff08Inner Monologue\uff09\u63d0\u4f9b\u6d41\u5f0fTTS\u6216\u6d41\u5f0fASR\u7cfb\u7edf\u3002\u5177\u4f53\u6765\u8bf4\uff0c\u6211\u4eec\u901a\u8fc7\u5c06\u97f3\u9891\u6807\u8bb0\u5ef6\u8fdf2\u79d2\u6765\u8bad\u7ec3\u6d41\u5f0fTTS\u6a21\u578b\uff0c\u4e3a\u6587\u672c\u6807\u8bb0\u63d0\u4f9b\u4e00\u4e9b\u524d\u77bb\uff0c\u5e76\u5728\u63a8\u7406\u65f6\u4f7f\u7528\u6559\u5e08\u5f3a\u5236\uff08teacher forcing\uff09\u6587\u672c\u6807\u8bb0\u3002\u7c7b\u4f3c\u5730\uff0c\u6211\u4eec\u901a\u8fc7\u5c06\u6587\u672c\u6807\u8bb0\u5ef6\u8fdf2\u79d2\u6765\u8bad\u7ec3\u6d41\u5f0fASR\u6a21\u578b\uff0c\u5141\u8bb8\u6a21\u578b\u5728\u751f\u6210\u6587\u672c\u6807\u8bb0\u4e4b\u524d\u5148\u542c\u53d6\u97f3\u9891\u5185\u5bb9\u3002\u5728\u8fd9\u79cd\u60c5\u51b5\u4e0b\uff0c\u5728\u63a8\u7406\u65f6\u6211\u4eec\u5bf9\u97f3\u9891\u6807\u8bb0\u4f7f\u7528\u6559\u5e08\u5f3a\u5236\u3002\u6211\u4eec\u5728TTS\u4e2d\u4f7f\u75280.6\u7684\u6e29\u5ea6\u8fdb\u884c\u751f\u6210\uff0c\u800c\u5728ASR\u4e2d\u4f7f\u7528\u8d2a\u5a6a\u89e3\u7801\uff0c\u5e76\u5728LibriSpeech\uff08Panayotov\u7b49\u4eba\uff0c2015\uff09\u7684test-clean\u5b50\u96c6\u4e0a\u4ee5\u8bcd\u9519\u8bef\u7387\uff08WER\uff09\u8fdb\u884c\u8bc4\u4f30\u3002<strong>\u5bf9\u4e8eTTS\uff0c\u6211\u4eec\u9996\u5148\u4f7f\u7528\u5728LibriSpeech 960\u5c0f\u65f6\u6570\u636e\u4e0a\u5fae\u8c03\u7684HuBERT-Large\uff08Hsu\u7b49\u4eba\uff0c2021\uff09\u8f6c\u5f55\u97f3\u9891\uff0c\u4ec5\u8003\u86514\u523010\u79d2\u4e4b\u95f4\u7684\u5e8f\u5217\uff0c\u4ee5\u4fbf\u4e0eVall-E\u7b49\u57fa\u7ebf\u8fdb\u884c\u6bd4\u8f83\u3002\u6211\u4eec\u5f3a\u8c03\uff0c\u5728\u6211\u4eec\u7684ASR\u548cTTS\u7cfb\u7edf\u7684\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u6ca1\u6709\u4f7f\u7528\u4efb\u4f55LibriSpeech\u6570\u636e\u3002<\/strong><\/p>\n\n\n\n<p><strong>\u7ed3\u679c\u3002<\/strong> \u6211\u4eec\u7684\u6d41\u5f0fTTS\u6a21\u578b\u5728LibriSpeech\u6d4b\u8bd5\u96c6\u4e0a\u7684WER\u4e3a4.7%\uff0c\u4f18\u4e8eVall-E\u76845.9% WER\uff0c\u4f46\u4e0d\u5982NaturalSpeech 3\uff08Ju\u7b49\uff0c2024\uff09\u76841.81%\u3002\u7136\u800c\uff0cMoshi\u53ea\u97002\u79d2\u7684\u524d\u77bb\u6027\uff0c\u800cVall-E\u548cNaturalSpeech 3\u5219\u9700\u8981\u8bbf\u95ee\u5b8c\u6574\u7684\u5e8f\u5217\u3002\u6211\u4eec\u7684ASR\u7cfb\u7edf\u7684WER\u4e3a5.7%\uff0c\u800cStreaming FastConformer\uff08Noroozi\u7b49\uff0c2024\uff09\u5728\u7c7b\u4f3c\u7684\u524d\u77bb\u6027\u4e0b\u83b7\u5f97\u4e863.6%\u3002\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c\u6211\u4eec\u7684ASR\u7cfb\u7edf\u8fd8\u63d0\u4f9b\u4e0e\u6587\u672c\u7684\u5bf9\u9f50\u7684\u65f6\u95f4\u6233\uff0c\u7cbe\u5ea6\u4e3a80\u6beb\u79d2\uff08\u65f6\u5e8f\u53d8\u6362\u5668\u7684\u5e27\u901f\u7387\uff09\u3002<\/p>\n\n\n\n<p><strong>\u8ba8\u8bba\u3002<\/strong> \u8fd9\u6709\u9650\u7684\u5b9e\u9a8c\u5e76\u975e\u65e8\u5728\u4e0e\u6700\u5148\u8fdb\u7684\u7cfb\u7edf\uff08\u5c24\u5176\u662fASR\uff09\u7ade\u4e89\uff0c\u800c\u662f\u65e8\u5728\u5c55\u793aInner Monologue\u7684\u7075\u6d3b\u6027\uff0c\u53ef\u4ee5\u5c06\u591a\u4e2a\u4efb\u52a1\u6620\u5c04\u5230\u540c\u4e00\u6846\u67b6\u4e2d\u3002\u6211\u4eec\u8fd8\u5f3a\u8c03\uff0cLibriSpeech\u6d4b\u8bd5\u96c6\u7684\u6807\u51c6\u8bc4\u4f30\u5e76\u672a\u63d0\u4f9b\u5c55\u793a\u6211\u4eecTTS\u7cfb\u7edf\u5f3a\u5927\u80fd\u529b\u7684\u6d4b\u8bd5\u5e73\u53f0\uff0c\u7279\u522b\u662f\u5728\u591a\u6d41\u5efa\u6a21\u4e2d<strong>\u5efa\u6a21\u4e24\u4e2a\u8bf4\u8bdd\u8005\u7684\u80fd\u529b<\/strong>\uff0c<strong>\u4ee5\u53ca\u751f\u6210\u957f\u8fbe5\u5206\u949f\u7684\u4e00\u81f4\u3001\u81ea\u53d1\u4e14\u5bcc\u6709\u8868\u73b0\u529b\u7684\u5bf9\u8bdd<\/strong>\uff08\u800cVall-E\u53ea\u8bc4\u4f304\u523010\u79d2\u4e4b\u95f4\u7684\u6717\u8bfb\u8bed\u97f3\uff09<strong>\u3002<\/strong>\u6211\u4eec\u5c06\u6d41\u5f0fTTS\u7684\u5168\u9762\u8bc4\u4f30\u7559\u5f85\u672a\u6765\u5de5\u4f5c\u3002<\/p>\n\n\n\n<h4>\u538b\u7f29Moshi\u53ca\u5176\u5bf9\u8bed\u97f3\u8d28\u91cf\u7684\u5f71\u54cd<\/h4>\n\n\n\n<p>\u968f\u7740\u5927\u591a\u6570\u73b0\u4ee3\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLMs\uff09\u7684\u53c2\u6570\u8fbe\u5230\u6570\u5341\u4ebf\uff0c\u6a21\u578b\u5927\u5c0f\u6210\u4e3a\u5728\u8d44\u6e90\u53d7\u9650\u8bbe\u5907\uff08\u4f8b\u5982\uff0c\u4f7f\u7528\u7528\u6237\u7ea7GPU\u7684\u7b14\u8bb0\u672c\u7535\u8111\uff09\u6216\u6a21\u578b\u90e8\u7f72\uff08\u4f8b\u5982\uff0c\u5728\u7ebf\u7f51\u7edc\u6f14\u793a\u670d\u52a1\u591a\u7528\u6237\uff09\u7b49\u5b9e\u9645\u5e94\u7528\u4e2d\u7684\u4e00\u4e2a\u4f17\u6240\u5468\u77e5\u7684\u74f6\u9888\u3002\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\uff0c\u540e\u8bad\u7ec3\u91cf\u5316\uff08PTQ\uff09\u662f\u4e00\u79cd\u5e7f\u6cdb\u4f7f\u7528\u7684\u6548\u7387\u6280\u672f\uff0c\u7528\u4e8e\u538b\u7f29\u6a21\u578b\u6743\u91cd\u548c\u6fc0\u6d3b\uff0c\u4f46\u53ef\u80fd\u4f1a\u5bfc\u81f4\u6027\u80fd\u4e0b\u964d\u3002\u6700\u8fd1\u7684\u7814\u7a76\u8868\u660e\uff0cLLMs\u901a\u5e38\u53ef\u4ee5\u6210\u529f\u91cf\u5316\u4e3a8\u4f4d\u6574\u6570\uff0c\u6709\u65f6\u751a\u81f3\u53ef\u4ee5\u4f7f\u7528\u66f4\u5148\u8fdb\u7684\u6280\u672f\u6765\u5904\u7406\u5f02\u5e38\u6743\u91cd\uff0c\u8fdb\u4e00\u6b65\u964d\u4f4e\u5230\u66f4\u4f4e\u7684\u4f4d\u5bbd\uff08Dettmers\u548cZettlemoyer, 2023; Dettmers\u7b49\u4eba, 2022; Frantar\u7b49\u4eba, 2023; Tseng\u7b49\u4eba, 2024\uff09\u3002\u7136\u800c\uff0c\u5173\u4e8e\u8bed\u97f3\u6a21\u578b\u91cf\u5316\u7684\u6587\u732e\u8fdc\u5c11\u4e8eLLMs\u3002\u56e0\u6b64\uff0c\u5728\u672c\u8282\u4e2d\uff0c\u6211\u4eec\u8c03\u67e5\u91cf\u5316Moshi\u5982\u4f55\u5f71\u54cd\u5176\u6027\u80fd\uff0c\u7279\u522b\u662f\u5728\u8bed\u8a00\u5b66\u548c\u58f0\u5b66\u65b9\u9762\uff0c<strong>\u5f3a\u8c03\u67d0\u4e9b\u7531\u4e8e\u6a21\u578b\u91cf\u5316\u52a0\u5267\u7684\u97f3\u9891\u964d\u8d28\u95ee\u9898\u3002<\/strong><\/p>\n\n\n\n<p><strong>\u91cf\u5316\u683c\u5f0f\u3002<\/strong> \u4e3a\u4e86\u91cf\u5316Moshi\uff0c\u6211\u4eec\u9075\u5faaPTQ\u6587\u732e\u4e2d\u7684\u5e38\u89c1\u8bbe\u8ba1\u9009\u62e9\u3002\u5728\u4ee5\u4e0b\u6240\u6709\u7ed3\u679c\u4e2d\uff0c\u6211\u4eec\u91c7\u7528\u4ee5\u4e0b\u8bbe\u7f6e\uff1a<\/p>\n\n\n\n<p>\uff08i\uff09<strong>\u6fc0\u6d3b\u4ee5bfloat16\u7cbe\u5ea6\uff08BF16\uff09\u5b58\u50a8\uff0c\u5e76\u5728\u6bcf\u4e2a\u7ebf\u6027\u5c42\u7684\u8f93\u5165\u5904\u52a8\u6001\u91cf\u5316\u4e3a8\u4f4d\uff0c\u4f7f\u7528\u5bf9\u79f0\u91cf\u5316\uff08\u5373AbsMax\uff09\uff1b<\/strong><\/p>\n\n\n\n<p>\uff08ii\uff09<strong>\u6a21\u578b\u6743\u91cd\u4f7f\u7528\u975e\u5bf9\u79f0\u91cf\u5316\uff08\u5373MinMax\uff09<\/strong>\u8fdb\u884c\u4e0d\u540c\u4f4d\u5bbd\u548c\u5757\u5927\u5c0f\u7684\u91cf\u5316\u3002\u8fd9\u5305\u62ec\u65f6\u5e8f Transformer\u548c\u6df1\u5ea6Transformer\u7684\u6743\u91cd\u3002\u5b9e\u9645\u4e0a\uff0c\u6211\u4eec\u53d1\u73b0<strong>\u6df1\u5ea6Transformer\u5bf9\u91cf\u5316\u5177\u6709\u76f8\u5f53\u597d\u7684\u9c81\u68d2\u6027\uff0c\u56e0\u4e3a\u4ec5\u4fdd\u6301\u5176\u6743\u91cd\u7684\u9ad8\u7cbe\u5ea6\u5e76\u4e0d\u4f1a\u663e\u8457\u6539\u5584\u97f3\u9891\u8d28\u91cf<\/strong>\u3002<\/p>\n\n\n\n<p>\uff08iii\uff09<strong>\u53ea\u6709\u521d\u59cb\u5d4c\u5165\u5c42\uff08\u6587\u672c\u548c\u97f3\u9891\uff09\u3001RMSNorms\u548cMimi\u7f16\u89e3\u7801\u5668\u4fdd\u6301\u672a\u91cf\u5316<\/strong>\u3002<\/p>\n\n\n\n<p><strong>\u6ce8\u610f<\/strong>\uff1a\u867d\u7136\u6743\u91cd\u8303\u56f4\u8bbe\u7f6e\u4e5f\u662f\u5e38\u89c1\u7684\u505a\u6cd5\uff08Nagel\u7b49\u4eba, 2021\uff09\uff0c\u4f46\u6211\u4eec\u6ca1\u6709\u4f7f\u7528\u5747\u65b9\u8bef\u5dee\uff08MSE\uff09\u5fae\u8c03\u83b7\u5f97\u7684\u91cf\u5316\u5c3a\u5ea6\uff0c\u56e0\u4e3a\u6211\u4eec\u53d1\u73b0\u8fd9\u5bf9\u751f\u6210\u6837\u672c\u7684\u8d28\u91cf\u5f71\u54cd\u5f88\u5c0f\u3002<\/p>\n\n\n\n<p><strong>\u7ed3\u679c &#8211; \u8bed\u8a00\u8bc4\u4f30\u3002<\/strong> \u4e3a\u4e86\u8bc4\u4f30\u91cf\u5316\u5bf9\u6a21\u578b\u63a8\u7406\u80fd\u529b\u7684\u5f71\u54cd\uff0c\u6211\u4eec\u5728MMLU\u57fa\u51c6\u6d4b\u8bd5\u4e0a\u8bc4\u4f30\u4e86\u91cf\u5316\u6a21\u578b\u7684\u6027\u80fd\uff0c\u5305\u62ec\u4f5c\u4e3aMoshi\u57fa\u7840\u7684\u4ec5\u8bad\u7ec3\u6587\u672c\u6570\u636e\u7684<strong>Helium\u57fa\u7840\u6a21\u578b<\/strong>\uff08\u89c1\u886810\uff09\u548c<strong>Moshi\u672c\u8eab<\/strong>\uff08\u89c1\u886811\uff09\u3002\u4e00\u822c\u6765\u8bf4\uff0c<strong>Helium\u5bf9\u91cf\u5316\u66f4\u5177\u9c81\u68d2\u6027<\/strong>\uff0c\u7279\u522b\u5730\uff0c\u5047\u8bbe\u91cf\u5316\u5757\u7684\u5927\u5c0f\u4e3a32\uff0c\u5c06<strong>Helium\u6743\u91cd\u91cf\u5316\u4e3a4\u4f4d\u53ef\u4ee5\u5f97\u5230\u4e00\u4e2a\u7f29\u5c0f3.43\u500d\u7684\u6a21\u578b\uff0c\u5176MMLU\u8bc4\u5206\u4e0e\u6d6e\u70b9\u57fa\u7ebf\u76f8\u5dee\u4e0d\u52302\u5206<\/strong>\u3002\u8be5\u91cf\u5316\u683c\u5f0f\u51e0\u4e4e\u4e0ellama.cpp\u7684Q4_0\u76f8\u540c\uff0c\u56e0\u6b64\u53ef\u4ee5\u65b9\u4fbf\u5730\u7528\u4e8e\u9ad8\u6548\u63a8\u7406\u3002<\/p>\n\n\n\n<p>\u76f8\u6bd4\u4e4b\u4e0b\uff0c\u5bf9Moshi\u4f7f\u7528\u76f8\u540c\u7684\u91cf\u5316\u65b9\u6cd5\u5219\u5bfc\u81f4\u4e86\u6027\u80fd\u7684\u663e\u8457\u4e0b\u964d\uff0cMMLU\u8bc4\u5206\u964d\u4f4e\u4e865\u523010\u5206\u3002\u5728\u5728\u7ebf\u6f14\u793a\u4e2d\uff0c\u6211\u4eec<strong>\u5c06\u6743\u91cd\u4fdd\u6301\u57288\u4f4d\u683c\u5f0f\uff0c\u56e0\u4e3a\u8fd9\u5bfc\u81f4\u6a21\u578b\u7684MMLU\u4e0b\u964d\u7ea62\u5206\uff0c\u800c\u6a21\u578b\u5927\u5c0f\u5927\u7ea6\u662f\u6d6e\u70b9\u57fa\u7ebf\u7684\u4e24\u500d\u3002<\/strong><\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-13.png\" alt=\"\" class=\"wp-image-20405\" width=\"465\" height=\"210\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-13.png 751w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-13-300x135.png 300w\" sizes=\"(max-width: 465px) 100vw, 465px\" \/><figcaption>\u886810\uff1a\u91cf\u5316\u5bf9Helium\u6a21\u578b\u7684\u8bed\u8a00\u5f71\u54cd\uff0c\u4ee5MMLU\u8861\u91cf\u3002\u2018WXA8\u2019\u8868\u793a\u6743\u91cd\u91cf\u5316\u4e3a\u2018X\u2019\u4f4d\uff0c\u6fc0\u6d3b\u91cf\u5316\u4e3a8\u4f4d\uff0c\u4f7f\u7528\u6574\u6570\u6807\u91cfPTQ\u3002\u6a21\u578b\u5927\u5c0f\uff08\u4ee5GygaBytes\u4e3a\u5355\u4f4d\uff09\u5728\u62ec\u53f7\u4e2d\u7ed9\u51fa\uff0c\u57fa\u4e8e\u91cf\u5316\u5757\u5927\u5c0f\u4e3a32\uff0c\u8003\u8651\u4e86\u6a21\u578b\u6743\u91cd\u548c\u4ee5float16\u5b58\u50a8\u7684\u91cf\u5316\u53c2\u6570\u3002\u901a\u8fc7\u8db3\u591f\u7cbe\u7ec6\u7684\u91cf\u5316\u5757\uff0c4\u4f4d\u6a21\u578b\u7684MMLU\u8bc4\u5206\u4ecd\u5728\u6d6e\u70b9\u57fa\u7ebf\u76842\u5206\u4e4b\u5185\u3002<\/figcaption><\/figure><\/div>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large is-resized\"><img loading=\"lazy\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-14-1024x313.png\" alt=\"\" class=\"wp-image-20408\" width=\"620\" height=\"189\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-14-1024x313.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-14-300x92.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-14-768x235.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-14.png 1210w\" sizes=\"(max-width: 620px) 100vw, 620px\" \/><figcaption>\u886811\uff1a\u91cf\u5316\u5bf9Moshi\u6a21\u578b\u7684\u8bed\u8a00\u5f71\u54cd\uff0c\u4ee5MMLU\u8861\u91cf\uff0c\u9488\u5bf9\u7531Inner Monologue\u76f4\u63a5\u751f\u6210\u7684\u6587\u672c\u4ee4\u724c\u7684\u4e0d\u540c\u91cf\u5316Moshi\u6a21\u578b\u8fdb\u884c\u8bc4\u4f30\u3002\u4e0e\u4e4b\u524d\u7684\u8868\u683c\u4e00\u6837\uff0c\u6a21\u578b\u5927\u5c0f\u4ee5\u5757\u5927\u5c0f\u4e3a32\u65f6\u8fdb\u884c\u6307\u793a\u3002<\/figcaption><\/figure><\/div>\n\n\n\n<p><strong>\u7ed3\u679c &#8211; \u97f3\u9891\u8d28\u91cf\u3002<\/strong>\u4e3a\u4e86\u8bc4\u4f30\u91cf\u5316\u6a21\u578b\u751f\u6210\u7684\u6837\u672c\u7684\u97f3\u9891\u8d28\u91cf\uff0c\u6211\u4eec\u4f7f\u7528Lo\u7b49\u4eba\uff082019\uff09\u5728speechmetrics\u4e2d\u5b9e\u73b0\u7684<strong>MOSNet\u6307\u6807<\/strong>\u3002\u5177\u4f53\u6765\u8bf4\uff0c\u6211\u4eec\u4ece<strong>\u672a\u91cf\u5316\u6a21\u578b\u751f\u6210\u4e00\u4e2a\u77ed\u63d0\u793a\uff0864\u4e2a\u4ee4\u724c\uff09\uff0c\u7136\u540e\u4ee5\u6e29\u5ea6t = 0.8\u548c\u5e8f\u5217\u957f\u5ea61024\u4e2a\u4ee4\u724c\u751f\u6210\u6bcf\u4e2a\u91cf\u5316\u6a21\u578b\u7684\u5b8c\u6210\u3002\u6211\u4eec\u91cd\u590d\u6b64\u8fc7\u7a0b500\u6b21\uff0c\u5e76\u62a5\u544a\u975e\u91cd\u53e0\u7a97\u53e3\u7684MOSNet\u5f97\u5206\u5206\u5e03\uff08\u89c1\u56fe5\uff09<\/strong>\u3002\u867d\u7136MOSNet\u5f97\u5206\u5728\u6837\u672c\u4e4b\u95f4\u8868\u73b0\u51fa\u8f83\u5927\u7684\u65b9\u5dee\uff0c<strong>\u4f46\u5728\u5c06\u6a21\u578b\u6743\u91cd\u91cf\u5316\u52304\u4f4d\u540e\uff0c\u97f3\u9891\u8d28\u91cf\u901a\u5e38\u51e0\u4e4e\u6ca1\u6709\u9000\u5316\u3002<\/strong>\u7136\u800c\uff0c\u5bf9\u4e8e\u8f83\u4f4e\u7684\u4f4d\u5bbd\uff0c\u6211\u4eec\u89c2\u5bdf\u5230<strong>MOSNet\u5f97\u5206\u5bf9\u4e00\u4e9b\u66f4\u4e25\u91cd\u7684\u97f3\u9891\u9000\u5316\u7f3a\u4e4f\u654f\u611f\u6027\uff0c\u8fd9\u4e9b\u9000\u5316\u662f\u7531\u6fc0\u8fdb\u91cf\u5316<\/strong>\u5f15\u8d77\u7684\u3002\u4f8b\u5982\uff0c<strong>\u5b83\u65e0\u6cd5\u533a\u5206\u7eaf\u97f3\u9891\u4f2a\u5f71\uff08\u5982\u5608\u6742\u7684\u58f0\u97f3\uff09\u548c\u8bed\u97f3\u6a21\u5f0f\u4e2d\u7684\u4f2a\u5f71\uff08\u5982\u6a21\u578b\u91cd\u590d\u6027\u589e\u52a0\uff09<\/strong>\u3002\u8fd9\u4e0e\u6211\u4eec\u5728\u7b2c5.2\u8282\u4e2d\u89c2\u5bdf\u5230\u7684\u5ba2\u89c2\u548c\u4e3b\u89c2\u97f3\u9891\u8d28\u91cf\u6307\u6807\u4e4b\u95f4\u7f3a\u4e4f\u4e00\u81f4\u6027\u76f8\u7b26\u3002\u6b64\u5916\uff0cMOSNet\u662f\u4e3a\u4e00\u79cd\u975e\u5e38\u4e0d\u540c\u7684\u57fa\u51c6\u8bbe\u8ba1\u7684\uff0c\u5373\u6a21\u4eff\u4eba\u7c7b\u5bf9\u8f6c\u6362\u8bed\u97f3\u7684\u8bc4\u4f30\uff0c\u56e0\u6b64\u5b83\u5bf9\u8fd9\u4e9b\u4f2a\u5f71\u4e0d\u591f\u654f\u611f\u4e5f\u4e0d\u8db3\u4e3a\u5947\u3002<strong>\u76f8\u53cd\uff0c\u4e3a\u4e86\u8861\u91cf\u97f3\u9891\u6837\u672c\u4e2d\u8fd9\u79cd\u9000\u5316\u7684\u5b58\u5728\u6216\u7f3a\u5931\uff0c\u6211\u4eec\u9996\u5148\u89c2\u5bdf\u5230\u67d0\u4e9b\u97f3\u9891\u4f2a\u5f71\u53ef\u4ee5\u901a\u8fc7\u751f\u6210\u7684\u6587\u672c\u548c\u97f3\u9891\u4ee4\u724c\u7684\u71b5\u8c31\u8bc6\u522b\uff1a\u56fe6\u5c55\u793a\u4e86\u4e00\u4e9b\u793a\u4f8b\uff0c\u9644\u5f55D\u4e2d\u8be6\u7ec6\u63cf\u8ff0\u4e86\u4f2a\u5f71\u7c7b\u578b\u53ca\u5176\u6d4b\u91cf\u65b9\u6cd5\u3002<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"275\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-15-1024x275.png\" alt=\"\" class=\"wp-image-20416\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-15-1024x275.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-15-300x81.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-15-768x206.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-15.png 1330w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><figcaption>\u56fe5\uff1a\u6a21\u578b\u538b\u7f29\u5bf9Moshi\u7684\u58f0\u5b66\u5f71\u54cd\u3002\u5bf9\u4e0d\u540c\u4f4d\u5bbd\u538b\u7f29\u6a21\u578b\u751f\u6210\u7684\u6837\u672c\u8fdb\u884cMOSNet\u8bc4\u4f30\u3002\u6211\u4eec\u5728\u975e\u91cd\u53e0\u76845\u79d2\u7a97\u53e3\u4e2d\u8bc4\u4f30MOSNet\u5f97\u5206\uff0c\u5e76\u62a5\u544a\u6bcf\u4e2a\u6a21\u578b\u7684500\u4e2a\u6837\u672c\u7684\u5f97\u5206\u5206\u5e03\u3002<\/figcaption><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"453\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-16-1024x453.png\" alt=\"\" class=\"wp-image-20419\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-16-1024x453.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-16-300x133.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-16-768x340.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-16.png 1236w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" 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et al., 2024\uff09\uff0c\u8be5\u57fa\u51c6\u5728\u591a\u4e2a\u7c7b\u522b\uff08\u4ec7\u6068\u3001\u81ea\u6b8b\u3001\u6b66\u5668\u3001\u72af\u7f6a\u3001\u6027\u3001\u7269\u8d28\uff09\u4e0b\u8bc4\u4f30\u5b89\u5168\u6027\u3002\u9644\u5f55D\u4e2d\u7684\u886818\u62a5\u544a\u4e86\u6211\u4eec\u5728\u8be5\u57fa\u51c6\u4e0a\u7684\u8be6\u7ec6\u6709\u6bd2\u6027\u5206\u6790\u7ed3\u679c\u3002Moshi\u4e0e\u6d41\u884c\u7684\u4ec5\u6587\u672c\u6a21\u578b\u7684\u7efc\u5408\u5f97\u5206\u5982\u4e0b\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"80\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-17-1024x80.png\" alt=\"\" class=\"wp-image-20433\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-17-1024x80.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-17-300x23.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-17-768x60.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-17.png 1311w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" 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class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"488\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-18-1024x488.png\" alt=\"\" class=\"wp-image-20443\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-18-1024x488.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-18-300x143.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-18-768x366.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-18.png 1155w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><figcaption><strong>\u886813\uff1a\u4e0d\u540c\u6a21\u578b\u5728\u65e0\u6761\u4ef6\u751f\u6210\u4e2d\u7684\u8bad\u7ec3\u6570\u636e\u518d\u73b0\u60c5\u51b5<\/strong><br>\u6211\u4eec\u6d4b\u91cf\u6bcf\u4e2a\u6a21\u578b\u5728\u751f\u6210\u8fc7\u7a0b\u4e2d\uff0c\u91cd\u590d\u8bad\u7ec3\u6570\u636e\u4e2d\u6700\u9891\u7e41\u97f3\u9891\u7247\u6bb5\u7684\u6b21\u6570\uff0c\u5e76\u5bf9\u4e0d\u540c\u6e29\u5ea6\u503c\u8fdb\u884c\u6bd4\u8f83\u3002\u901a\u8fc7\u6570\u636e\u96c6\u53bb\u91cd\uff0c\u6211\u4eec\u5728100,000\u6b21\u751f\u6210\u4e2d\u5e76\u672a\u89c2\u5bdf\u5230\u6700\u9891\u7e41\u7247\u6bb5\u7684\u786e\u5207\u518d\u73b0\uff0c\u5373\u4f7f\u5728\u4f7f\u7528\u8be5\u97f3\u9891\u7247\u6bb5\u7684\u524d\u4e09\u79d2\u8fdb\u884c\u63d0\u793a\u65f6\u4e5f\u662f\u5982\u6b64\u3002<\/figcaption><\/figure>\n\n\n\n<p><strong>\u7ed3\u679c\u4e0e\u5fae\u8c03\u7684\u5f71\u54cd<\/strong>\u3002\u6211\u4eec\u89c2\u5bdf\u5230\uff0c\u9884\u8bad\u7ec3\u6a21\u578b\u5728\u539f\u59cb\u6570\u636e\u96c6\u4e0a\u8bad\u7ec3\u65f6\uff0c\u5f80\u5f80\u4f1a\u751f\u6210\u8bad\u7ec3\u96c6\u4e2d\u9891\u7e41\u51fa\u73b0\u7684\u5e8f\u5217\u3002\u91c7\u6837\u6e29\u5ea6\u5bf9\u518d\u73b0\u7387\u6709\u91cd\u8981\u5f71\u54cd\uff1a\u901a\u5e38\u7528\u4e8e\u751f\u6210\u7684\u503c\uff080.6\u20131.0\uff09\u66f4\u5bb9\u6613\u51fa\u73b0\u518d\u73b0\u73b0\u8c61\u3002<strong>\u57281000\u6b21\u751f\u6210\u4e2d\uff0c\u7ecf\u8fc7\u5bf9\u8bdd\u5fae\u8c03\u7684\u6a21\u578b\u5e76\u672a\u751f\u6210\u6700\u9891\u7e41\u7684\u8bad\u7ec3\u5e8f\u5217<\/strong>\u3002\u9700\u8981\u8bf4\u660e\u7684\u662f\uff0c\u5fae\u8c03\u53ef\u80fd\u4f1a\u88ab\u8986\u76d6\uff0c\u56e0\u6b64\u53ef\u80fd\u4e0d\u8db3\u4ee5\u5355\u72ec\u907f\u514d\u518d\u73b0\u73b0\u8c61\u3002<\/p>\n\n\n\n<p><strong>\u7c7b\u4f3c\u4e8e\u6587\u672c\u6a21\u578b\u7684\u60c5\u51b5<\/strong>\uff08Carlini\u7b49\uff0c2022\uff09\uff0c<strong>\u518d\u73b0\u73b0\u8c61\u53d7\u6a21\u578b\u5728\u8bad\u7ec3\u4e2d\u4f7f\u7528\u7279\u5b9a\u5e8f\u5217\u7684\u6b21\u6570\u663e\u8457\u5f71\u54cd\u3002\u56e0\u6b64\uff0c\u6211\u4eec\u901a\u8fc7\u8bc6\u522b\u6240\u6709\u9891\u7e41\u7684\u97f3\u9891\u7247\u6bb5\u5e76\u5728\u8bad\u7ec3\u65f6\u8fc7\u6ee4\u6389\u8fd9\u4e9b\u7247\u6bb5\uff0c\u8bc4\u4f30\u53bb\u91cd\u8bad\u7ec3\u6570\u636e\u96c6\u7684\u5f71\u54cd\u3002\u5728\u886813\u4e2d\uff0c\u6211\u4eec\u89c2\u5bdf\u5230\u8fd9\u4e00\u9884\u5904\u7406\u6b65\u9aa4[<\/strong>\u9644\u5f55B\uff1adeduplicated<strong>]\u5c06\u6700\u9891\u7e41\u5e8f\u5217\u7684\u518d\u73b0\u6b21\u6570\u964d\u81f3\u96f6\uff0c\u5373\u4f7f\u6ca1\u6709\u8fdb\u884c\u5fae\u8c03\u3002<\/strong><\/p>\n\n\n\n<h4><strong>\u7cfb\u7edf\u58f0\u97f3\u4e00\u81f4\u6027<\/strong><\/h4>\n\n\n\n<p>\u4e00\u4e2a\u6f5c\u5728\u7684\u8bed\u97f3\u5230\u8bed\u97f3\u6a21\u578b\u7684\u98ce\u9669\u662f\u672a\u7ecf\u6388\u6743\u7684\u58f0\u97f3\u751f\u6210\u3002\u8be5\u6a21\u578b\u5e94\u8be5\u4f7f\u7528\u5176\u76ee\u6807\u58f0\u97f3\uff0c\u800c\u4e0d\u662f\u53ef\u80fd\u6a21\u4eff\u7528\u6237\u7684\u58f0\u97f3\u3002\u4e3a\u4e86\u8bc4\u4f30Moshi\u5728\u591a\u5927\u7a0b\u5ea6\u4e0a\u91c7\u7528\u7528\u6237\u7684\u58f0\u97f3\u800c\u4e0d\u662f\u76ee\u6807\u58f0\u97f3\uff0c\u6211\u4eec\u4f7f\u7528\u4ee5\u4e0b\u534f\u8bae\uff1a<\/p>\n\n\n\n<ul><li>\u751f\u6210100\u5c0f\u65f6Moshi\u4e0e\u7b2c\u4e8c\u4e2a\u5408\u6210\u53d1\u8a00\u8005\u4e4b\u95f4\u7684\u5bf9\u8bdd\u3002<\/li><li>\u5728\u6bcf\u4e2a\u6bb5\u843d\u4e0a\u8fd0\u884c\u4e00\u4e2a\u8bf4\u8bdd\u4eba\u9a8c\u8bc1\u6a21\u578b\uff08WavLM\uff08Chen\u7b49\uff0c2022\uff09large\uff09\u4ee5\u63d0\u53d6\u8bf4\u8bdd\u4eba\u5d4c\u5165\u3002<\/li><li>\u8ba1\u7b97\u6bcf\u4e2a\u4e3b\u8bf4\u8bdd\u8005\u6bb5\u843d\u7684\u5d4c\u5165\u4e0e\uff08i\uff09\u4e3b\u8bf4\u8bdd\u8005\u7684\u7b2c\u4e00\u4e2a\u6bb5\u843d\u548c\uff08ii\uff09\u751f\u6210\u8bf4\u8bdd\u8005\u7684\u7b2c\u4e00\u4e2a\u6bb5\u843d\u4e4b\u95f4\u7684\u4f59\u5f26\u76f8\u4f3c\u5ea6\u3002<\/li><li>\u6ce8\u610f\uff1a\u6211\u4eec\u6392\u9664\u6240\u6709\u5f00\u59cb\u65f6\u95f4\u572815\u79d2\u4e4b\u524d\u7684\u6bb5\u843d\uff0c\u4ee5\u907f\u514d\u5c06\u4e3b\u8bf4\u8bdd\u8005\u7684\u7b2c\u4e00\u53e5\u4f5c\u4e3a\u53c2\u8003\u3002<\/li><\/ul>\n\n\n\n<p>\u5728\u751f\u6210\u7684\u6570\u636e\u96c6\u4e2d\uff0c\u4e3b\u8bf4\u8bdd\u8005\u7684\u58f0\u97f3\u572810,249\u6b21\uff0898.7%\uff09\u60c5\u51b5\u4e0b\u66f4\u63a5\u8fd1\u4e3b\u8bf4\u8bdd\u8005\u7684\u53c2\u8003\u6bb5\u843d\uff0c\u800c\u5728133\u6b21\uff081.3%\uff09\u60c5\u51b5\u4e0b\u66f4\u63a5\u8fd1\u53e6\u4e00\u8bf4\u8bdd\u8005\u7684\u53c2\u8003\u6bb5\u843d\u3002\u6211\u4eec\u8fd8\u5173\u6ce8\u8bf4\u8bdd\u8005\u7684\u4e00\u81f4\u6027\u968f\u65f6\u95f4\u7684\u6f14\u53d8\u3002\u6839\u636eBorsos\u7b49\uff082023\uff09\uff0c\u6211\u4eec\u8ba1\u7b97\u4e0e\u4e0a\u8ff0\u76f8\u540c\u7684\u6bd4\u4f8b\uff0c\u4f46\u9488\u5bf9\u5728\u7279\u5b9a\u65f6\u95f4\u5f00\u59cb\u7684\u6bb5\u843d\u7ec4\uff0c\u4ee5\u6d4b\u91cf\u968f\u65f6\u95f4\u7684\u6f02\u79fb\u3002\u886814\u663e\u793a\u8bf4\u8bdd\u8005\u7684\u4e00\u81f4\u6027\u5728\u65f6\u95f4\u4e0a\u4fdd\u6301\u7a33\u5b9a\uff0c\u8fd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class=\"wp-block-image\"><figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-19.png\" alt=\"\" class=\"wp-image-20451\" width=\"476\" height=\"80\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-19.png 939w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-19-300x51.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-19-768x130.png 768w\" sizes=\"(max-width: 476px) 100vw, 476px\" \/><figcaption>\u886814\uff1a\u968f\u65f6\u95f4\u53d8\u5316\u7684\u8bf4\u8bdd\u8005\u4e00\u81f4\u6027\u3002\u6211\u4eec\u6d4b\u91cf\u5728\u8ba1\u7b97\u8fdc\u79bb\u53c2\u8003\u6bb5\u843d\u7684\u6bb5\u843d\u7684\u8bf4\u8bdd\u4eba\u5d4c\u5165\u65f6\uff0cMoshi\u7684\u6bb5\u843d\u4e2d\u7684\u8bf4\u8bdd\u4eba\u5d4c\u5165\u4e0e\u5176\u53c2\u8003\u6bb5\u843d\u7684\u76f8\u4f3c\u5ea6\u6709\u591a\u9ad8\uff0c\u76f8\u8f83\u4e8e\u7528\u6237\u7684\u53c2\u8003\u6bb5\u843d\u3002<\/figcaption><\/figure><\/div>\n\n\n\n<h4>Moshi\u751f\u6210\u5185\u5bb9\u7684\u8bc6\u522b\uff1a\u6c34\u5370\u6280\u672f<\/h4>\n\n\n\n<p>\u4e3a\u4e86\u786e\u5b9a\u7ed9\u5b9a\u7684\u97f3\u9891\u662f\u5426\u7531Moshi\u751f\u6210\uff0c\u6211\u4eec\u7814\u7a76\u4e86\u4e24\u79cd\u4e92\u8865\u7684\u89e3\u51b3\u65b9\u6848\uff1a<strong>\u7d22\u5f15\u548c\u6c34\u5370\u3002<\/strong>\u7b2c\u4e00\u79cd\uff0c\u5373<strong>\u97f3\u9891\u7d22\u5f15\uff0c\u4ec5\u5728\u6211\u4eec\u80fd\u591f\u8bbf\u95ee\u751f\u6210\u5185\u5bb9\u7684\u673a\u5668\u65f6\u9002\u7528\uff0c\u4f8b\u5982\u5728Moshi\u6f14\u793a\u7684\u60c5\u51b5\u4e0b\u3002<\/strong>\u6211\u4eec<strong>\u5728\u9644\u5f55B\u4e2d\u63cf\u8ff0\u4e86\u6211\u4eec\u7684\u97f3\u9891\u5339\u914d\u7cfb\u7edf<\/strong>\u3002\u4ee5\u4e0b\u5c0f\u8282\u4e2d\uff0c\u6211\u4eec\u5c06\u66f4\u5177\u4f53\u5730\u8ba8\u8bba<strong>\u6c34\u5370\uff0c\u5176\u76ee\u6807\u662f\u5411\u751f\u6210\u7684\u97f3\u9891\u6dfb\u52a0\u4e0d\u53ef\u5bdf\u89c9\u7684\u6807\u8bb0\u3002<\/strong><\/p>\n\n\n\n<p>\u4fe1\u53f7\u57fa\u7840\u6c34\u5370\u7684\u8bc4\u4f30\u3002\u6211\u4eec<strong>\u8c03\u67e5\u73b0\u6709\u7684\u97f3\u9891\u6c34\u5370\u65b9\u6cd5\u662f\u5426\u53ef\u4ee5\u7528\u4f5c\u91cd\u65b0\u8bc6\u522bMoshi\u751f\u6210\u5185\u5bb9\u7684\u4e00\u79cd\u65b9\u5f0f<\/strong>\u3002\u4e3a\u6b64\uff0c\u6211\u4eec\u5206\u6790\u4e86Audioseal\u65b9\u6cd5\uff08San 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0.2\uff09\uff1b<\/li><li>RVQGAN\uff1a\u6211\u4eec\u4f7f\u7528\u6700\u8fd1\u7684\u5148\u8fdb\u81ea\u7f16\u7801\u5668\uff08Kumar\u7b49\uff0c2023\uff09\u5bf9\u97f3\u9891\u4fe1\u53f7\u8fdb\u884c\u538b\u7f29\u548c\u89e3\u538b\u7f29\u3002\u6211\u4eec\u4f7f\u7528\u516c\u5f00\u53ef\u7528\u7684\u9884\u8bad\u7ec316kHz\u6a21\u578b\uff0c\u8be5\u6a21\u578b\u4e0e\u7b2c5.2\u8282\u4e2d\u7528\u4f5c\u57fa\u7ebf\u768424kHz\u6a21\u578b\u4e0d\u540c\u3002<\/li><li>Mimi\u81ea\u7f16\u7801\u5668\uff1a\u6211\u4eec\u4f7f\u7528\u81ea\u5df1\u7684\u5206\u8bcd\u5668\u5bf9\u4fe1\u53f7\u8fdb\u884c\u538b\u7f29\u548c\u89e3\u538b\u7f29\u3002\u6b64\u64cd\u4f5c\u4f7f\u752824kHz\u97f3\u9891\u8fdb\u884c\uff0c\u56e0\u6b64\u6d89\u53ca\u4e24\u4e2a\u91cd\u91c7\u6837\u9636\u6bb5\uff08\u4ece16kHz\u523024kHz\uff0c\u518d\u56de\u523016kHz\uff09\u3002<\/li><\/ul>\n\n\n\n<p>\u6211\u4eec\u5728\u886815\u4e2d\u62a5\u544a\u4e86\u7ed3\u679c\u3002\u6211\u4eec\u89c2\u5bdf\u5230\uff0c<strong>\u5f53\u97f3\u9891\u672a\u66f4\u6539\u65f6\uff0c\u6807\u8bb0\u7684\u68c0\u6d4b\u7387\u5f88\u9ad8<\/strong>\u3002\u5728\u6fc0\u8fdb\u7684\u7c89\u7ea2\u566a\u58f0\u4e0b\uff0c\u9700\u8981\u76f8\u5bf9\u8f83\u957f\u7684\u5e8f\u5217\u624d\u80fd\u83b7\u5f97\u9ad8\u68c0\u6d4b\u5f97\u5206\u3002\u7136\u800c\uff0c<strong>\u6807\u8bb0\u5bf9\u5f3a\u538b\u7f29\u7684\u9c81\u68d2\u6027\u8f83\u5dee\uff1a\u6211\u4eec\u8003\u8651\u7684\u4e24\u4e2a\u81ea\u7f16\u7801\u5668\u90fd\u5177\u6709\u4f4e\u6bd4\u7279\u7387\uff0c\u56e0\u6b64\u4f1a\u4e22\u5f03\u4e0e\u4fe1\u53f7\u91cd\u6784\u65e0\u5173\u7684\u4efb\u4f55\u5185\u5bb9<\/strong>\u3002\u56e0\u6b64\uff0c\u6211\u4eec\u7684Mimi\u7f16\u89e3\u7801\u5668\u5c06mark\u5220\u9664\u5230\u4e00\u4e2a\u6c34\u5e73\uff0c\u4f7f\u6c34\u5370\u97f3\u9891\u4e0e\u975e\u6c34\u5370\u97f3\u9891\u96be\u4ee5\u533a\u5206\uff0c\u4ece\u800c\u5728\u8fd9\u79cd\u60c5\u51b5\u4e0b\u4f7f\u4fe1\u53f7\u57fa\u7840\u6c34\u5370\u53d8\u5f97\u65e0\u7528\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"314\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-20-1024x314.png\" alt=\"\" class=\"wp-image-20458\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-20-1024x314.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-20-300x92.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-20-768x235.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-20.png 1305w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u5173\u4e8e\u751f\u6210\u97f3\u9891\u6c34\u5370\u7684\u8ba8\u8bba\u3002\u4e0a\u8ff0\u57fa\u4e8e\u91c7\u6837\u7684\u6c34\u5370\u65b9\u6cd5\u7f3a\u4e4f\u5e42\u7b49\u6027\uff0c\u8fd9\u5bf9\u68c0\u6d4b\u5668\u5728\u6d4b\u91cf\u91c7\u6837\u504f\u5dee\u65f6\u7684\u53ef\u9760\u6027\u9020\u6210\u4e86\u95ee\u9898\u3002\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c\u4e3a\u4e86\u4f7f\u8fd9\u4e9b\u65b9\u6cd5\u6b63\u5e38\u5de5\u4f5c\uff0c\u63d0\u4f9b\u54c8\u5e0c\u5bc6\u94a5\u4e0a\u4e0b\u6587\u7684n\u5143\u7ec4\u5728\u591a\u4e2a\u8fde\u7eed\u6807\u8bb0\u671f\u95f4\u5fc5\u987b\u8db3\u591f\u7a33\u5b9a\u3002\u51cf\u5c11\u4e0a\u4e0b\u6587\u957f\u5ea6\u53ef\u4ee5\u63d0\u9ad8\u7a33\u5b9a\u6027\uff0c\u4f46\u4f1a\u5927\u5e45\u589e\u52a0\u4ea7\u751f\u9000\u5316\u97f3\u9891\u5e8f\u5217\u7684\u53ef\u80fd\u6027\uff0c\u7c7b\u4f3c\u4e8e(Holtzman\u7b49\uff0c2019)\u89c2\u5bdf\u5230\u7684\u9000\u5316\u95ee\u9898\u3002<\/p>\n\n\n\n<p>\u867d\u7136\u6211\u4eec\u5c06\u8fd9\u79cd\u91c7\u7528\u57fa\u4e8e\u6587\u672c\u7684\u6c34\u5370\u7684\u65b9\u6cd5\u89c6\u4e3a\u4e00\u4e2a\u8d1f\u9762\u7ed3\u679c\uff0c\u4f46\u5728\u6b64\u6211\u4eec\u8ba8\u8bba\u4e86\u4e00\u4e9b\u53ef\u80fd\u7684\u7ed5\u8fc7\u4e0a\u8ff0\u6807\u8bb0\u7a33\u5b9a\u6027\u95ee\u9898\u7684\u6f5c\u5728\u65b9\u6cd5\uff0c\u901a\u8fc7\u91cd\u65b0\u7f16\u7801\u5b9e\u73b0\uff1a<\/p>\n\n\n\n<ul><li>\u4ec5\u6807\u8bb0RQ\u7684\u7b2c\u4e00\u7ea7\u53ef\u4ee5\u63d0\u9ad8\u7a33\u5b9a\u6027\u3002\u5728\u6211\u4eec\u7684\u521d\u6b65\u5b9e\u9a8c\u4e2d\uff0c\u5c06\u8fd9\u4e9b\u7d22\u5f15\u4f5c\u4e3a\u54c8\u5e0c\u51fd\u6570\u4e2d\u7684\u4e0a\u4e0b\u6587\uff0c\u5e76\u9650\u5236\u5bf9\u4e4b\u524d\u65f6\u95f4\u6233\u7684\u4f9d\u8d56\uff0c\u663e\u8457\u63d0\u9ad8\u4e86\u7a33\u5b9a\u6027\uff08\u5c3d\u7ba1\u8fd8\u4e0d\u591f\uff09\u3002<\/li><li>\u901a\u8fc7\u5728\u79bb\u6563\u6f5c\u5728\u7a7a\u95f4\u4e2d\u6dfb\u52a0\u7279\u5b9a\u635f\u5931\uff0c\u53ef\u4ee5\u6539\u5584\u5e42\u7b49\u6027\uff0c\u4f7f\u97f3\u9891\u6807\u8bb0\u5728\u81ea\u7f16\u7801\u8fc7\u7a0b\u4e2d\u4fdd\u6301\u7a33\u5b9a\u3002<\/li><li>\u8fd9\u79cd\u81ea\u7f16\u7801\u53ef\u80fd\u88ab\u5b66\u4e60\u4e3a\u5bf9\u4fe1\u53f7\u53d8\u6362\u5177\u6709\u9c81\u68d2\u6027\uff0c\u7c7b\u4f3c\u4e8e\u5b66\u4e60\u57fa\u4e8e\u795e\u7ecf\u7f51\u7edc\u7684\u56fe\u50cf\u6c34\u5370\u65f6\u63d0\u51fa\u7684\u65b9\u6848\uff08Zhu\uff0c2018\uff1bFernandez\u7b49\uff0c2022\uff09\u3002\u6839\u636e\u6211\u4eec\u7684\u5206\u6790\uff0c\u589e\u52a0\u5bf9\u9002\u5ea6\u65f6\u95f4\u504f\u79fb\u7684\u5bb9\u5fcd\u5ea6\u5c24\u5176\u91cd\u8981\u3002<\/li><li>\u53ef\u4ee5\u6807\u8bb0\u6587\u672c\u800c\u4e0d\u662f\u97f3\u9891\u3002\u4e00\u4e2a\u7f3a\u70b9\u662f\uff0c\u6587\u672c\u4f5c\u4e3a\u6dfb\u52a0\u6807\u8bb0\u7684\u901a\u9053\u5bb9\u91cf\u8f83\u4f4e\uff0c\u5bf9\u4e8e\u77ed\u5bf9\u8bdd\u6765\u8bf4\u5e76\u4e0d\u8db3\u591f\u3002\u53e6\u4e00\u4e2a\u95ee\u9898\u662f\uff0c\u68c0\u6d4b\u6807\u8bb0\u9700\u8981\u53ef\u9760\u7684\u8f6c\u5f55\u3002<\/li><\/ul>\n\n\n\n<p>\u6700\u540e\u4f46\u5e76\u91cd\u8981\u7684\u662f\uff0c\u9700\u8981\u4e00\u4e9b\u63a2\u7d22\uff0c\u4ee5\u786e\u4fdd\u5728\u5f00\u6e90\u6a21\u578b\u65f6\u53bb\u9664\u6c34\u5370\u7a0b\u5e8f\u5e76\u4e0d\u7b80\u5355\u3002\u4e3e\u4e2a\u4f8b\u5b50\uff0c\u4e0e\u7a33\u5b9a\u6269\u6563\u6a21\u578b\u76f8\u5173\u7684\u5b9e\u73b0\u4e2d\uff0c\u53bb\u9664\u6c34\u5370\u7684\u552f\u4e00\u65b9\u6cd5\u5c31\u662f\u6ce8\u91ca\u6389\u4e00\u884c\u4ee3\u7801\u300222 Sander\u7b49\uff082024\uff09\u7684\u7814\u7a76\u5728\u8fd9\u65b9\u9762\u662f\u4e00\u9879\u6709\u524d\u666f\u7684\u5de5\u4f5c\uff0c\u4ed6\u4eec\u5c55\u793a\u4e86\u68c0\u6d4b\u6a21\u578b\u662f\u5426\u5728\u6c34\u5370\u6587\u672c\u4e0a\u8bad\u7ec3\u662f\u53ef\u80fd\u7684\u3002San Roman\u7b49\uff082024a\uff09\u521a\u521a\u5206\u4eab\u4e86\u4e00\u79cd\u5229\u7528\u8fd9\u4e00\u89c2\u5bdf\u7ed3\u679c\u7684\u65b9\u6cd5\uff1a\u6c34\u5370\u662f\u901a\u8fc7\u8bad\u7ec3\u6570\u636e\u9690\u5f0f\u6dfb\u52a0\u7684\uff0c\u9075\u5faaSablayrolles\u7b49\uff082020\uff09\u63d0\u51fa\u7684\u201c\u653e\u5c04\u6027\u6570\u636e\u201d\u7684\u7cbe\u795e\u3002<\/p>\n\n\n\n<h3> \u7ed3\u8bba<\/h3>\n\n\n\n<p>\u5728\u8fd9\u9879\u5de5\u4f5c\u4e2d\uff0c\u6211\u4eec\u4ecb\u7ecd\u4e86Moshi\uff0c\u9996\u4e2a\u5b9e\u65f6\u5168\u53cc\u5de5\u8bed\u97f3\u5bf9\u8bdd\u7cfb\u7edf\u3002Moshi\u7684\u7b2c\u4e00\u4e2a\u7ec4\u6210\u90e8\u5206\u662fHelium\uff0c\u4e00\u4e2a\u62e5\u670970\u4ebf\u53c2\u6570\u7684\u6587\u672cLLM\uff0c\u5176\u6027\u80fd\u4e0e\u8ba1\u7b97\u9884\u7b97\u76f8\u4f3c\u7684\u5f00\u653e\u6743\u91cd\u6a21\u578b\u7ade\u4e89\u3002\u4e3a\u4e86\u5c06\u97f3\u9891\u7f16\u7801\u4e3a\u9002\u5408\u8bed\u8a00\u5efa\u6a21\u7684\u79bb\u6563\u5355\u5143\uff0c\u6211\u4eec\u5f15\u5165\u4e86Mimi\uff0c\u4e00\u4e2a\u8bed\u4e49\u58f0\u5b66\u795e\u7ecf\u97f3\u9891\u7f16\u89e3\u7801\u5668\uff0c\u5b83\u5728\u4f4e\u6bd4\u7279\u7387\u4e0b\u63d0\u4f9b\u4e86\u6700\u5148\u8fdb\u7684\u97f3\u9891\u8d28\u91cf\uff0c\u540c\u65f6\u4ee5\u4e0e\u5b9e\u65f6\u751f\u6210\u517c\u5bb9\u7684\u4f4e\u5e27\u7387\u8fd0\u884c\u3002\u63a5\u7740\uff0c\u6211\u4eec\u63d0\u51fa\u4e86\u4e00\u79cd\u65b0\u7684\u5c42\u6b21\u5316\u591a\u6d41\u67b6\u6784\uff0c\u652f\u6301\u4ee5\u8bed\u97f3\u5230\u8bed\u97f3\u7684\u65b9\u5f0f\u751f\u6210\u4efb\u610f\u5bf9\u8bdd\u3002\u6b64\u5916\uff0c\u6211\u4eec\u5c55\u793a\u4e86\u901a\u8fc7Inner Monologue\uff0c\u8fd9\u79cd\u65b0\u65b9\u6cd5\u5728\u97f3\u9891\u6807\u8bb0\u524d\u751f\u6210\u6587\u672c\u6807\u8bb0\uff0c\u80fd\u591f\u663e\u8457\u6539\u5584\u8bed\u97f3\u5230\u8bed\u97f3\u7684\u751f\u6210\uff0c\u540c\u65f6\u4fdd\u6301\u6d41\u5f0f\u63a8\u7406\u7684\u517c\u5bb9\u6027\u3002\u6211\u4eec\u7684\u5b9e\u9a8c\u8868\u660e\uff0cMoshi\u5728\u8bed\u97f3\u95ee\u7b54\u548c\u5bf9\u8bdd\u5efa\u6a21\u65b9\u9762\u5c55\u73b0\u4e86\u6700\u5148\u8fdb\u7684\u6c34\u5e73\uff0c\u540c\u65f6\u5728\u4e0d\u751f\u6210\u6709\u5bb3\u5185\u5bb9\u548c\u4fdd\u6301\u58f0\u97f3\u4e00\u81f4\u6027\u65b9\u9762\u663e\u793a\u51fa\u4ee4\u4eba\u6ee1\u610f\u7684\u5b89\u5168\u6027\u3002\u603b\u4e4b\uff0c\u6211\u4eec\u4ecb\u7ecd\u4e86\u4e00\u6574\u5957\u6a21\u578b\u548c\u65b9\u6cd5\uff0c\u4ece\u6587\u672cLLM\u5230\u795e\u7ecf\u97f3\u9891\u7f16\u89e3\u7801\u5668\uff0c\u518d\u5230\u751f\u6210\u97f3\u9891\u6a21\u578b\uff0c\u7ed3\u5408\u6210\u4e00\u4e2a\u5177\u6709160\u6beb\u79d2\u7406\u8bba\u5ef6\u8fdf\u7684\u5b9e\u65f6\u8bed\u97f3\u5bf9\u8bdd\u7cfb\u7edf\uff0c\u80fd\u591f\u8fdb\u884c\u957f\u8fbe5\u5206\u949f\u7684\u590d\u6742\u591a\u8f6e\u5bf9\u8bdd\u3002\u6211\u4eec\u53d1\u5e03\u4e86Mimi\u548cMoshi\uff0c\u4ee5\u4fc3\u8fdb\u6b64\u7c7b\u5e94\u7528\u7684\u53d1\u5c55\u3002\u6b64\u5916\uff0c\u6211\u4eec\u5c55\u793a\u4e86Inner Monologue\u65b9\u6cd5\u5982\u4f55\u901a\u8fc7\u6539\u53d8\u6587\u672c\u548c\u97f3\u9891\u6807\u8bb0\u4e4b\u95f4\u7684\u5ef6\u8fdf\uff0c\u8bbe\u8ba1\u6d41\u5f0fTTS\u548c\u6d41\u5f0fASR\u3002\u6211\u4eec\u76f8\u4fe1\uff0cInner Monologue\u548c\u591a\u6d41\u5efa\u6a21\u5c06\u5728\u8bed\u97f3\u5230\u8bed\u97f3\u548c\u97f3\u9891\u5230\u97f3\u9891\u7684\u5e94\u7528\u4e2d\u4ea7\u751f\u79ef\u6781\u5f71\u54cd\uff0c\u8d85\u8d8a\u5bf9\u8bdd\u5efa\u6a21\u3002<\/p>\n\n\n\n<h3>\u9644\u5f55<\/h3>\n\n\n\n<h4> \u9644\u5f55A. Additional Ablation on Mimi Codec<\/h4>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-27.png\" alt=\"\" class=\"wp-image-20500\" width=\"531\" height=\"284\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-27.png 892w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-27-300x161.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-27-768x412.png 768w\" sizes=\"(max-width: 531px) 100vw, 531px\" \/><figcaption><strong>\u886817<\/strong>\uff1aMimi\u7f16\u89e3\u7801\u5668\u8d85\u53c2\u6570\u7684\u6d88\u878d\u7814\u7a76\u3002\u6211\u4eec\u901a\u8fc7\u62a5\u544a\u5728\u97f3\u7d20ABX\u53ef\u533a\u5206\u6027\u4efb\u52a1\u4e0a\u7684\u9519\u8bef\u7387\u6765\u8bc4\u4f30\u8bed\u4e49\u5efa\u6a21\u3002\u4e3a\u4e86\u8bc4\u4f30\u91cd\u6784\u8d28\u91cf\uff0c\u6211\u4eec\u8ba1\u7b97VisQOL\u548cMOSNet\u3002\u201c\u91cf\u5316\u7387\u201d\u6307\u5728\u8bad\u7ec3\u671f\u95f4\u4ec5\u572850%\u7684\u65f6\u95f4\u5185\u5bf9\u6f5c\u5728\u7a7a\u95f4\u5e94\u7528\u91cf\u5316\uff08\u4e0e\u91cf\u5316\u5668\u4e22\u5f03\u65e0\u5173\uff09\u3002<\/figcaption><\/figure><\/div>\n\n\n\n<h4>\u9644\u5f55B. \u97f3\u9891\u5339\u914d\u4e0e\u53bb\u91cd<\/h4>\n\n\n\n<p>\u6211\u4eec\u5f00\u53d1\u4e86\u4e00\u4e2a\u97f3\u9891\u5339\u914d\u7cfb\u7edf\uff0c\u5176\u76ee\u6807\u6709\u4e24\u4e2a\u65b9\u9762\uff1a<\/p>\n\n\n\n<ol><li><strong>\u6e90\u5185\u5bb9\u53bb\u91cd<\/strong>\uff1a\u53bb\u9664\u9891\u7e41\u7684\u91cd\u590d\u5185\u5bb9\uff0c\u4ee5\u907f\u514d\u8fc7\u62df\u5408\u548c\u6570\u636e\u96c6\u4e2d\u97f3\u9891\u5185\u5bb9\u7684\u8fc7\u5ea6\u518d\u73b0\uff0c\u5982\u7b2c6.2\u8282\u6240\u8bc4\u4f30\u3002<\/li><li><strong>\u7d22\u5f15\u89e3\u51b3\u65b9\u6848<\/strong>\uff1a\u901a\u8fc7\u5728\u751f\u6210\u65f6\u6536\u96c6\u6837\u672c\u7684\u7b7e\u540d\uff0c\u6211\u4eec\u53ef\u4ee5\u76f4\u63a5\u68c0\u7d22\uff0c\u5224\u65ad\u67d0\u4e9b\u5185\u5bb9\u662f\u5426\u7531\u6211\u4eec\u7684\u5728\u7ebf\u6f14\u793a\u751f\u6210\u3002<\/li><\/ol>\n\n\n\n<p>\u6211\u4eec\u7684\u97f3\u9891\u5339\u914d\u89e3\u51b3\u65b9\u6848\u53d7\u5230Wang\uff082003\uff09\u5de5\u4f5c\u7684\u542f\u53d1\uff0c\u56e0\u4e3a\u5b83\u5728\u6548\u7387\u548c\u6709\u6548\u6027\u4e4b\u95f4\u63d0\u4f9b\u4e86\u826f\u597d\u7684\u6298\u8877\u3002\u8be5\u65b9\u6cd5\u662f\u4e00\u4e2a<strong>\u68c0\u7d22\u7cfb\u7edf\uff1a\u7ed9\u5b9a\u4e00\u4e2a\u67e5\u8be2\uff0c\u5b83\u5728\u9884\u5148\u7d22\u5f15\u7684\u6570\u636e\u96c6\u4e2d\u68c0\u6d4b\u76f8\u4f3c\u97f3\u9891\u3002<\/strong>\u5728\u6211\u4eec\u7684\u6848\u4f8b\u4e2d\uff0c\u7b7e\u540d\u8bbe\u8ba1\u66f4\u503e\u5411\u4e8e\u53bb\u91cd\u7528\u4f8b\uff0c\u8fd9\u9700\u8981\u66f4\u9ad8\u7684\u6548\u7387\uff1a\u5f62\u5f0f\u4e0a\uff0c\u6211\u4eec\u9700\u8981\u5c06\u6570\u636e\u96c6\u4e2d\u6bcf\u4e2a\u97f3\u9891\u4e0e\u6574\u4e2a\u6570\u636e\u96c6\u8fdb\u884c\u6bd4\u8f83\uff0c\u8fd9\u5f15\u53d1\u4e86\u6548\u7387\u95ee\u9898\u3002\u7b7e\u540d\u63d0\u53d6\u7684\u8fc7\u7a0b\u5982\u4e0b\u3002<\/p>\n\n\n\n<p><strong>\u661f\u5ea7\u56fe<\/strong>\uff1a\u751f\u6210\u7b7e\u540d\u7684\u7b2c\u4e00\u6b65\u6d89\u53ca\u8ba1\u7b97\u4e00\u7ec4\u79f0\u4e3a\u661f\u5ea7\u56fe\u7684\u5173\u952e\u70b9\u3002\u6211\u4eec\u7684\u7a0b\u5e8f\u53d7\u5230Wang\uff082003\uff09\u7684\u542f\u53d1\uff0c\u5982\u56fe7\u6240\u793a\u3002\u9996\u5148\uff0c\uff081\uff09\u6211\u4eec\u4ece\u97f3\u9891\u4fe1\u53f7\u8ba1\u7b97\u6885\u5c14\u8c31\u56fe\uff0c\u65f6\u95f4\u4ee540Hz\u7684\u9891\u7387\u79bb\u6563\u5316\uff0c\u9891\u7387\u8303\u56f4\u5206\u4e3a64\u4e2a\u9891\u6bb5\u3002\u7136\u540e\uff0c\u6211\u4eec\u5e94\u7528\u4e09\u4e2a\u6ee4\u6ce2\u5668\u4ee5\u9009\u62e9\u65f6\u9891\u4f4d\u7f6e\uff1a\uff082\uff09\u80fd\u91cf\u6ee4\u6ce2\u5668\u786e\u4fdd\u6211\u4eec\u4ec5\u9009\u62e9\u8db3\u591f\u9c81\u68d2\u7684\u4f4d\u7f6e\uff1b\uff083\uff09\u65f6\u95f4\u6ee4\u6ce2\u5668\u548c\uff084\uff09\u9891\u7387\u6ee4\u6ce2\u5668\u786e\u4fdd\u6211\u4eec\u9009\u62e9\u76f8\u5bf9\u4e8e\u65f6\u95f4\u548c\u9891\u7387\u7684\u6781\u5927\u503c\u3002\u8fd9\u4e9b\u6ee4\u6ce2\u5668\u7684\u7ec4\u5408\u662f\uff085\uff09\u4e00\u4e2a\u661f\u5ea7\uff0c\u4ece\u4e2d\u63d0\u53d6\u54c8\u5e0c\u503c\u3002<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-28.png\" alt=\"\" class=\"wp-image-20517\" width=\"463\" height=\"271\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-28.png 895w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-28-300x176.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-28-768x451.png 768w\" sizes=\"(max-width: 463px) 100vw, 463px\" \/><figcaption><strong>\u6885\u5c14\u8c31\u5173\u952e\u70b9\u63d0\u53d6<\/strong>\u3002\u5bf9\u97f3\u9891\u6885\u5c14\u8c31\u5e94\u7528\u4e09\u4e2a\u6ee4\u6ce2\u5668\uff0c\u4ee5\u63d0\u53d6\u4e00\u4e2a\u5173\u952e\u70b9\u7684\u661f\u5ea7\uff0c\u57fa\u4e8e\u8fd9\u4e9b\u5173\u952e\u70b9\u8ba1\u7b97\u54c8\u5e0c\u7b7e\u540d<\/figcaption><\/figure><\/div>\n\n\n\n<p><strong>\u6210\u5bf9\u5339\u914d\u548c\u4e00\u5bf9\u591a\u6bd4\u8f83<\/strong>\u3002\u901a\u8fc7\u6211\u4eec\u7684\u7b7e\u540d\u63d0\u53d6\uff0c\u6211\u4eec\u53ef\u4ee5\u901a\u8fc7\u6bd4\u8f83\u4e24\u4e2a\u97f3\u9891\u7684\u7b7e\u540d\u96c6\u6765\u6bd4\u8f83\u5b83\u4eec\uff0c\u8fd9\u76f8\u5f53\u4e8e\u8ba1\u7b97\u54c8\u5e0c\u952e\u7684\u4ea4\u96c6\u3002\u5f53\u60f3\u8981\u5c06\u67e5\u8be2\u97f3\u9891\u4e0e\u4e00\u4e2a\u5305\u542b\u591a\u4e2a\u97f3\u9891\u7684\u6570\u636e\u96c6\u8fdb\u884c\u6bd4\u8f83\u65f6\uff0c\u4f7f\u7528\u5012\u6392\u6587\u4ef6\u6216\u54c8\u5e0c\u8868\u8fdb\u884c\u6bd4\u8f83\u66f4\u52a0\u9ad8\u6548\u3002\u5728\u8fd9\u79cd\u60c5\u51b5\u4e0b\uff0c\u7d22\u5f15\u7ed3\u6784\u8fd4\u56de\u4e0e\u6bcf\u4e2a\u97f3\u9891\u5339\u914d\u7684\u7b7e\u540d\u5217\u8868\u548c\u5339\u914d\u65f6\u95f4\u6233\u3002\u4e0e Wang\uff082003\uff09\u7c7b\u4f3c\uff0c\u6211\u4eec\u4ec5\u4fdd\u7559\u5728\u65f6\u95f4\u4e0a\u5177\u6709\u4e00\u81f4\u6027\u7684\u5339\u914d\uff0c\u8fd9\u5f97\u76ca\u4e8e\u4e00\u4e2a\u7b80\u5355\u7684\u970d\u592b1D\u65f6\u95f4\u6295\u7968\u65b9\u6848\u3002\u53ef\u9009\u5730\uff0c\u6211\u4eec\u5728\u5339\u914d\u7b7e\u540d\u65f6\u5728\u65f6\u95f4\u6233 tbt_btb\u200b \u548c tft_ftf\u200b \u4e0a\u5f15\u5165 \u00b11 \u7684\u5bb9\u5fcd\u5ea6\u3002\u7531\u4e8e\u8fd9\u4e00\u5bb9\u5fcd\u5ea6\u589e\u52a0\u4e86\u590d\u6742\u6027\uff0c\u56e0\u6b64\u5728\u6570\u636e\u96c6\u53bb\u91cd\u7684\u60c5\u51b5\u4e0b\u6211\u4eec\u4e0d\u4f7f\u7528\u5b83\u3002<\/p>\n\n\n\n<p><strong>\u53bb\u91cd\uff1a\u7b7e\u540d\u878d\u5408\u96c6<\/strong>\u3002\u5bf9\u4e8e\u6211\u4eec\u7684\u53bb\u91cd\u7b56\u7565\uff0c\u6211\u4eec\u9996\u5148\u4ea4\u53c9\u5339\u914d\u6570\u636e\u96c6\u4e2d\u6240\u6709\u97f3\u9891\u7247\u6bb5\uff0c\u5e76\u63d0\u53d6\u8db3\u591f\u9891\u7e41\u53d1\u751f\u7684\u5339\u914d\u7247\u6bb5\uff08\u901a\u5e38 \u2265 10 \u6b21\u5339\u914d\uff09\u3002\u7531\u4e8e\u5b83\u4eec\u7684\u7b7e\u540d\u662f\u5197\u4f59\u7684\uff0c\u6211\u4eec\u5220\u9664\u5728\u76f8\u540c\u76f8\u5bf9\u65f6\u95f4\u6233\u5904\u53d1\u751f\u7684\u6240\u6709\u91cd\u590d\u7b7e\u540d\uff0c\u4ee5\u4ea7\u751f\u4e00\u4e2a\u5355\u4e00\u7684\u91cd\u590d\u7b7e\u540d\u96c6\u3002\u5728\u8bad\u7ec3\u65f6\uff0c\u4e3a\u4e86\u786e\u5b9a\u67d0\u4e2a\u97f3\u9891\u7247\u6bb5\u662f\u5426\u662f\u8981\u8fc7\u6ee4\u7684\u9891\u7e41\u91cd\u590d\u7247\u6bb5\uff0c\u6211\u4eec\u53ea\u9700\u5c06\u5176\u7b7e\u540d\u96c6\u4e0e\u91cd\u590d\u7b7e\u540d\u96c6\u8fdb\u884c\u6bd4\u8f83\u3002\u6362\u53e5\u8bdd\u8bf4\uff0c\u6211\u4eec<strong>\u4ec5\u5728\u5047\u5b9a\u7684\u8bad\u7ec3\u7247\u6bb5\u548c\u5408\u6210\u7684\u91cd\u590d\u7b7e\u540d\u6587\u4ef6\u4e4b\u95f4\u6267\u884c\u7b80\u5355\u7684\u97f3\u9891\u5230\u97f3\u9891\u5339\u914d\u3002<\/strong>\u53ea\u6709\u5728\u5f97\u5206\u4f4e\u4e8e\u9884\u5b9a\u4e49\u7684\u5339\u914d\u9608\u503c\u65f6\uff0c\u6211\u4eec\u624d\u4f1a\u4f7f\u7528\u8be5\u7247\u6bb5\u8fdb\u884c\u8bad\u7ec3\u3002<\/p>\n\n\n\n<h4>\u9644\u5f55C <strong>\u5ef6\u8fdf\u6587\u672c\u8bed\u8a00\u6a21\u578b\u4f5c\u4e3azero-shot\u6d41\u5f0fASR\u548cTTS\uff1a<\/strong><\/h4>\n\n\n\n<p>\u5982\u7b2c3.4.4\u8282\u6240\u8ff0\uff0cMoshi\u6a21\u578b\u97f3\u9891\u6807\u8bb0\uff0c\u5e76\u4e0e\u901a\u8fc7\u7279\u6b8a\u586b\u5145\u6807\u8bb0\u5728\u97f3\u9891\u5e27\u7387\u4e0a\u5bf9\u9f50\u7684\u6587\u672c\u6d41\u7ed3\u5408\uff0c\u5982\u56fe4\u6240\u793a\u3002\u6211\u4eec\u53ef\u4ee5\u901a\u8fc7\u5728\u97f3\u9891\u548c\u6587\u672c\u6807\u8bb0\u4e4b\u95f4\u5f15\u5165\u5ef6\u8fdf\u6765\u8c03\u6574\u6b64\u65b9\u6cd5\u4ee5\u7528\u4e8eASR\u548cTTS\u3002\u5728\u8fd9\u4e24\u79cd\u60c5\u51b5\u4e0b\uff0c\u6a21\u578b\u4ee5\u5168\u6d41\u5f0f\u6a21\u5f0f\u8fd0\u884c\uff0c\u5177\u6709\u56fa\u5b9a\u7684\u5ef6\u8fdf\uff08\u6b64\u5904\u4e3a2\u79d2\uff09\u3002<\/p>\n\n\n\n<p><strong>ASR\u6a21\u5f0f<\/strong>\uff1a\u5982\u679c\u97f3\u9891\u9886\u5148\u4e8e\u6587\u672c\uff0c\u6211\u4eec\u5ffd\u7565\u6a21\u578b\u5bf9\u97f3\u9891\u6807\u8bb0\u7684\u9884\u6d4b\uff0c\u800c\u662f\u4f7f\u7528\u67d0\u4e9b\u97f3\u9891\u8f93\u5165\u7684\u6807\u8bb0\uff0c\u5e76\u81ea\u7531\u91c7\u6837\u6587\u672c\u6807\u8bb0\u3002\u7136\u540e\uff0c\u6587\u672c\u6d41\u5305\u542b\u97f3\u9891\u8f6c\u5f55\uff0c\u5177\u6709\u5355\u8bcd\u7ea7\u7684\u7cbe\u7ec6\u5bf9\u9f50\uff0c\u5982\u56fe8\u6240\u793a\u3002<\/p>\n\n\n\n<p><strong>TTS\u6a21\u5f0f<\/strong>\uff1a\u5982\u679c\u6587\u672c\u9886\u5148\u4e8e\u97f3\u9891\uff0c\u6211\u4eec\u53ef\u4ee5\u5bf9\u79f0\u5730\u63a8\u5bfc\u51fa\u4e00\u4e2aTTS\u5f15\u64ce\u3002\u4e3a\u6b64\uff0c\u6211\u4eec\u9700\u8981\u4e00\u4e2a\u6b63\u786e\u586b\u5145\u7684\u6587\u672c\u6807\u8bb0\u96c6\u3002\u6211\u4eec\u901a\u8fc7\u5141\u8bb8\u6a21\u578b\u81ea\u7531\u91c7\u6837PAD\u548cEPAD\u6807\u8bb0\u4ee5zero-shot\u65b9\u5f0f\u83b7\u5f97\u8fd9\u4e9b\u3002\u5f53\u6a21\u578b\u8bd5\u56fe\u91c7\u6837\u4e0d\u540c\u7684\u6807\u8bb0\u65f6\uff0c\u6211\u4eec\u5c06\u8f93\u5165\u4e0b\u4e00\u4e2a\u8981\u751f\u6210\u7684\u5355\u8bcd\u3002\u9700\u8981\u6ce8\u610f\u7684\u662f\uff0c\u6211\u4eec\u53ef\u4ee5\u901a\u8fc7\u4fdd\u6301\u586b\u5145\u6807\u8bb0\u7684\u5728\u7ebf\u5e73\u5747\u6bd4\u4f8b\u6765\u8fdb\u4e00\u6b65\u63a7\u5236\u8bed\u97f3\u901f\u7387\u3002\u5f53\u8be5\u6bd4\u4f8b\u4f4e\u4e8e\u7ed9\u5b9a\u76ee\u6807\u503c\u65f6\uff0c\u6211\u4eec\u901a\u8fc7\u5728\u5176logits\u4e0a\u5f15\u5165\u5c0f\u7684\u5956\u52b1\uff0c\u786e\u4fdd\u5728\u6240\u6709\u60c5\u51b5\u4e0b\u4fdd\u6301\u5408\u7406\u7684\u901f\u7387\u548c\u826f\u597d\u7684\u53ef\u61c2\u6027\u3002\u6700\u540e\uff0c\u4f7f\u7528\u540c\u65f6\u5305\u542b\u6587\u672c\u548c\u97f3\u9891\u6807\u8bb0\u7684\u524d\u7f00\uff0c\u6211\u4eec\u53ef\u4ee5\u63a7\u5236\u8bf4\u8bdd\u8005\u7684\u58f0\u97f3\u3002\u56fe9\u7ed9\u51fa\u4e86\u8868\u793a\u3002<\/p>\n\n\n\n<p><strong>\u591a\u6d41TTS<\/strong>\uff1a\u6211\u4eec\u5728\u5355\u6d41\u548c\u591a\u6d41\u6a21\u5f0f\u4e2d\u90fd\u4f7f\u7528\u6b64\u673a\u5236\u3002\u5728\u591a\u6d41\u6a21\u5f0f\u4e0b\uff0c\u6a21\u578b\u8f93\u51fa\u4e24\u7ec4\u97f3\u9891\u6807\u8bb0\u3002\u6587\u672c\u5728\u5355\u4e2a\u6d41\u4e2d\u63d0\u4f9b\uff0c\u4f7f\u7528&lt;bos&gt;\u548c&lt;eos&gt;\u6807\u8bb0\u5c06\u6587\u672c\u4e0e\u4e24\u4e2a\u8bf4\u8bdd\u8005\u5206\u5f00\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"493\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-21-1024x493.png\" alt=\"\" class=\"wp-image-20470\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-21-1024x493.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-21-300x144.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-21-768x370.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-21.png 1303w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u56fe8\uff1aMoshi\u7528\u4e8e\u81ea\u52a8\u8bed\u97f3\u8bc6\u522b\uff08ASR\uff09\u65f6\u5efa\u6a21\u7684\u8054\u5408\u5e8f\u5217\u8868\u793a\u3002\u6bcf\u4e00\u5217\u4ee3\u8868\u8054\u5408\u5e8f\u5217\u4e2d\u67d0\u4e2a\u6b65\u9aa4\u7684\u6807\u8bb0\uff08<em>Vs,k<\/em>\uff09\uff0c\u7c7b\u4f3c\u4e8e\u516c\u5f0f6\u4e2d\u7684\u63cf\u8ff0\uff0c\u4f46\u7ecf\u8fc7\u8c03\u6574\u4ee5\u9002\u5e94ASR\u3002\u6587\u672c\u5ef6\u8fdf\u4e862\u79d2\uff0c\u540c\u65f6\u6211\u4eec\u4f7f\u7528\u58f0\u5b66\u6807\u8bb0\u5ef6\u8fdf<em>\u03c4 = 2<\/em>\u3002\u6807\u8bb0\u4ece\u5e95\u90e8\u5230\u9876\u90e8\u5728\u6df1\u5ea6Transformer\u4e2d\u8fdb\u884c\u9884\u6d4b\u3002\u97f3\u9891\u6807\u8bb0\u4e0e\u8f93\u5165\u97f3\u9891\u4fdd\u6301\u4e00\u81f4\uff0c\u800c\u6587\u672c\u6807\u8bb0\u5219\u81ea\u7531\u91c7\u6837\u3002\u8fd9\u8fd8\u63d0\u4f9b\u4e86\u7cbe\u786e\u7684\u5355\u8bcd\u65f6\u95f4\u6233\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"635\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-22-1024x635.png\" alt=\"\" class=\"wp-image-20474\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-22-1024x635.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-22-300x186.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-22-768x477.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-22.png 1320w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u56fe9\uff1aMoshi\u5728\u6587\u672c\u5230\u8bed\u97f3\uff08TTS\uff09\u6a21\u5f0f\u4e0b\u5efa\u6a21\u7684\u8054\u5408\u5e8f\u5217\u8868\u793a\u3002\u6bcf\u4e00\u5217\u4ee3\u8868\u8054\u5408\u5e8f\u5217\u4e2d\u67d0\u4e2a\u6b65\u9aa4\u7684\u6807\u8bb0\uff08Vs,k\uff09\uff0c\u7c7b\u4f3c\u4e8e\u516c\u5f0f6\u4e2d\u7684\u63cf\u8ff0\uff0c\u4f46\u7ecf\u8fc7\u8c03\u6574\u4ee5\u9002\u5e94TTS\u3002\u97f3\u9891\u5ef6\u8fdf\u4e862\u79d2\uff0c\u540c\u65f6\u6211\u4eec\u4f7f\u7528\u58f0\u5b66\u6807\u8bb0\u5ef6\u8fdf\u03c4 = 2\u3002\u6807\u8bb0\u4ece\u5e95\u90e8\u5230\u9876\u90e8\u5728\u6df1\u5ea6Transformer\u4e2d\u8fdb\u884c\u9884\u6d4b\u3002\u6587\u672c\u9884\u6d4b\u901a\u5e38\u88ab\u5ffd\u7565\uff0c\u800c\u662f\u4f7f\u7528\u8981\u751f\u6210\u7684\u6587\u672c\u7684\u6807\u8bb0\u3002\u7136\u800c\uff0c\u8fd9\u4e2a\u6587\u672c\u8f93\u5165\u7f3a\u4e4f\u586b\u5145\u6807\u8bb0\u3002<strong>\u5728\u6bcf\u4e2a\u5355\u8bcd\u7ed3\u675f\u65f6\uff0c\u6211\u4eec\u5141\u8bb8\u6a21\u578b\u81ea\u7531\u91c7\u6837PAD\u548cEPAD\u6807\u8bb0\u3002\u5982\u679c\u6a21\u578b\u5c1d\u8bd5\u91c7\u6837\u5176\u4ed6\u6807\u8bb0\uff0c\u6211\u4eec\u5219\u4f7f\u7528\u4e0b\u4e00\u4e2a\u5355\u8bcd\u7684\u6807\u8bb0\u3002\u8bed\u4e49\u548c\u58f0\u5b66\u97f3\u9891\u6807\u8bb0\u6b63\u5e38\u91c7\u6837\uff0c\u7531\u4e8e\u4f7f\u7528\u7684\u5ef6\u8fdf\u800c\u9690\u5f0f\u5730\u4f9d\u8d56\u4e8e\u6587\u672c\u3002\u901a\u8fc7\u8bb0\u5f55\u7ed9\u5b9a\u5355\u8bcd\u88ab\u6a21\u578b\u6d88\u8017\u7684\u65f6\u95f4\uff0c\u8fd9\u79cd\u65b9\u6cd5\u8fd8\u63d0\u4f9b\u4e86\u751f\u6210\u97f3\u9891\u4e2d\u5355\u8bcd\u7684\u7cbe\u7ec6\u5bf9\u9f50\u3002<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"724\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-23-1024x724.png\" alt=\"\" class=\"wp-image-20478\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-23-1024x724.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-23-300x212.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-23-768x543.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-23.png 1209w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h4><strong>\u9644\u5f55 F. \u5408\u6210\u8f6c\u5f55\u751f\u6210\u7528\u4e8e\u5fae\u8c03<\/strong><\/h4>\n\n\n\n<p>\u5408\u6210\u8f6c\u5f55\u751f\u6210\u7528\u4e8e\u5fae\u8c03\uff0c\u6211\u4eec\u63d0\u4f9b\u5408\u6210\u8f6c\u5f55\u7684\u793a\u4f8b\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"936\" height=\"766\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-24.png\" alt=\"\" class=\"wp-image-20483\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-24.png 936w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-24-300x246.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-24-768x629.png 768w\" sizes=\"(max-width: 936px) 100vw, 936px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"879\" height=\"568\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-25.png\" alt=\"\" class=\"wp-image-20484\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-25.png 879w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-25-300x194.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-25-768x496.png 768w\" sizes=\"(max-width: 879px) 100vw, 879px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"888\" height=\"613\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-26.png\" alt=\"\" class=\"wp-image-20486\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-26.png 888w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-26-300x207.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-26-768x530.png 768w\" sizes=\"(max-width: 888px) 100vw, 888px\" \/><\/figure>\n","protected":false},"excerpt":{"rendered":"<p>\u81ea\u7136\u804a\u5929\uff0c\u60c5\u7eea\u4e30\u5bcc\uff0c\u968f\u610f\u6253\u65ad\uff0c\u62d2\u7edd\u5446\u677f\u548c\u56de\u5408\u5236\uff01 \u6765\u81ea\u6cd5\u56fd\u7684\u521d\u521b\u56e2\u961fKyutai\uff0c\u53d1\u5e03\u4e86\u8fd9\u4e2a\u5bf9\u6807GPT-4o\u7684 &hellip; <a href=\"http:\/\/139.9.1.231\/index.php\/2024\/10\/01\/moshi-gpt-4o\/\" class=\"more-link\">\u7ee7\u7eed\u9605\u8bfb<span class=\"screen-reader-text\">Moshi-\u7528\u4e8e\u5b9e\u65f6\u5bf9\u8bdd\u7684\u8bed\u97f3\u6587\u672c\u57fa\u7840\u6a21\u578b[Kyutai]<\/span><\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[21,4,9,38,34],"tags":[],"_links":{"self":[{"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts\/19533"}],"collection":[{"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/comments?post=19533"}],"version-history":[{"count":860,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts\/19533\/revisions"}],"predecessor-version":[{"id":27386,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts\/19533\/revisions\/27386"}],"wp:attachment":[{"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/media?parent=19533"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/categories?post=19533"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/tags?post=19533"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}