{"id":24232,"date":"2025-01-26T17:48:52","date_gmt":"2025-01-26T09:48:52","guid":{"rendered":"http:\/\/139.9.1.231\/?p=24232"},"modified":"2025-02-05T10:26:04","modified_gmt":"2025-02-05T02:26:04","slug":"baichuan-omni-1-5","status":"publish","type":"post","link":"http:\/\/139.9.1.231\/index.php\/2025\/01\/26\/baichuan-omni-1-5\/","title":{"rendered":"Baichuan-Omni-1.5 \u591a\u6a21\u6001\u8bed\u97f3\u5927\u6a21\u578b"},"content":{"rendered":"\n<p class=\"has-text-align-center\"><strong>Baichuan-Omni-1.5&nbsp;<a href=\"https:\/\/huggingface.co\/baichuan-inc\/Baichuan-Omni-1d5\">\ud83e\udd17<\/a>&nbsp;| Baichuan-Omni-1.5-Base&nbsp;<a href=\"https:\/\/huggingface.co\/baichuan-inc\/Baichuan-Omni-1d5-Base\">\ud83e\udd17<\/a>&nbsp;| \u6280\u672f\u62a5\u544a&nbsp;<a href=\"https:\/\/github.com\/baichuan-inc\/Baichuan-Omni-1.5\/blob\/main\/baichuan_omni_1_5.pdf\">\ud83d\udcd6<\/a><\/strong><\/p>\n\n\n\n<p class=\"has-text-align-center\"><strong>OpenMM-Medical&nbsp;<a href=\"https:\/\/huggingface.co\/datasets\/baichuan-inc\/OpenMM_Medical\">\ud83e\udd17<\/a>&nbsp;| OpenAudioBench&nbsp;<a href=\"https:\/\/huggingface.co\/datasets\/baichuan-inc\/OpenAudioBench\">\ud83e\udd17<\/a><\/strong><\/p>\n\n\n\n<p class=\"has-light-gray-background-color has-background\"><strong>Github:<\/strong> <a href=\"https:\/\/github.com\/baichuan-inc\/Baichuan-Omni-1.5\/\" target=\"_blank\" rel=\"noreferrer noopener\"><strong><em>https:\/\/github.com\/baichuan-inc\/Baichuan-Omni-1.5\/<\/em><\/strong><\/a><\/p>\n\n\n\n<p>Baichuan-Omni-1.5 \u662f Baichuan-omni \u7cfb\u5217\u7684\u6700\u65b0\u3001\u6027\u80fd\u4e00\u6d41\u6a21\u578b\u3002\u8be5\u6a21\u578b\u901a\u8fc7\u7aef\u5230\u7aef\u65b9\u5f0f\u8bad\u7ec3\u548c\u63a8\u7406\u3002\u4e0e\u5176\u4ed6\u5f00\u6e90\u6a21\u578b\u76f8\u6bd4\uff0cBaichuan-Omni-1.5 \u5728\u6587\u672c\u3001\u56fe\u50cf\u3001\u97f3\u9891\u548c\u89c6\u9891\u8f93\u5165\u7684\u7406\u89e3\u80fd\u529b\u6709\u663e\u8457\u63d0\u5347\uff0c\u5e76\u652f\u6301\u4e86\u53ef\u63a7\u7684\u5b9e\u65f6\u8bed\u97f3\u5bf9\u8bdd\u548c\u591a\u6a21\u6001\u5b9e\u65f6\u4ea4\u4e92\u7684\u65b0\u529f\u80fd\u3002\u6b64\u5916\uff0cBaichuan-Omni-1.5 \u4e5f\u662f\u76ee\u524d\u6700\u51fa\u8272\u7684\u5f00\u6e90\u533b\u7597\u591a\u6a21\u6001\u6a21\u578b\u3002Baichuan-Omni-1.5 \u7684\u4e3b\u8981\u7279\u6027\u5305\u62ec\uff1a<\/p>\n\n\n\n<ul><li><strong>\u591a\u6a21\u6001\u7406\u89e3\u548c\u4ea4\u4e92\u80fd\u529b\uff1a<\/strong>&nbsp;Baichuan-Omni-1.5 \u63a5\u53d7\u56fe\u50cf\u3001\u89c6\u9891\u3001\u6587\u672c\u3001\u97f3\u9891\u4f5c\u4e3a\u8f93\u5165\uff0c\u5e76\u751f\u6210\u9ad8\u8d28\u91cf\u6587\u672c\u548c\u8bed\u97f3\u8f93\u51fa\uff0c\u80fd\u591f<strong>\u5728\u4e0d\u635f\u5bb3\u4efb\u4f55\u6a21\u6001\u80fd\u529b\u7684\u60c5\u51b5\u4e0b\u5b9e\u73b0\u65e0\u7f1d\u7684\u9ad8\u8d28\u91cf\u8de8\u6a21\u6001\u4ea4\u4e92\uff0c\u5e76\u548c\u7528\u6237\u8fdb\u884c\u5b9e\u65f6\u8bed\u97f3\u5bf9\u8bdd<\/strong>\u3002\u5728\u9488\u5bf9\u5168\u6a21\u6001\u7406\u89e3\u7684\u7efc\u5408\u8bc4\u6d4b\u57fa\u51c6 OminiBench \u4e2d\uff0cBaichuan-Omni-1.5 \u53d6\u5f97\u5f00\u6e90\u793e\u533a\u4e00\u6d41\u6c34\u5e73\uff0c\u5e76<strong>\u8d85\u8fc7\u4e86 GPT-4o-mini<\/strong>\u3002<\/li><li><strong>\u4f18\u79c0\u7684\u89c6\u89c9\u80fd\u529b\uff1a<\/strong>&nbsp;Baichuan-Omni-1.5 \u5728 OpenCompass \u5e38\u7528\u7684\u5341\u4e2a\u89c6\u89c9\u8bc4\u6d4b\u96c6\u4e0a\u5e73\u5747\u5f97\u5206 73.3\uff0c<strong>\u57287B\u91cf\u7ea7\u7684\u5927\u5c0f\u4e0b\uff0c\u5728\u56fe\u50cf\u7406\u89e3\u65b9\u9762\u8d85\u8d8a\u4e86 GPT-4o-mini\uff0c\u6bd4GPT-4o-mini\u5e73\u5747\u9ad8\u51fa6\u5206\uff0c\u5e76\u4e14\u548cGPT-4o\u7684\u7ed3\u679c\u76f8\u8fd1<\/strong>\u3002\u6b64\u5916\uff0c<strong>\u89c6\u9891\u7406\u89e3\u8868\u73b0\u4e5f\u4f18\u4e8eGPT-4V<\/strong>\u3002<\/li><li><strong>\u51fa\u8272\u7684\u8bed\u97f3\u80fd\u529b\uff1a<\/strong>&nbsp;Baichuan-Omni-1.5 \u901a\u8fc7\u4e00\u4e2a <strong>8 \u5c42 RVQ \u97f3\u9891Tokenizer\uff08<\/strong>Baichuan-Audio-Tokenizer\uff09\uff0c\u5728 12.5 Hz \u5e27\u7387\u4e0b\u5b9e\u73b0\u4e86\u8bed\u4e49\u548c\u58f0\u5b66\u4fe1\u606f\u6355\u83b7\u7684\u6700\u4f73\u5e73\u8861\uff0c<strong>\u652f\u6301\u9ad8\u8d28\u91cf\u53ef\u63a7\u5236\u58f0\u97f3\u7684\u4e2d\u82f1\u53cc\u8bed\u5b9e\u65f6\u5bf9\u8bdd<\/strong>\u3002Baichuan-Omni-1.5 \u5728\u8bed\u97f3\u7406\u89e3\u4efb\u52a1<strong>\u4f18\u4e8e GLM-4-Voice<\/strong>\uff0c\u5e76\u5728\u8bed\u97f3\u5bf9\u8bdd\u7684\u8bed\u4e49\u548c\u58f0\u5b66\u8bc4\u4f30\u4e2d\u5c55\u73b0\u4e86<strong>\u5f00\u6e90\u6a21\u578b\u4e2d\u6700\u9ad8\u7684\u8bed\u97f3\u751f\u6210\u6027\u80fd<\/strong>\u3002\u540c\u65f6\uff0c\u6211\u4eec\u8fd8\u5f00\u6e90\u4e86\u97f3\u9891\u7406\u89e3\u548c\u751f\u6210\u57fa\u51c6\uff08OpenAudio-Bench\uff09\uff0c\u4ee5\u8bc4\u4f30\u97f3\u9891\u7684\u7aef\u5230\u7aef\u80fd\u529b\u3002<\/li><li><strong>\u9886\u5148\u7684\u533b\u7597\u56fe\u50cf\u7406\u89e3\u80fd\u529b\uff1a<\/strong>&nbsp;\u6211\u4eec\u4ece\u5f00\u6e90\u6570\u636e\u96c6\u4e2d\u6536\u96c6\u4e86\u4e00\u4e2a\u6bd4\u8f83\u5168\u9762\u7684\u533b\u5b66\u7406\u89e3\u57fa\u51c6\uff08OpenMM-Medical\uff09\u7528\u4e8e\u8bc4\u4f30\u6a21\u578b\u7684\u533b\u5b66\u80fd\u529b\u3002Baichuan-Omni-1.5&nbsp;<strong>\u5728 GMAI-MMBench \u4ee5\u53ca OpenMM-Medical \u4e0a\u53d6\u5f97\u4e86\u6700\u4f73\u7684\u8868\u73b0<\/strong>\u3002\u5728 OpenMM-Medical \u4e0a\uff0cBaichuan-Omni-1.5 \u4ec5\u4f7f\u7528 7B \u7684 LLM \u53d6\u5f97\u4e86 83.8% \u7684\u9ad8\u5206\uff0c\u8d85\u8fc7 Qwen2-VL-72B \u7684 80.7%\u3002<\/li><\/ul>\n\n\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\/2025\/01\/image-95-1024x512.png\" alt=\"\" class=\"wp-image-24244\" width=\"690\" height=\"345\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-95-1024x512.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-95-300x150.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-95-768x384.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-95.png 1309w\" sizes=\"(max-width: 690px) 100vw, 690px\" \/><figcaption>\u5728\u56fe\u50cf\u3001\u89c6\u9891\u548c\u97f3\u9891\u6a21\u6001\u4e0a\u7684\u8bc4\u4f30\u3002\uff08\u5de6\uff09Baichuan-Omni-1.5\u8986\u76d6\u4e86\u6bd4Qwen2 VL\u66f4\u591a\u7684\u6a21\u6001\uff0c\u5e76\u4e14\u8d85\u8d8a\u4e86\u5f53\u524d\u9886\u5148\u7684\u5168\u6a21\u6001\u6a21\u578bVITA-1.5\u548cMiniCPM-o 2.6\u3002\uff08\u53f3\uff09\u5404\u6a21\u6001\u5728\u6240\u6709\u57fa\u51c6\u6d4b\u8bd5\u4e2d\u7684\u5e73\u5747\u5f97\u5206\u3002<\/figcaption><\/figure>\n\n\n\n<h2>\u7b80\u4ecb<\/h2>\n\n\n\n<p>Baichuan-Omni-1.5\u662f\u4e00\u6b3e\u5168\u6a21\u6001\u6a21\u578b\uff0c\u5177\u5907\u5168\u6a21\u6001\u7406\u89e3\u80fd\u529b\uff0c\u5e76\u63d0\u4f9b\u7aef\u5230\u7aef\u7684\u97f3\u9891\u751f\u6210\u80fd\u529b\u3002\u4e3a\u4e86\u5b9e\u73b0\u8de8\u6a21\u6001\u7684\u6d41\u7545\u9ad8\u8d28\u91cf\u4e92\u52a8\uff0c\u540c\u65f6\u4e0d\u59a5\u534f\u4efb\u4f55\u6a21\u6001\u7684\u80fd\u529b\uff0c\u4f18\u5148\u4f18\u5316\u4e86\u4e09\u4e2a\u5173\u952e\u65b9\u9762\u3002\u9996\u5148\uff0c<strong>\u5efa\u7acb\u4e86\u4e00\u4e2a\u5168\u9762\u7684\u6570\u636e\u6e05\u6d17\u548c\u5408\u6210\u7ba1\u9053\uff0c\u7528\u4e8e\u591a\u6a21\u6001\u6570\u636e\u5904\u7406\uff0c\u83b7\u5f97\u4e86\u7ea65000\u4ebf\u6761\u9ad8\u8d28\u91cf\u6570\u636e\uff08\u5305\u62ec\u6587\u672c\u3001\u97f3\u9891\u548c\u89c6\u89c9\u6570\u636e\uff09<\/strong>\u3002\u5176\u6b21\uff0c<strong>\u8bbe\u8ba1\u4e86\u4e00\u79cd\u97f3\u9891\u5206\u8bcd\u5668\uff08Baichuan-Audio-Tokenizer\uff09<\/strong>\uff0c\u80fd\u591f\u540c\u65f6\u6355\u6349\u97f3\u9891\u4e2d\u7684\u8bed\u4e49\u548c\u58f0\u5b66\u4fe1\u606f\uff0c\u4ece\u800c\u5b9e\u73b0\u65e0\u7f1d\u96c6\u6210\uff0c\u5e76\u63d0\u5347\u4e0e\u591a\u6a21\u6001\u5927\u8bed\u8a00\u6a21\u578b\uff08MLLM\uff09\u7684\u517c\u5bb9\u6027\u3002\u6700\u540e<strong>\u8bbe\u8ba1\u4e86\u4e00\u4e2a\u591a\u9636\u6bb5\u7684\u8bad\u7ec3\u7b56\u7565<\/strong>\uff0c\u9010\u6b65\u6574\u5408\u591a\u6a21\u6001\u5bf9\u9f50\u548c\u591a\u4efb\u52a1\u5fae\u8c03\uff0c\u786e\u4fdd\u5404\u6a21\u6001\u4e4b\u95f4\u7684\u6709\u6548\u534f\u540c\u3002Baichuan-Omni-1.5\u5728\u5168\u6a21\u6001\u80fd\u529b\u65b9\u9762\u9886\u5148\u4e8e\u5f53\u524d\u7684\u6a21\u578b\uff08\u5305\u62ecGPT4o-mini\u548cMiniCPM-o 2.6\uff09\u3002\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c\u5728\u591a\u4e2a\u591a\u6a21\u6001\u533b\u5b66\u57fa\u51c6\u6d4b\u8bd5\u4e2d\uff0c\u5b83\u53d6\u5f97\u4e86\u4e0e\u9886\u5148\u6a21\u578b\uff08\u5982Qwen2-VL-72B\uff09\u76f8\u5ab2\u7f8e\u7684\u6210\u7ee9\u3002<\/p>\n\n\n\n<p>\u4e0e\u5f00\u6e90\u5bf9\u624b\u76f8\u6bd4\uff0cBaichuan-Omni-1.5\u5728\u6587\u672c\u3001\u56fe\u50cf\u3001\u97f3\u9891\u548c\u89c6\u9891\u8f93\u5165\u7684\u7406\u89e3\u80fd\u529b\u4e0a\u8868\u73b0\u51fa\u663e\u8457\u7684\u63d0\u5347\u3002\u7279\u522b\u5730\uff0c\u8be5\u6a21\u578b\u5728<strong>\u53ef\u63a7\u5b9e\u65f6\u8bed\u97f3\u4e92\u52a8\u548c\u8de8\u6a21\u6001\u5b9e\u65f6\u534f\u540c\u7406\u89e3<\/strong>\u65b9\u9762\u5c55\u793a\u4e86\u4ee4\u4eba\u5370\u8c61\u6df1\u523b\u7684\u80fd\u529b\u3002\u9664\u4e86\u5176\u901a\u7528\u80fd\u529b\u5916\uff0cBaichuan-Omni-1.5\u5728\u533b\u7597\u9886\u57df\u4f5c\u4e3a\u6700\u51fa\u8272\u7684\u591a\u6a21\u6001\u5927\u8bed\u8a00\u6a21\u578b\uff08MLLM\uff09\u8131\u9896\u800c\u51fa\u3002\u8fd9\u4e3a\u4eba\u5de5\u667a\u80fd\u5728\u4fc3\u8fdb\u4eba\u7c7b\u793e\u4f1a\u798f\u7949\u65b9\u9762\u5f00\u8f9f\u4e86\u4ee4\u4eba\u5174\u594b\u7684\u65b0\u53ef\u80fd\u6027\u3002Baichuan-Omni-1.5\u7684\u67b6\u6784\u5982\u4e0b\u56fe\u6240\u793a\u3002\u6839\u636e\u8bc4\u4f30\u7ed3\u679c\uff0c\u6211\u4eec\u603b\u7ed3\u4e86Baichuan-Omni-1.5\u7684\u5173\u952e\u4f18\u52bf\u548c\u8d21\u732e\uff1a<\/p>\n\n\n\n<p>\u2022 <strong>\u5168\u6a21\u6001\u4e92\u52a8<\/strong>\uff1aBaichuan-Omni-1.5\u65e8\u5728\u5904\u7406\u6587\u672c\u3001\u56fe\u50cf\u3001\u97f3\u9891\u548c\u89c6\u9891\u8f93\u5165\uff0c\u8f93\u51fa\u9ad8\u8d28\u91cf\u7684\u6587\u672c\u548c\u8bed\u97f3\u3002\u5b83\u80fd\u591f\u5b9e\u73b0\u65e0\u7f1d\u3001\u9ad8\u8d28\u91cf\u7684\u8de8\u6a21\u6001\u4e92\u52a8\uff0c\u4e14\u4e0d\u4f1a\u59a5\u534f\u4efb\u4f55\u6a21\u6001\u7684\u80fd\u529b\u3002<\/p>\n\n\n\n<p>\u2022 <strong>\u5353\u8d8a\u7684\u89c6\u89c9-\u8bed\u8a00\u80fd\u529b<\/strong>\uff1aBaichuan-Omni-1.5\u5728\u5341\u4e2a\u56fe\u50cf\u7406\u89e3\u57fa\u51c6\u6d4b\u8bd5\u4e2d\u5e73\u5747\u5f97\u5206\u4e3a73.3\uff0c\u8d85\u8d8aGPT-4o-mini\u5e73\u57476\u5206\u3002<\/p>\n\n\n\n<p>\u2022 <strong>\u7edf\u4e00\u4e14\u51fa\u8272\u7684\u8bed\u97f3\u80fd\u529b<\/strong>\uff1a\u6211\u4eec\u8bbe\u8ba1\u4e86\u4e00\u79cd<strong>8\u5c42\u7684RVQ\u97f3\u9891\u5206\u8bcd\u5668<\/strong>\uff08Baichuan-Audio-Tokenizer\uff09\uff0c\u5728<strong>\u6355\u6349\u8bed\u4e49\u548c\u58f0\u5b66\u4fe1\u606f\u4e4b\u95f4\u8fbe\u5230\u4e86\u6700\u4f73\u5e73\u8861\uff0c\u5e27\u7387\u4e3a12.5Hz<\/strong>\uff0c\u652f\u6301\u9ad8\u8d28\u91cf\u7684\u53ef\u63a7<strong>\u53cc\u8bed\uff08\u4e2d\u6587\u548c\u82f1\u6587\uff09\u5b9e\u65f6\u5bf9\u8bdd<\/strong>\u3002\u540c\u65f6\uff0c\u6211\u4eec\u8fd8\u5f00\u6e90\u4e86\u97f3\u9891\u7406\u89e3\u548c\u751f\u6210\u57fa\u51c6\uff08OpenAudioBench\uff09\uff0c\u7528\u4e8e\u8bc4\u4f30\u97f3\u9891\u7684\u7aef\u5230\u7aef\u80fd\u529b\u3002<\/p>\n\n\n\n<p>\u2022 <strong>\u9886\u5148\u7684\u533b\u5b66\u56fe\u50cf\u7406\u89e3\u80fd\u529b<\/strong>\uff1a\u6211\u4eec\u6536\u96c6\u4e86\u4e00\u4e2a\u5168\u9762\u7684\u533b\u5b66\u7406\u89e3\u57fa\u51c6\uff1aOpenMM-Medical\uff0c\u8fd9\u662f\u591a\u4e2a\u73b0\u6709\u6570\u636e\u96c6\u7684\u6574\u5408\u3002\u6211\u4eec\u7684\u6a21\u578b\u5728GMAI-MMBench\u548cOpenMM-Medical\u4e0a\u53d6\u5f97\u4e86\u6700\u5148\u8fdb\u7684\u8868\u73b0\u3002\u5177\u4f53\u6765\u8bf4\uff0c\u5728OpenMM-Medical\u4e0a\uff0cBaichuan-Omni-1.5\u4f7f\u75287B\u5927\u8bed\u8a00\u6a21\u578b\u53d6\u5f97\u4e8683.8%\u7684\u5f97\u5206\uff0c\u8d85\u8fc7\u4e86Qwen2-VL-72B\u768480.7%\u3002<\/p>\n\n\n\n<p>\u6a21\u578b\u67b6\u6784\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"991\" height=\"645\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-93.png\" alt=\"\" class=\"wp-image-24241\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-93.png 991w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-93-300x195.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-93-768x500.png 768w\" sizes=\"(max-width: 991px) 100vw, 991px\" \/><figcaption><strong>Baichuan-Omni-1.5\u00a0\u7684\u67b6\u6784\u3002<\/strong>\u6211\u4eec\u7684\u6a21\u578b\u65e8\u5728\u5904\u7406\u7eaf\u6587\u672c\/\u97f3\u9891\u8f93\u5165\u4ee5\u53ca\u89c6\u9891\/\u56fe\u50cf\u4e0e\u6587\u672c\/\u97f3\u9891\u7684\u7ec4\u5408\u3002\u5728\u751f\u6210\u97f3\u9891\u65f6\uff0cBaichuan-Omni-1.5 LLM Decoder <strong>\u4ea4\u66ff\u9884\u6d4b\u6587\u672c\u6807\u8bb0\u548c\u97f3\u9891\u6807\u8bb0<\/strong>\u3002\u7136\u540e\uff0c\u97f3\u9891\u89e3\u7801\u5668\u5bf9\u97f3\u9891\u4ee4\u724c\u8fdb\u884c\u89e3\u7801\uff0c\u4ee5\u751f\u6210\u6700\u7ec8\u97f3\u9891\u3002<\/figcaption><\/figure>\n\n\n\n<h2>Baichuan-Omni-1.5<\/h2>\n\n\n\n<h3>\u9ad8\u8d28\u91cf\u9884\u8bad\u7ec3\u6570\u636e<\/h3>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"991\" height=\"655\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-96.png\" alt=\"\" class=\"wp-image-24261\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-96.png 991w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-96-300x198.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-96-768x508.png 768w\" sizes=\"(max-width: 991px) 100vw, 991px\" \/><figcaption>Baichuan-Omni-1.5\u7684\u9884\u8bad\u7ec3\u6570\u636e\u96c6\u5c55\u793a\uff1a\u6211\u4eec\u6784\u5efa\u4e86\u4e00\u4e2a\u5e7f\u6cdb\u7684\u5168\u6a21\u6001\u6570\u636e\u96c6\uff0c\u5305\u62ec\u6587\u672c\u3001\u56fe\u50cf-\u6587\u672c\u3001\u89c6\u9891-\u6587\u672c\u3001\u97f3\u9891-\u6587\u672c\u53ca\u5b83\u4eec\u4e4b\u95f4\u7684\u4ea4\u4e92\u3002\u6211\u4eec\u7684\u6570\u636e\u96c6\u8fd8\u5305\u542b\u4e86\u4ea4\u7ec7\u7684\u56fe\u50cf-\u97f3\u9891-\u6587\u672c\u548c\u89c6\u9891-\u97f3\u9891-\u6587\u672c\u6570\u636e\u3002<\/figcaption><\/figure>\n\n\n\n<p>\u6784\u5efa\u4e86\u5168\u9762\u4e14\u9ad8\u8d28\u91cf\u7684\u8de8\u6a21\u6001\u6570\u636e\u96c6\uff0c\u5305\u542b\u6587\u672c\u3001\u56fe\u50cf-\u6587\u672c\u3001\u89c6\u9891-\u6587\u672c\u3001\u97f3\u9891-\u6587\u672c\u53ca\u5b83\u4eec\u4e4b\u95f4\u7684\u4ea4\u4e92<\/p>\n\n\n\n<p><strong>\u56fe\u50cf\u6570\u636e<\/strong>\uff1a\u6211\u4eec\u5c06\u56fe\u50cf\u8bad\u7ec3\u6570\u636e\u5206\u4e3a\u4e09\u79cd\u7c7b\u578b\uff1a\u4ea4\u7ec7\u7684\u56fe\u50cf-\u6587\u672c\u6570\u636e\u3001\u56fe\u50cf\u63cf\u8ff0\u6570\u636e\u548c\u95ee\u7b54\u6570\u636e\u3002\u4e3a\u4e86\u63d0\u9ad8\u6570\u636e\u7684\u591a\u6837\u6027\u5e76\u63d0\u5347\u6a21\u578b\u6027\u80fd\uff0c\u6211\u4eec\u91c7\u7528\u4e86\u4ee5\u4e0b\u4e24\u79cd\u56fe\u50cf\u6570\u636e\u5408\u6210\u7b56\u7565\uff1a<\/p>\n\n\n\n<p>1\uff09\u6211\u4eec\u5229\u7528\u516c\u53f8\u5185\u6536\u96c6\u7684\u4e66\u7c4d\u548c\u8bba\u6587\uff0c\u5e76\u89e3\u6790\u5b83\u4eec\u751f\u6210\u4ea4\u7ec7\u7684\u56fe\u50cf-\u6587\u672c\u3001OCR\u6570\u636e\u548c\u56fe\u8868\u6570\u636e\u3002\u8fd9\u4e9b\u6570\u636e\u5177\u6709\u9ad8\u5ea6\u7684\u5b8c\u6574\u6027\u3001\u4e13\u4e1a\u6027\u548c\u77e5\u8bc6\u5bc6\u96c6\u6027\u3002<\/p>\n\n\n\n<p>2\uff09\u6211\u4eec\u6839\u636e[19]\u7684\u65b9\u6848\uff0c\u8bad\u7ec3\u4e86\u4e00\u4e2a\u4e13\u7528\u7684\u63cf\u8ff0\u6a21\u578b\uff0c\u80fd\u591f\u751f\u6210\u6240\u9700\u7684\u56fe\u50cf\u63cf\u8ff0\uff0c\u5982OCR\u63d0\u793a\u3002\u8fd9\u4e9b\u63cf\u8ff0\u63d0\u4f9b\u4e86\u56fe\u50cf\u5185\u5bb9\u7684\u6df1\u5165\u8bf4\u660e\u3002<\/p>\n\n\n\n<p>3\uff09\u76ee\u524d\uff0c\u5927\u91cf\u7684\u5f00\u6e90\u6570\u636e\u96c6\u4e3b\u8981\u662f\u82f1\u6587\u6570\u636e\u3002\u4e3a\u4e86\u907f\u514d\u6a21\u578b\u7684\u4e2d\u6587\u80fd\u529b\u4e0b\u964d\uff0c\u6211\u4eec\u5408\u6210\u4e86\u5927\u91cf\u7684\u4e2d\u6587\u63cf\u8ff0\u548c\u4ea4\u7ec7\u6570\u636e\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"736\" height=\"286\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-97.png\" alt=\"\" class=\"wp-image-24274\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-97.png 736w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-97-300x117.png 300w\" sizes=\"(max-width: 736px) 100vw, 736px\" \/><\/figure>\n\n\n\n<p><strong>\u89c6\u9891\u6570\u636e<\/strong>\uff1a\u89c6\u9891\u6570\u636e\u96c6\u5305\u542b\u4e86\u5e7f\u6cdb\u7684\u516c\u5f00\u8d44\u6e90\uff0c\u6db5\u76d6\u4e86\u89c6\u9891\u5206\u7c7b \u3001\u52a8\u4f5c\u8bc6\u522b \u548c\u65f6\u95f4\u5b9a\u4f4d\u7b49\u591a\u79cd\u4efb\u52a1\u3002\u89c6\u9891-\u6587\u672c\u6570\u636e\u6e90\u53ef\u4ee5\u5206\u4e3a\u89c6\u9891\u63cf\u8ff0\u6570\u636e\u548c\u89c6\u9891\u95ee\u7b54\uff08QA\uff09\u6570\u636e\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"727\" height=\"349\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-98.png\" alt=\"\" class=\"wp-image-24275\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-98.png 727w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-98-300x144.png 300w\" sizes=\"(max-width: 727px) 100vw, 727px\" \/><\/figure>\n\n\n\n<p><strong>\u97f3\u9891\u6570\u636e<\/strong>\uff1a\u97f3\u9891\u6570\u636e\u53ef\u4ee5\u5927\u81f4\u5206\u4e3a\u4e24\u79cd\u4e3b\u8981\u7c7b\u578b\uff1a\u97f3\u9891\u7406\u89e3\u6570\u636e\u548c\u97f3\u9891\u751f\u6210\u6570\u636e\u3002\u97f3\u9891\u7406\u89e3\u6570\u636e\u5305\u62ec\u81ea\u52a8\u8bed\u97f3\u8bc6\u522b\uff08ASR\uff09\u3001\u97f3\u9891\u95ee\u7b54\uff08AQA\uff09\u3001\u8bed\u97f3\u8f6c\u6587\u672c\u7ffb\u8bd1\u548c\u97f3\u9891-\u6587\u672c\u4ea4\u7ec7\u6570\u636e\u3002\u97f3\u9891\u751f\u6210\u6570\u636e\u5305\u62ec\u6587\u672c\u8f6c\u8bed\u97f3\uff08TTS\uff09\u3001\u4ea4\u7ec7\u7684\u6587\u672c\u8f6c\u8bed\u97f3\u6570\u636e\u548c\u7eaf\u97f3\u9891\u6570\u636e\u3002\u4ea4\u7ec7\u6570\u636e\u7531\u6587\u672c\u548c\u97f3\u9891\u6a21\u6001\u4ea4\u66ff\u7ec4\u6210\uff0c\u5e76\u4ee5\u6807\u70b9\u7b26\u53f7\u5206\u9694\uff0c\u4ee5\u4fc3\u8fdb\u8de8\u6a21\u6001\u77e5\u8bc6\u7684\u8fc1\u79fb\u3002\u5b8c\u5168\u5bf9\u9f50\u7684\u751f\u6210\u6570\u636e\u7531\u5b8c\u5168\u5bf9\u9f50\u7684\u6587\u672c\u548c\u97f3\u9891\u5185\u5bb9\u7ec4\u6210\uff0c\u65e8\u5728\u589e\u5f3a\u6a21\u578b\u5728\u6587\u672c\u76d1\u7763\u4e0b\u751f\u6210\u97f3\u9891\u6807\u8bb0\u7684\u80fd\u529b\u3002\u97f3\u9891-\u6587\u672c\u914d\u5bf9\u6570\u636e\uff08\u4f8b\u5982ASR\u548cTTS\u6570\u636e\uff09\u63d0\u9ad8\u4e86\u57fa\u7840\u8bed\u97f3\u4efb\u52a1\u7684\u8868\u73b0\u3002\u7eaf\u97f3\u9891\u6570\u636e\u5219\u589e\u5f3a\u4e86\u72ec\u7acb\u5904\u7406\u97f3\u9891\u6a21\u6001\u7684\u80fd\u529b\u3002<\/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\/2025\/01\/image-99-1024x275.png\" alt=\"\" class=\"wp-image-24276\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-99-1024x275.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-99-300x81.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-99-768x206.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-99.png 1332w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p><strong>\u6587\u672c\u6570\u636e<\/strong>\uff1a\u4e3a\u4e86\u6784\u5efa\u4e00\u4e2a\u9ad8\u8d28\u91cf\u7684\u6587\u672c\u8bed\u6599\u5e93\uff0c\u6211\u4eec\u4ece\u5404\u79cd\u6765\u6e90\u805a\u5408\u4e86\u6570\u636e\uff0c\u5305\u62ec\u7f51\u9875\u3001\u4e66\u7c4d\u3001\u5b66\u672f\u8bba\u6587\u3001\u4ee3\u7801\u7b49\u3002\u6211\u4eec\u9075\u5faa\u4e4b\u524d\u7814\u7a76\u4e2d\u7684\u6570\u636e\u5904\u7406\u6307\u5357\uff0c\u91c7\u7528\u4e25\u683c\u7684\u9009\u62e9\u65b9\u6cd5\uff0c\u65e8\u5728\u63d0\u9ad8\u6587\u672c\u8bed\u6599\u5e93\u7684\u591a\u6837\u6027\u548c\u8d28\u91cf\u3002\u8fd9\u79cd\u591a\u6837\u6027\u786e\u4fdd\u8bad\u7ec3\u8bed\u6599\u5e93\u6db5\u76d6\u4e86\u5e7f\u6cdb\u7684\u4e3b\u9898\u548c\u8bed\u8a00\u98ce\u683c\uff0c\u9002\u7528\u4e8e\u4e0d\u540c\u7684\u5e94\u7528\u3002\u540c\u65f6\uff0c\u6211\u4eec\u7684\u9ad8\u8d28\u91cf\u5904\u7406\u6280\u672f\u65e8\u5728\u6d88\u9664\u5197\u4f59\u548c\u8fc7\u6ee4\u566a\u58f0\uff0c\u4ece\u800c\u4e30\u5bcc\u6570\u636e\u96c6\u7684\u4fe1\u606f\u5bc6\u5ea6\u548c\u6574\u4f53\u6548\u7528\u3002\u6700\u7ec8\uff0c\u6211\u4eec\u83b7\u5f97\u4e861.507\u4ebf\u6761\u7eaf\u6587\u672c\u6570\u636e\u3002<\/p>\n\n\n\n<p><strong>\u8de8\u6a21\u6001\u4ea4\u4e92\u6570\u636e<\/strong>\uff1a\u4e3a\u4e86\u589e\u5f3a\u6a21\u578b\u7684\u8de8\u6a21\u6001\u4ea4\u4e92\u80fd\u529b\uff0c\u6211\u4eec\u5408\u6210\u4e86\u4e00\u7cfb\u5217\u8de8\u6a21\u6001\u4ea4\u4e92\u6570\u636e\u96c6\uff0c\u6db5\u76d6\u4e86<strong>\u56fe\u50cf-\u97f3\u9891-\u6587\u672c<\/strong>\u548c<strong>\u89c6\u9891-\u97f3\u9891-\u6587\u672c<\/strong>\u683c\u5f0f\u3002\u56fe\u50cf-\u6587\u672c\u6570\u636e\u6765\u6e90\u5305\u62ec\u4e24\u79cd\u7c7b\u578b\uff1a\u56fe\u50cf-\u6587\u672c\u63cf\u8ff0\u6570\u636e\u548c\u56fe\u50cf-\u6587\u672c\u4ea4\u7ec7\u6570\u636e\u3002\u5177\u4f53\u800c\u8a00\uff0c<strong>\u6587\u672c\u6570\u636e\u9996\u5148\u5728\u53e5\u5b50\u7ea7\u522b\u8fdb\u884c\u5206\u5272\u3002\u7136\u540e\uff0c\u5c06\u56db\u5206\u4e4b\u4e00\u7684\u6587\u672c\u901a\u8fc7\u6211\u4eec\u7684\u5185\u90e8\u6587\u672c\u8f6c\u8bed\u97f3\uff08TTS\uff09\u63a5\u53e3\u8f6c\u6362\u4e3a\u97f3\u9891\u5143\u7d20\u3002\u968f\u540e\uff0c\u6211\u4eec\u5229\u7528\u751f\u6210\u7684\u97f3\u9891\u5143\u7d20\u66ff\u6362\u539f\u59cb\u56fe\u50cf-\u6587\u672c\u6570\u636e\u4e2d\u7684\u76f8\u5e94\u6587\u672c\u53e5\u5b50\u3002\u8fd9\u79cd\u65b9\u6cd5\u901a\u8fc7\u5c06\u591a\u6837\u5316\u7684\u97f3\u9891\u5143\u7d20\u878d\u5165\u73b0\u6709\u7684\u6587\u672c\u5185\u5bb9\uff0c\u4fc3\u8fdb\u4e86\u4e30\u5bcc\u7684\u8de8\u6a21\u6001\u4ea4\u4e92\u6846\u67b6\u3002<\/strong>\u6211\u4eec\u7684\u97f3\u9891\u6570\u636e\u5305\u542b44\u79cd\u4e0d\u540c\u7684\u8bed\u97f3\u7c7b\u578b\uff0c\u786e\u4fdd\u4e86\u8bed\u8c03\u7684\u591a\u6837\u6027\u3002<strong>\u6b64\u8bbe\u7f6e\u914d\u6709\u4efb\u52a1\u63d0\u793a\uff0c\u5982\u201c\u8bf7\u542c\u4ee5\u4e0b\u97f3\u9891\uff0c\u63cf\u8ff0\u56fe\u50cf\u7684\u5185\u5bb9\u3002\u60a8\u7684\u4efb\u52a1\u662f\u5728\u542c\u5b8c\u540e\u7ed3\u5408\u97f3\u9891\u548c\u56fe\u50cf\u8865\u5145\u989d\u5916\u4fe1\u606f\u201d\uff0c\u65e8\u5728\u9884\u6d4b\u5269\u4f59\u7684\u4e09\u5206\u4e4b\u4e8c\u6587\u672c\u63cf\u8ff0\u3002<\/strong>\u5bf9\u4e8e\u89c6\u9891-\u6587\u672c\u6570\u636e\u96c6\uff0c\u97f3\u9891\u6210\u5206\u76f4\u63a5\u4ece\u539f\u59cb\u89c6\u9891\u4e2d\u63d0\u53d6\uff0c\u4f5c\u4e3a\u8de8\u6a21\u6001\u7684\u97f3\u9891\u5143\u7d20\u3002\u603b\u8ba1\uff0c\u6211\u4eec\u751f\u6210\u4e861000\u4ebf\u4e2a\u7528\u4e8e\u8de8\u6a21\u6001\u4ea4\u4e92\u7684\u6807\u8bb0\u6570\u636e\u3002<\/p>\n\n\n\n<h3>\u6a21\u578b\u7ed3\u6784\uff1a<\/h3>\n\n\n\n<p>Baichuan-Omni-1.5\u662f\u4e00\u4e2a\u7edf\u4e00\u7684\u5168\u6a21\u6001\u6a21\u578b\uff0c\u7531\u89c6\u89c9\u5206\u652f\u3001\u97f3\u9891\u5206\u652f\u548c\u4e00\u4e2a\u9884\u8bad\u7ec3\u7684\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u4e3b\u5e72\u7ec4\u6210\uff0c\u652f\u6301\u6587\u672c\u3001\u97f3\u9891\u3001\u89c6\u89c9\u8f93\u5165\u4ee5\u53ca\u7aef\u5230\u7aef\u7684\u6587\u672c\u548c\u97f3\u9891\u8f93\u51fa\u3002<\/p>\n\n\n\n<p><strong>\u89c6\u89c9\u5206\u652f<\/strong>\uff1a<br>\u50cf\u5f53\u524d\u4e3b\u6d41\u7684MLLM\u4e00\u6837\uff0c\u89c6\u89c9\u5206\u652f\u65e8\u5728\u5c06\u56fe\u50cf\u548c\u89c6\u9891\u8f93\u5165\u5904\u7406\u4e3a\u89c6\u89c9\u6807\u8bb0\uff0c\u5e76\u5c06\u5176\u4e0e\u6587\u672c\u6807\u8bb0\u4e00\u8d77\u8f93\u5165\u5230LLM\u4e2d\u3002\u6211\u4eec\u4f7f\u7528Qwen2-VL\u7684NaViT\u4f5c\u4e3a\u89c6\u89c9\u7f16\u7801\u5668\uff0c\u8be5\u7f16\u7801\u5668\u80fd\u591f\u52a8\u6001\u5904\u7406\u4efb\u610f\u5206\u8fa8\u7387\u548c\u7eb5\u6a2a\u6bd4\u7684\u56fe\u50cf\u548c\u89c6\u9891\u3002\u7136\u540e\uff0c\u6211\u4eec\u5e94\u7528\u4e00\u4e2a\u7531\u4e24\u5c42MLP\u7ec4\u6210\u7684\u89c6\u89c9\u6295\u5f71\u5668\uff0c\u5c06\u89c6\u89c9\u7279\u5f81\u538b\u7f29\u4e3a2\u00d72\u7684\u56e0\u5b50\uff0c\u4ece\u800c\u5728\u6027\u80fd\u548c\u6548\u7387\u4e4b\u95f4\u53d6\u5f97\u5e73\u8861\u3002<\/p>\n\n\n\n<p><strong>\u97f3\u9891\u5206\u652f<\/strong><br>\u97f3\u9891\u5206\u652f\u6269\u5c55\u4e86LLM\uff0c\u4f7f\u5176\u80fd\u591f\u652f\u6301\u7aef\u5230\u7aef\u7684\u8bed\u97f3\u8f93\u5165\u548c\u8f93\u51fa\u3002\u8fd9\u901a\u8fc7\u5f15\u5165Baichuan-Audio-Tokenizer\u548c\u57fa\u4e8e\u6d41\u5339\u914d\u7684\u89e3\u7801\u5668\u6765\u5b9e\u73b0\uff0c\u524d\u8005\u8d1f\u8d23\u5c06\u97f3\u9891\u4fe1\u53f7\u8f6c\u6362\u4e3a\u79bb\u6563\u6807\u8bb0\uff0c\u540e\u8005\u8d1f\u8d23\u5c06\u97f3\u9891\u6807\u8bb0\u89e3\u7801\u4e3a\u8bed\u97f3\u6ce2\u5f62\u3002\u6211\u4eec\u5728\u4e0b\u56fe\u4e2d\u5c55\u793a\u4e86\u8be6\u7ec6\u4fe1\u606f\u3002<\/p>\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\/2025\/01\/image-100.png\" alt=\"\" class=\"wp-image-24280\" width=\"552\" height=\"369\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-100.png 961w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-100-300x201.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-100-768x514.png 768w\" sizes=\"(max-width: 552px) 100vw, 552px\" \/><\/figure>\n\n\n\n<p>Baichuan-Audio-Tokenizer\u57fa\u4e8e\u6b8b\u5dee\u5411\u91cf\u91cf\u5316\uff08RVQ\uff09\u548c\u591a\u76ee\u6807\u8bad\u7ec3\uff0c\u5e27\u7387\u4e3a12.5 Hz\u3002\u5728\u4f7f\u7528Whisper Large Encoder 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\u548c<strong>CosyVoice <\/strong>\u7684\u8bbe\u8ba1\uff0cU-Net\u5305\u62ec\u4e00\u4e2a\u5355\u72ec\u7684\u4e0b\u91c7\u6837\u5757\u3001\u4e00\u4e2a\u4e0a\u91c7\u6837\u5757\u548c12\u4e2a\u4e2d\u95f4\u5757\u3002\u5177\u4f53\u800c\u8a00\uff0c\u6d41\u5339\u914d\u89e3\u7801\u5668\u572824 kHz\u97f3\u9891\u6570\u636e\u4e0a\u8fdb\u884c\u8bad\u7ec3\uff0c\u4ee5\u751f\u6210\u76ee\u6807Mel\u8c31\u56fe\uff0c\u7136\u540e\u4f7f\u7528HiFi-GAN \u58f0\u7801\u5668\u5c06\u5176\u8f6c\u6362\u4e3a\u8bed\u97f3\u6ce2\u5f62\u3002<\/p>\n\n\n\n<h3><strong>\u591a\u9636\u6bb5\u6a21\u578b\u8bad\u7ec3\uff1a<\/strong><\/h3>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"699\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-101-1024x699.png\" alt=\"\" class=\"wp-image-24291\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-101-1024x699.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-101-300x205.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-101-768x524.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-101.png 1192w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h4><strong>\u56fe\u50cf-\u6587\u672c\u9884\u8bad\u7ec3<\/strong><\/h4>\n\n\n\n<p>\u56fe\u50cf-\u6587\u672c\u9884\u8bad\u7ec3\u9636\u6bb5\u6269\u5c55\u4e86LLM\uff0c\u4f7f\u5176\u80fd\u591f\u5904\u7406\u548c\u7406\u89e3\u89c6\u89c9\u8f93\u5165\uff0c\u4f7f\u75283000\u4ebf\u56fe\u50cf-\u6587\u672c\u6837\u672c\uff0c\u8be5\u9636\u6bb5\u53ef\u4ee5\u5206\u4e3a\u4e24\u4e2a\u90e8\u5206\u3002<\/p>\n\n\n\n<p>\u2022 <strong>\u7b2c\u4e00\u9636\u6bb5<\/strong>\uff1a\u5728\u7b2c\u4e00\u9636\u6bb5\uff0c\u6211\u4eec\u8bad\u7ec3\u89c6\u89c9\u6295\u5f71\u5668\uff0c\u5229\u7528\u5f00\u6e90\u56fe\u50cf\u63cf\u8ff0\u6570\u636e\uff08\u4f8b\u5982LAION-5B\u6570\u636e\u96c6\uff09\uff0c\u5efa\u7acb\u56fe\u50cf\u8868\u793a\u4e0e\u6587\u672c\u4e4b\u95f4\u7684\u521d\u6b65\u5bf9\u9f50\u3002\u5728\u6b64\u9636\u6bb5\uff0c\u6211\u4eec\u51bb\u7ed3LLM\u548c\u89c6\u89c9\u7f16\u7801\u5668\uff0c\u4ec5\u8bad\u7ec3\u89c6\u89c9\u6295\u5f71\u5668\uff0c\u5b66\u4e60\u7387\u4e3a1e\u22123\u3002<\/p>\n\n\n\n<p>\u2022 <strong>\u7b2c\u4e8c\u9636\u6bb5<\/strong>\uff1a\u5728\u7b2c\u4e8c\u9636\u6bb5\uff0c\u6211\u4eec<strong>\u89e3\u51bb\u89c6\u89c9\u7f16\u7801\u5668\u548cLLM<\/strong>\uff0c\u4ee5\u4fc3\u8fdb\u56fe\u50cf\u548c\u6587\u672c\u8868\u793a\u4e4b\u95f4\u66f4\u597d\u7684\u5bf9\u9f50\u3002\u5177\u4f53\u6765\u8bf4\uff0c\u6211\u4eec\u4ee5\u5b66\u4e60\u73871e\u22125\u8bad\u7ec3LLM\u548c\u89c6\u89c9\u6295\u5f71\u5668\uff0c\u5e76\u4ee5<strong>\u66f4\u4f4e\u7684\u5b66\u4e60\u73871e\u22126\u8bad\u7ec3\u89c6\u89c9\u7f16\u7801\u5668<\/strong>\u3002\u6211\u4eec\u4f7f\u7528\u516c\u5171\u548c\u5185\u90e8\u56fe\u50cf\u6587\u672c\u6570\u636e\uff0c\u5305\u542b\u4ea4\u7ec7\u6570\u636e\u548c\u56fe\u50cf\u63cf\u8ff0\u6570\u636e\uff0c\u4ee5\u589e\u5f3a\u89c6\u89c9-\u8bed\u8a00\u7684\u8868\u73b0\u529b\u3002\u5177\u4f53\u6765\u8bf4\uff0c\u6211\u4eec\u6536\u96c6\u5e76\u6807\u6ce8\u9ad8\u8d28\u91cf\u7684OCR\u6570\u636e\u548c\u56fe\u8868\u6570\u636e\uff0c\u4ee5\u589e\u5f3a\u6587\u672c\/\u56fe\u8868\u8bc6\u522b\u548c\u7406\u89e3\u80fd\u529b\u3002\u6b64\u5916\uff0c\u6211\u4eec\u8fd8\u4f7f\u7528\u9ad8\u8d28\u91cf\u7684\u7eaf\u6587\u672c\u6570\u636e\uff0c\u8fd9\u4e9b\u6570\u636e\u5360\u603b\u6570\u636e\u768440%\uff0c\u4ee5\u66f4\u597d\u5730\u4fdd\u6301\u8bed\u8a00\u6a21\u578b\u7684\u539f\u59cb\u80fd\u529b\u3002<\/p>\n\n\n\n<h4><strong>\u56fe\u50cf-\u97f3\u9891-\u6587\u672c\u9884\u8bad\u7ec3<\/strong><\/h4>\n\n\n\n<p>\u56fe\u50cf-\u97f3\u9891-\u6587\u672c\u9884\u8bad\u7ec3\u9636\u6bb5\u6269\u5c55\u4e86\u4e00\u4e2a\u9884\u8bad\u7ec3\u5728\u89c6\u89c9\u6570\u636e\u4e0a\u7684LLM\uff0c\u4f7f\u5176\u80fd\u591f\u4ee5\u7aef\u5230\u7aef\u7684\u65b9\u5f0f\u7406\u89e3\u97f3\u9891\u6570\u636e\uff0c\u4f7f\u7528887k\u5c0f\u65f6\u7684\u8bed\u97f3-\u6587\u672c\u6570\u636e\uff0c\u5e76\u7ed3\u5408\u6211\u4eec\u7684Baichuan-Audio-Tokenizer\u3001<strong>\u65b0\u5f15\u5165\u7684\u97f3\u9891\u5d4c\u5165\u5c42\u548c\u72ec\u7acb\u97f3\u9891\u5934<\/strong>\u3002<\/p>\n\n\n\n<p>\u5177\u4f53\u6765\u8bf4\uff0cBaichuan-Audio-Tokenizer\u751f\u6210\u7684\u97f3\u9891\u4ee4\u724c\u9996\u5148\u901a\u8fc7\u97f3\u9891\u5d4c\u5165\u5c42\u8f6c\u5316\u4e3a\u97f3\u9891\u5d4c\u5165\u3002<strong>\u97f3\u9891LLM\u4ea4\u66ff\u751f\u6210\u5bf9\u9f50\u7684\u6587\u672c\u4ee4\u724c\u548c\u97f3\u9891\u4ee4\u724c<\/strong>\uff0c\u4f7f\u7528\u4e00\u4e2a\u7279\u6b8a\u4ee4\u724c\u5b9e\u73b0\u6587\u672c\u4e0e\u97f3\u9891\u4e4b\u95f4\u7684\u6a21\u6001\u5207\u6362\u3002<strong>\u751f\u6210\u7684\u97f3\u9891\u4ee4\u724c\u7531\u72ec\u7acb\u7684\u97f3\u9891\u5934\u5904\u7406\uff0c\u8be5\u97f3\u9891\u5934\u57fa\u4e8e\u5148\u524d\u7684\u5de5\u4f5c\u8bbe\u8ba1\uff0c\u5305\u542b3\u5c42\u6df1\u5ea6\u53d8\u6362\u5668\u548c8\u4e2a\u5206\u7c7b\u5934\u3002<\/strong><\/p>\n\n\n\n<p>\u4e3a\u4e86\u7f13\u89e3\u8bed\u97f3\u548c\u6587\u672c\u7279\u5f81\u4e4b\u95f4\u663e\u8457\u5dee\u5f02\u5e26\u6765\u7684\u51b2\u7a81\uff0c\u6211\u4eec\u53c2\u8003\u4e86\u4e4b\u524d\u7684\u5de5\u4f5c\uff0c\u91c7\u7528\u97f3\u9891\u548c\u6587\u672c\u6570\u636e\u4ea4\u7ec7\u7684\u65b9\u6cd5\u8fdb\u884c\u9884\u8bad\u7ec3\u3002\u6b64\u5916\uff0c\u91c7\u7528\u4e86\u4e24\u9636\u6bb5\u8bad\u7ec3\u7b56\u7565\uff0c\u4ee5\u4fdd\u6301\u539f\u59cbLLM\u7684\u6587\u672c\u77e5\u8bc6\uff0c\u540c\u65f6\u6709\u6548\u5730\u6574\u5408\u97f3\u9891\u6a21\u6001\u3002<\/p>\n\n\n\n<p>\u2022 <strong>\u7b2c\u4e00\u9636\u6bb5<\/strong>\uff1a\u5728\u7b2c\u4e00\u9636\u6bb5\uff0c\u6211\u4eec\u51bb\u7ed3LLM\u3001\u89c6\u89c9\u6a21\u5757\u548c\u97f3\u9891\u6807\u8bb0\u5668\u7684\u53c2\u6570\uff0c\u53ea\u6709\u97f3\u9891\u5d4c\u5165\u5c42\u548c\u97f3\u9891\u5934\u7684\u53c2\u6570\u66f4\u65b0\uff0c\u5b66\u4e60\u7387\u4e3a1e\u22124\u3002\u6211\u4eec\u5728\u8fd9\u4e00\u9636\u6bb5\u4f7f\u7528\u5305\u62ecASR\u3001TTS\u3001INTLV\u548cITTS\u6570\u636e\u7684\u97f3\u9891\u6570\u636e\u3002<\/p>\n\n\n\n<p>\u2022 <strong>\u7b2c\u4e8c\u9636\u6bb5<\/strong>\uff1a\u5728\u7b2c\u4e8c\u9636\u6bb5\uff0c\u8bad\u7ec3\u6269\u5c55\u5230\u9664\u89c6\u89c9\u7f16\u7801\u5668\u548c\u97f3\u9891\u6807\u8bb0\u5668\u4e4b\u5916\u7684\u6240\u6709\u53c2\u6570\uff0c\u5b66\u4e60\u7387\u4e3a1e\u22125\u3002\u5177\u4f53\u6765\u8bf4\uff0c\u6211\u4eec\u4f7f\u7528\u97f3\u9891\u6570\u636e\u3001\u56fe\u50cf\u6570\u636e\u548c\u7eaf\u6587\u672c\u6570\u636e\uff0c\u5206\u522b\u5360\u6bd40.2\u30010.4\u548c0.4\uff0c\u8fd9\u53ef\u4ee5\u66f4\u597d\u5730\u63d0\u5347\u97f3\u9891\u80fd\u529b\uff0c\u540c\u65f6\u4fdd\u6301\u89c6\u89c9\u548c\u8bed\u8a00\u80fd\u529b\u3002<\/p>\n\n\n\n<h4><strong>\u5168\u6a21\u6001\u9884\u8bad\u7ec3<\/strong><\/h4>\n\n\n\n<p>\u57fa\u4e8e\u4e4b\u524d\u9884\u8bad\u7ec3\u9636\u6bb5\u83b7\u5f97\u7684\u89c6\u89c9\u548c\u97f3\u9891\u80fd\u529b\uff0c\u6211\u4eec\u7ee7\u7eed\u4f7f\u7528\u9ad8\u8d28\u91cf\u7684\u8de8\u6a21\u6001\u4ea4\u4e92\u6570\u636e\u96c6\u8fdb\u884c\u8bad\u7ec3\uff0c\u6570\u636e\u96c6\u6db5\u76d6\u56fe\u50cf-\u97f3\u9891-\u6587\u672c\u548c\u89c6\u9891-\u97f3\u9891-\u6587\u672c\u683c\u5f0f\uff0c\u5e76\u5c06\u6700\u5927\u5e8f\u5217\u957f\u5ea6\u6269\u5c55\u523064k\uff0c\u4ee5\u652f\u6301\u957f\u65f6\u95f4\u7684\u8bed\u97f3\u548c\u89c6\u9891\u6d41\u3002\u5177\u4f53\u6765\u8bf4\uff0c\u8f93\u5165\u7684\u89c6\u9891\u5e27\u4ee5\u6bcf\u79d21\u5e27\u7684\u901f\u7387\u8fdb\u884c\u91c7\u6837\uff0c\u6bcf\u4e2a\u89c6\u9891\u6700\u591a\u5305\u542b32\u5e27\u3002\u6bcf\u4e2a\u8f93\u5165\u5e27\u88ab\u8c03\u6574\u4e3a\u6700\u5927\u5206\u8fa8\u7387560\u00d71120\u50cf\u7d20\uff0c\u4ee5\u4fdd\u6301\u6700\u4f73\u8d28\u91cf\u548c\u7ec6\u8282\u3002\u8fd9\u4e00\u7cbe\u5fc3\u914d\u7f6e\u5728\u6027\u80fd\u548c\u6548\u7387\u4e4b\u95f4\u8fbe\u5230\u4e86\u5e73\u8861\uff0c\u4fc3\u8fdb\u4e86\u6709\u6548\u7684\u6a21\u578b\u8bad\u7ec3\uff0c\u540c\u65f6\u7ba1\u7406\u4e86\u8ba1\u7b97\u8d1f\u8f7d\u3002\u6b64\u8bad\u7ec3\u8fc7\u7a0b\u4f7f\u75284e\u22126\u7684\u4f4e\u5b66\u4e60\u7387\uff0c\u4ee5\u8fdb\u4e00\u6b65\u4f18\u5316\u4e0e\u8bed\u8a00\u6a21\u6001\u548c\u8de8\u6a21\u6001\u4ea4\u4e92\u7684\u5bf9\u9f50\u3002<\/p>\n\n\n\n<h4><strong>\u591a\u6a21\u6001\u76d1\u7763\u5fae\u8c03<\/strong><\/h4>\n\n\n\n<p>\u5728\u672c\u8282\u4e2d\uff0c\u6211\u4eec\u63cf\u8ff0\u4e86\u5168\u6a21\u6001\u76d1\u7763\u5fae\u8c03\uff08SFT\uff09\u9636\u6bb5\uff0c\u65e8\u5728\u589e\u5f3a\u6a21\u578b\u5728\u5404\u79cd\u4efb\u52a1\u4e2d\u6267\u884c\u590d\u6742\u5168\u6a21\u6001\u6307\u4ee4\u7684\u80fd\u529b\u3002\u6211\u4eec\u6536\u96c6\u4e86\u5305\u62ec\u5f00\u6e90\u3001\u5408\u6210\u548c\u5185\u90e8\u6ce8\u91ca\u6570\u636e\u5728\u5185\u7684\u7efc\u5408\u6570\u636e\u96c6\u3002\u8fd9\u4e9b\u6570\u636e\u96c6\u6db5\u76d6\u4e86\u591a\u4e2a\u4efb\u52a1\uff0c\u5305\u542b\u5927\u7ea61700\u4e07\u4e2a\u6570\u636e\u5bf9\uff0c\u8de8\u8d8a\u6587\u672c\u3001\u97f3\u9891\u3001\u56fe\u50cf-\u6587\u672c\u3001\u89c6\u9891-\u6587\u672c\u548c\u56fe\u50cf-\u97f3\u9891\u7ec4\u5408\u7b49\u591a\u79cd\u6a21\u6001\u3002\u5173\u4e8e\u8fd9\u4e9b\u6570\u636e\u7c7b\u578b\u548c\u6570\u91cf\u7684\u8be6\u7ec6\u4fe1\u606f\u89c1\u88684\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"145\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-102-1024x145.png\" alt=\"\" class=\"wp-image-24302\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-102-1024x145.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-102-300x42.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-102-768x109.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-102.png 1216w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"649\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-103-1024x649.png\" alt=\"\" class=\"wp-image-24303\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-103-1024x649.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-103-300x190.png 300w, 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