{"id":17187,"date":"2024-08-19T21:08:00","date_gmt":"2024-08-19T13:08:00","guid":{"rendered":"http:\/\/139.9.1.231\/?p=17187"},"modified":"2024-09-21T12:26:24","modified_gmt":"2024-09-21T04:26:24","slug":"seed-tts","status":"publish","type":"post","link":"http:\/\/139.9.1.231\/index.php\/2024\/08\/19\/seed-tts\/","title":{"rendered":"Seed-TTS \u5b57\u8282\u8df3\u52a8-\u9ad8\u8d28\u91cf\u901a\u7528\u8bed\u97f3\u751f\u6210\u6a21\u578b"},"content":{"rendered":"\n<p class=\"has-text-align-center\"><a rel=\"noreferrer noopener\" href=\"https:\/\/arxiv.org\/abs\/2406.02430\" data-type=\"URL\" data-id=\"https:\/\/arxiv.org\/abs\/2406.02430\" target=\"_blank\">A Family of High-Quality Versatile Speech Generation Models<\/a><strong>   [\u5b57\u8282\u8df3\u52a8]<\/strong><\/p>\n\n\n\n<p class=\"has-text-align-center\"><a href=\"https:\/\/bytedancespeech.github.io\/seedtts_tech_report\/\">https:\/\/bytedancespeech.github.io\/seedtts_tech_report\/<\/a><\/p>\n\n\n\n\n\n<p>Seed-TTS\uff0c\u4e00\u4e2a\u5927\u89c4\u6a21\u7684\u81ea\u56de\u5f52\u6587\u672c\u5230\u8bed\u97f3\uff08TTS\uff09\u6a21\u578b\u5bb6\u65cf\uff0c\u80fd\u591f\u751f\u6210\u4e0e\u4eba\u7c7b\u8bed\u97f3\u51e0\u4e4e\u4e0d\u53ef\u533a\u5206\u7684\u8bed\u97f3\u3002Seed-TTS\u662f\u8bed\u97f3\u751f\u6210\u7684\u57fa\u7840\u6a21\u578b\uff0c\u5177\u6709\u826f\u597d\u7684\u8bed\u97f3\u4e0a\u4e0b\u6587\u5b66\u4e60\u80fd\u529b\uff0c\u5728\u8bf4\u8bdd\u4eba\u76f8\u4f3c\u5ea6\u548c\u81ea\u7136\u5ea6\u65b9\u9762\u7684\u6027\u80fd\u5728\u5ba2\u89c2\u548c\u4e3b\u89c2\u8bc4\u4ef7\u4e0a\u90fd\u4e0e\u771f\u5b9e\u4eba\u7c7b\u8bed\u97f3\u76f8\u5339\u914d\u3002\u901a\u8fc7\u5fae\u8c03\uff0c\u6211\u4eec\u5728\u8fd9\u4e9b\u6307\u6807\u4e0a\u83b7\u5f97\u4e86\u66f4\u9ad8\u7684\u4e3b\u89c2\u5206\u6570\u3002Seed-TTS\u63d0\u4f9b\u4e86\u5bf9\u5404\u79cd\u8bed\u97f3\u5c5e\u6027\uff08\u5982\u60c5\u611f\uff09\u7684\u4e0a\u7ea7\u53ef\u63a7\u6027\uff0c\u5e76\u4e14\u80fd\u591f\u4e3a\u73b0\u5b9e\u4e2d\u7684\u8bf4\u8bdd\u8005\u751f\u6210\u9ad8\u5ea6\u8868\u8fbe\u6027\u548c\u591a\u6837\u5316\u7684\u8bed\u97f3\u3002\u6b64\u5916\uff0c\u6211\u4eec\u63d0\u51fa\u4e86\u4e00\u79cd\u81ea\u84b8\u998f\u65b9\u6cd5\u7684\u8bed\u97f3\u5206\u89e3\uff0c\u4ee5\u53ca\u5f3a\u5316\u5b66\u4e60\u65b9\u6cd5\uff0c\u4ee5\u63d0\u9ad8\u6a21\u578b\u7684\u9c81\u68d2\u6027\u3001\u8bf4\u8bdd\u4eba\u76f8\u4f3c\u6027\u548c\u53ef\u63a7\u6027\u3002 <strong>\u6211\u4eec\u8fd8\u63d0\u51fa\u4e86\u4e00\u4e2a\u975e\u81ea\u56de\u5f52\uff08NAR\uff09\u7684 Seed TTS\u6a21\u578b\u7684\u53d8\u4f53\uff0c\u547d\u540d\u4e3a Seed -TTS<sub>DiT<\/sub>\uff0c\u5b83\u5229\u7528\u4e86\u4e00\u4e2a\u5b8c\u5168\u57fa\u4e8e\u6269\u6563\u7684\u67b6\u6784\u3002\u4e0e\u4ee5\u524d\u7684\u57fa\u4e8eNAR\u7684TTS\u7cfb\u7edf\u4e0d\u540c\uff0cSeed-TTS<sub>DiT<\/sub>\u4e0d\u4f9d\u8d56\u4e8e\u9884\u5148\u4f30\u8ba1\u7684\u97f3\u7d20\u6301\u7eed\u65f6\u95f4\uff0c\u5e76\u4e14\u901a\u8fc7\u7aef\u5230\u7aef\u5904\u7406\u6765\u6267\u884c\u8bed\u97f3\u751f\u6210\u3002<\/strong>\u6211\u4eec\u8bc1\u660e\u4e86\u8fd9\u79cd\u53d8\u4f53\u5728\u5ba2\u89c2\u548c\u4e3b\u89c2\u8bc4\u4ef7\u4e2d\u4e0e\u57fa\u4e8e\u8bed\u8a00\u6a21\u578b\u7684\u53d8\u4f53\u5177\u6709\u53ef\u6bd4\u6027\uff0c\u5e76\u5c55\u793a\u4e86\u5176\u5728\u8bed\u97f3\u7f16\u8f91\u4e2d\u7684\u6709\u6548\u6027\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"769\" height=\"196\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/08\/image-50.png\" alt=\"\" class=\"wp-image-17320\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/08\/image-50.png 769w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/08\/image-50-300x76.png 300w\" sizes=\"(max-width: 769px) 100vw, 769px\" \/><figcaption><strong>\u56fe1.&nbsp;<\/strong>Seed-TTS\u63a8\u7406\u6d41\u6c34\u7ebf\u6982\u8ff0\u3002(1)\u8bed\u97f3\u5206\u8bcd\u5668\u4ece\u53c2\u8003\u8bed\u97f3\u4e2d\u5b66\u4e60\u6807\u8bb0\u3002(2)\u81ea\u56de\u5f52\u8bed\u8a00\u6a21\u578b\u57fa\u4e8e\u6761\u4ef6\u6587\u672c\u548c\u8bed\u97f3\u751f\u6210\u8bed\u97f3\u4ee4\u724c\u3002(3)\u6269\u6563Transformer\u6a21\u578b\u4ee5\u7531\u7c97\u5230\u7ec6\u7684\u65b9\u5f0f\u5728\u7ed9\u5b9a\u751f\u6210\u7684\u8bed\u97f3\u6807\u8bb0\u7684\u60c5\u51b5\u4e0b\u751f\u6210\u8fde\u7eed\u8bed\u97f3\u8868\u793a\u3002(4)\u58f0\u5b66\u58f0\u7801\u5668\u4ece\u6269\u6563\u8f93\u51fa\u4ea7\u751f\u66f4\u9ad8\u8d28\u91cf\u7684\u8bed\u97f3\u3002<\/figcaption><\/figure>\n\n\n\n<p>\u4e3b\u8981\u8d21\u732e\u5982\u4e0b\uff1a<\/p>\n\n\n\n<p>1\u3001Seed-TTS\uff0c\u8fd9\u662f\u4e00\u7cfb\u5217\u8bed\u97f3\u751f\u6210\u6a21\u578b\uff0c\u80fd\u591f\u751f\u6210\u9ad8\u5ea6\u8868\u8fbe\u6027\u7684\u7c7b\u4eba\u8bed\u97f3\u3002\u6211\u4eec\u8bc1\u660e\uff0c Seed- TTS\u5b9e\u73b0SOTA\u7684\u6027\u80fd\u5728\u591a\u4e2a\u8bc4\u4f30\u6570\u636e\u96c6\u3002\u5728zero-shot speech in-context learning (ICL)\u8bbe\u7f6e\u4e0b\uff0c\u6211\u4eec\u8868\u660eSeed-TTS\u80fd\u591f\u751f\u6210\u4e0e\u4eba\u7c7b\u8bed\u97f3\u96be\u4ee5\u533a\u5206\u7684\u9c81\u68d2\u3001\u76f8\u4f3c\u548c\u9ad8\u5ea6\u52a8\u6001\u7684\u8bed\u97f3\u3002<\/p>\n\n\n\n<p>2\u3001<strong>\u63d0\u51fa\u4e86\u4e00\u79cd\u65b0\u7684\u7528\u4e8e\u97f3\u8272\u89e3\u8026\u7684Seed-TTS\u81ea\u84b8\u998f\u6269\u5c55\uff0c\u5e76\u5728\u8bed\u97f3\u8f6c\u6362\u4efb\u52a1\u4e2d\u9a8c\u8bc1\u4e86SOTA\u7684\u6027\u80fd\u3002<\/strong><\/p>\n\n\n\n<p>3\u3001\u9488\u5bf9Seed-TTS\u6a21\u578b\uff0c\u63d0\u51fa\u4e86\u4e00\u79cd\u65b0\u7684\u57fa\u4e8eRL\u7684\u8bad\u7ec3\u540e\u6269\u5c55\u65b9\u6cd5\uff0c\u4ece\u6574\u4f53\u4e0a\u63d0\u9ad8\u4e86\u6a21\u578b\u7684\u6027\u80fd\u3002<\/p>\n\n\n\n<p><strong>Seed-TTS\u4e3b\u8981\u529f\u80fd\uff1a<\/strong><\/p>\n\n\n\n<ul><li><strong>\u9ad8\u8d28\u91cf\u8bed\u97f3\u751f\u6210:<\/strong> Seed-TTS\u91c7\u7528\u4e86\u5148\u8fdb\u7684\u81ea\u56de\u5f52\u6a21\u578b\u548c\u58f0\u5b66\u58f0\u7801\u5668\u6280\u672f\u3001\u80fd\u591f\u751f\u6210\u63a5\u8fd1\u4eba\u7c7b\u81ea\u7136\u8bed\u97f3\u7684\u9ad8\u8d28\u91cf\u8bed\u97f3\u3002\u6a21\u578b\u5728\u5927\u91cf\u6570\u636e\u4e0a\u8fdb\u884c\u8bad\u7ec3,\u5b66\u4e60\u5230\u4e30\u5bcc\u7684\u8bed\u97f3\u7279\u5f81\u548c\u8bed\u8a00\u6a21\u5f0f,\u4ece\u800c\u80fd\u591f\u5408\u6210\u6e05\u6670\u3001\u6d41\u7545\u3001\u81ea\u7136\u7684\u8bed\u97f3\u8f93\u51fa<\/li><li><strong>\u4e0a\u4e0b\u6587\u5b66\u4e60:<\/strong> <strong>\u8be5\u6a21\u578b\u5177\u5907\u51fa\u8272\u7684\u4e0a\u4e0b\u6587\u5b66\u4e60\u80fd\u529b,\u53ef\u4ee5\u5728\u7406\u89e3\u7ed9\u5b9a\u6587\u672c\u7684\u4e0a\u4e0b\u6587\u57fa\u7840\u4e0a\u3001\u751f\u6210\u4e0e\u4e0a\u4e0b\u6587\u98ce\u683c\u548c\u8bed\u4e49\u76f8\u5339\u914d\u7684\u8bed\u97f3\u3002\u65e0\u8bba\u662f\u8fde\u7eed\u7684\u5bf9\u8bdd\u8fd8\u662f\u5355\u72ec\u7684\u53e5\u5b50\uff0cSeed-TTS\u90fd\u80fd\u591f\u4fdd\u6301\u8bed\u97f3\u7684\u8fde\u8d2f\u6027\u548c\u4e00\u81f4\u6027<\/strong>\u3002<\/li><li><strong>\u60c5\u611f\u63a7\u5236\uff1aSeed-TTS\u80fd\u591f\u6839\u636e\u6587\u672c\u5185\u5bb9\u6216\u989d\u5916\u7684\u60c5\u611f\u6807\u7b7e\uff0c\u63a7\u5236\u751f\u6210\u8bed\u97f3\u7684\u60c5\u611f\u8272\u5f69<\/strong>\u3002<strong>\u7528\u6237\u53ef\u4ee5\u6307\u5b9a\u8bed\u97f3\u4e2d\u5e94\u8868\u8fbe\u7684\u60c5\u611f\uff0c\u5982\u6124\u6012\u3001\u5feb\u4e50\u3001\u60b2\u4f24\u6216\u60ca\u8bb6\u7b49\uff0c\u6a21\u578b\u4f1a\u76f8\u5e94\u5730\u8c03\u6574\u8bed\u97f3\u7684\u97f3\u8c03\u3001\u5f3a\u5ea6\u548c\u8282\u594f,\u4ee5\u5339\u914d\u6240\u9009\u60c5\u611f<\/strong> \u3010<strong>\u6bd4\u5982\uff1a\u628a\u60c5\u611f\u6807\u7b7e\u52a0\u5165text token \u6216\u8005 \u4f5c\u4e3a\u6269\u6563\u6a21\u578b\u7684\u6761\u4ef6\u8f93\u5165<\/strong>\u3011<\/li><li><strong>\u8bed\u97f3\u5c5e\u6027\u53ef\u63a7\uff1a<\/strong>\u9664\u4e86\u60c5\u611f\uff0cSeed-TTS\u8fd8\u5141\u8bb8\u7528\u6237\u63a7\u5236\u5176\u4ed6\u8bed\u97f3\u5c5e\u6027,\u5305\u62ec\u8bed\u8c03\u3001\u8282\u594f\u548c\u8bf4\u8bdd\u98ce\u683c\u3002\u7528\u6237\u53ef\u4ee5\u6839\u636e\u5e94\u7528\u573a\u666f\u7684\u9700\u6c42\uff0c\u8c03\u6574\u8bed\u97f3\u4f7f\u5176\u66f4\u6b63\u5f0f\u6216\u975e\u6b63\u5f0f \u6216\u8005\u66f4\u5177\u620f\u5267\u5316\u6548\u679c\u3010<strong>\u6bd4\u5982\uff1a\u5176\u4ed6\u8bed\u97f3\u5c5e\u6027\u52a0\u5165text token \u6216\u8005 \u4f5c\u4e3a\u6269\u6563\u6a21\u578b\u7684\u6761\u4ef6\u8f93\u5165<\/strong>\u3011<\/li><li><strong>\u96f6\u6837\u672c\u5b66\u4e60\u80fd\u529b(Zero-shot Learnina):<\/strong>\u5373\u4f7f\u6ca1\u6709\u7279\u5b9a\u8bf4\u8bdd\u8005\u7684\u8bad\u7ec3\u6570\u636e\uff0cSeedTTS\u4e5f\u80fd\u591f\u5229\u7528\u5176\u5728\u5927\u91cf\u6570\u636e\u4e0a\u8bad\u7ec3\u5f97\u5230\u7684\u6cdb\u5316\u80fd\u529b\uff0c\u751f\u6210\u9ad8\u8d28\u91cf\u7684\u8bed\u97f3\u3002\u6b64\u80fd\u529b\u4f7f\u5f97Seed-TTS\u80fd\u591f\u5feb\u901f\u9002\u5e94\u65b0\u7684\u8bf4\u8bdd\u8005\u6216\u8bed\u8a00\uff0c\u800c\u65e0\u9700\u989d\u5916\u7684\u8bad\u7ec3\u8fc7\u7a0b<\/li><li><strong>\u8bed\u97f3\u7f16\u8f91:<\/strong>Seed-TTS\u652f\u6301\u5bf9\u751f\u6210\u7684\u8bed\u97f3\u8fdb\u884c\u7f16\u8f91,<strong>\u5305\u62ec\u5185\u5bb9\u7f16\u8f91\u548c\u8bf4\u8bdd\u901f\u5ea6\u7f16\u8f91<\/strong>\u3002<strong>\u7528\u6237\u53ef\u4ee5\u6839\u636e\u9700\u8981\u4fee\u6539\u8bed\u97f3\u4e2d\u7684\u7279\u5b9a\u90e8\u5206,\u6216\u8c03\u6574\u8bed\u901f\u4ee5\u9002\u5e94\u4e0d\u540c\u7684\u542c\u4f17\u6216\u5e94\u7528\u573a\u666f\u3002<\/strong><\/li><li><strong>\u591a\u8bed\u79cd\u652f\u6301:<\/strong>\u6a21\u578b\u8bbe\u8ba1\u652f\u6301\u591a\u79cd\u8bed\u8a00\u7684\u6587\u672c\u8f93\u5165\u3001\u80fd\u591f\u751f\u6210\u76f8\u5e94\u8bed\u8a00\u7684\u8bed\u97f3,\u4f7f\u5f97Seed-TTS\u53ef\u4ee5\u670d\u52a1\u4e8e\u5168\u7403\u5316\u7684\u5e94\u7528\uff0c\u6ee1\u8db3\u4e0d\u540c\u8bed\u8a00\u7528\u6237\u7684\u9700\u6c42<\/li><li><strong>\u8bed\u97f3\u5206\u89e3:<\/strong>Seed-TTS<strong>\u901a\u8fc7\u81ea\u6211\u84b8\u998f\u65b9\u6cd5\u5b9e\u73b0\u4e86\u8bed\u97f3\u7684\u5c5e\u6027\u5206\u89e3\u3002\u4f8b\u5982\u53ef\u4ee5\u5c06\u8bed\u97f3\u7684\u97f3\u8272\u4e0e\u5176\u4ed6\u5c5e\u6027(\u5982\u5185\u5bb9\u548c\u60c5\u611f)\u5206\u79bb,\u4e3a\u8bed\u97f3\u5408\u6210\u63d0\u4f9b\u4e86\u66f4\u9ad8\u7684\u7075\u6d3b\u6027\u548c\u63a7\u5236\u529b,\u5141\u8bb8\u7528\u6237\u72ec\u7acb\u5730\u4fee\u6539\u548c\u91cd\u7ec4\u8bed\u97f3\u7684\u4e0d\u540c\u7ec4\u6210\u90e8\u5206<\/strong>\u3002<\/li><\/ul>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"865\" height=\"232\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/\u5c4f\u5e55\u622a\u56fe-2024-09-21-120213-1.png\" alt=\"\" class=\"wp-image-19420\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/\u5c4f\u5e55\u622a\u56fe-2024-09-21-120213-1.png 865w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/\u5c4f\u5e55\u622a\u56fe-2024-09-21-120213-1-300x80.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/\u5c4f\u5e55\u622a\u56fe-2024-09-21-120213-1-768x206.png 768w\" sizes=\"(max-width: 865px) 100vw, 865px\" \/><\/figure>\n\n\n\n<p>Seed-TTS \u662f\u4e00\u79cd\u57fa\u4e8e\u81ea\u56de\u5f52 Transformer \u6a21\u578b\uff0c\u5982\u56fe 1 \u6240\u793a\u3002\u6211\u4eec\u7684\u7cfb\u7edf\u7531<strong>\u56db\u4e2a\u4e3b\u8981\u6784\u5efa\u6a21\u5757\u7ec4\u6210\uff1a\u8bed\u97f3\u5206\u8bcd\u5668\u3001\u5206\u8bcd\u8bed\u8a00\u6a21\u578b\u3001\u5206\u8bcd\u6269\u6563\u6a21\u578b\u548c\u58f0\u5b66\u58f0\u7801\u5668<\/strong>\u3002<strong>\u6211\u4eec\u5f3a\u8c03\uff0cSeed-TTS \u5728\u5927\u91cf\u6570\u636e\u4e0a\u8fdb\u884c\u8bad\u7ec3\uff08\u6570\u636e\u91cf\u7ea7\u6bd4\u4e4b\u524d\u6700\u5927\u7684 TTS \u7cfb\u7edf\u5927\u5f97\u591a\uff09\uff0c\u4ee5\u5b9e\u73b0\u5f3a\u5927\u7684\u6cdb\u5316\u80fd\u529b\u548c\u65b0\u5174\u80fd\u529b\u3002<\/strong><\/p>\n\n\n\n<h2>Seed-TTS\u65b9\u6cd5\uff1a<\/h2>\n\n\n\n<p>Seed-TTS\u662f\u57fa\u4e8e\u81ea\u56de\u5f52transformer-based<strong>\uff08LLaMA\uff1adecoder only\uff09<\/strong>\u7684\u6a21\u578b\uff0c\u5982\u56fe1\u6240\u793a\u3002\u6211\u4eec\u7684\u7cfb\u7edf\u7531\u56db\u4e2a\u4e3b\u8981\u7684\u6784\u5efa\u5757\uff1a\u4e00\u4e2a\u8bed\u97f3tokenizer\uff0c\u4e00\u4e2atoken\u8bed\u8a00\u6a21\u578b\uff0c\u4e00\u4e2atoken\u6269\u6563\u6a21\u578b\uff0c\u548c\u4e00\u4e2a\u58f0\u5b66\u58f0\u7801\u5668\u3002\u6211\u4eec\u5f3a\u8c03\uff0cSeed-TTS\u662f\u5728\u5927\u91cf\u6570\u636e\uff08\u6bd4\u4ee5\u524d\u6700\u5927\u7684TTS\u7cfb\u7edf\u5927\u7684\u6570\u91cf\u7ea7\uff09\u4e0a\u8bad\u7ec3\u7684\uff0c\u4ee5\u5b9e\u73b0\u5f3a\u5927\u7684\u6cdb\u5316\u548c\u6d8c\u73b0\u80fd\u529b\u3002<\/p>\n\n\n\n<p>\u9996\u5148\uff0c\u8bed\u97f3\u6807\u8bb0\u5668\u5c06\u8bed\u97f3\u4fe1\u53f7\u8f6c\u6362\u4e3a\u4e00\u7cfb\u5217\u8bed\u97f3\u6807\u8bb0\uff0c\u7136\u540e\u4f7f\u7528\u7c7b\u4f3c\u4e8e BASE TTS\u6240\u63cf\u8ff0\u7684\u65b9\u6cd5\u5bf9\u6807\u8bb0\u8bed\u8a00\u6a21\u578b\u8fdb\u884c\u8bad\u7ec3\u3002\u6211\u4eec\u7814\u7a76\u4e86\u8fde\u7eed\u548c\u79bb\u6563\u8bed\u97f3\u6807\u8bb0\u5668\uff0c\u53d1\u73b0\u6807\u8bb0\u5668\u7684\u8bbe\u8ba1\u5bf9\u6574\u4e2a\u7cfb\u7edf\u7684\u6027\u80fd\u81f3\u5173\u91cd\u8981\u3002\u8bed\u8a00\u6a21\u578b\u662f\u5728\u6210\u5bf9\u7684\u6587\u672c\u5e8f\u5217\u548c\u8bed\u97f3\u6807\u8bb0\u4e0a\u8bad\u7ec3\u7684\u3002\u5728\u63a8\u7406\u8fc7\u7a0b\u4e2d\uff0c\u6a21\u578b\u81ea\u56de\u5f52\u5730\u751f\u6210\u8bed\u97f3\u6807\u8bb0\u3002\u8bf7\u6ce8\u610f\uff0c\u5728\u672c\u6280\u672f\u62a5\u544a\u4e2d\uff0c\u6211\u4eec\u4e13\u6ce8\u4e8e\u8bed\u97f3\u751f\u6210\u4efb\u52a1\uff0c\u56e0\u6b64\u6587\u672c\u5e8f\u5217\u7684\u635f\u5931\u662f\u88ab\u63a9\u853d\u7684\u3002\u8fd9\u4e9b\u751f\u6210\u7684\u6807\u8bb0\u968f\u540e\u7531\u6269\u6563\u6a21\u578b\u5904\u7406\uff0c\u4ee5\u589e\u5f3a\u58f0\u5b66\u7ec6\u8282\u3002\u7136\u540e\u8f93\u51fa\u901a\u8fc7\u58f0\u5b66\u58f0\u7801\u5668\u5904\u7406\uff0c\u4ee5\u9884\u6d4b\u6700\u7ec8\u7684\u6ce2\u5f62\u3002<\/p>\n\n\n\n<p>\u5177\u4f53\u6d41\u7a0b\u5982\u4e0b: \u9996\u5148\u8bed\u97f3tokenizer\u5c06\u8bed\u97f3\u4fe1\u53f7\u8f6c\u6362\u4e3a\u8bed\u97f3token\u5e8f\u5217\uff0c\u5728\u8be5\u8bed\u97f3token\u5e8f\u5217\u4e0a\u8bad\u7ec3token\u8bed\u8a00\u6a21\u578b\uff0c\u6211\u4eec\u7814\u7a76\u4e86\u8fde\u7eed\u548c\u79bb\u6563\u8bed\u97f3token\u5668\uff0c\u53d1\u73b0 tokenizer \u7684\u8bbe\u8ba1\u5bf9\u6574\u4e2a\u7cfb\u7edf\u7684\u6027\u80fd\u81f3\u5173\u91cd\u8981\u3002\u8bed\u8a00\u6a21\u578b\u5728\u6587\u672c\u548c\u8bed\u97f3token\u7684\u914d\u5bf9\u5e8f\u5217\u4e0a\u8bad\u7ec3\u3002\u5728\u63a8\u7406\u8fc7\u7a0b\u4e2d\uff0c\u5b83\u81ea\u56de\u5f52\u5730\u751f\u6210\u8bed\u97f3token\u3002\u8fd9\u4e9b\u751f\u6210\u7684\u4ee4\u724c\uff0c\u7136\u540e\u7528\u6269\u6563\u6a21\u578b\u8fdb\u884c\u5904\u7406\uff0c\u4ee5\u589e\u5f3a\u58f0\u5b66\u7ec6\u8282\u3002\u8f93\u51fa\u88ab\u4f20\u9012\u5230\u58f0\u5b66\u58f0\u7801\u5668\u4ee5\u9884\u6d4b\u6700\u7ec8\u6ce2\u5f62\u3002&nbsp;<strong>\u58f0\u5b66\u58f0\u7801\u5668<\/strong>\u4f7f\u7528\u7c7b\u4f3c\u4e8eKumar\u7b49\u4eba\u3010High-Fidelity Audio Compression with Improved RVQGAN\u3011\uff0c\u5e76<strong>\u5355\u72ec\u8fdb\u884c\u8bad\u7ec3<\/strong>\u3002<\/p>\n\n\n\n<p>\u4e0e\u57fa\u4e8e\u6587\u672c\u7684\u8bed\u8a00\u6a21\u578b\u7c7b\u4f3c\uff0cSeed-TTS\u7ecf\u5386\u4e09\u4e2a\u8bad\u7ec3\u9636\u6bb5\uff1a<strong>\u9884\u8bad\u7ec3\uff0c\u5fae\u8c03\u548c\u540e\u8bad\u7ec3<\/strong>\u3002\u9884\u8bad\u7ec3\u9636\u6bb5\u7684\u76ee\u6807\u662f\u6700\u5927\u9650\u5ea6\u5730\u63d0\u9ad8\u573a\u666f\u548c\u8bf4\u8bdd\u4eba\u7684\u8986\u76d6\u7387\uff0c\u540c\u65f6\u4e3a\u901a\u7528\u8bed\u97f3\u5efa\u6a21\u5efa\u7acb\u4e00\u4e2a\u5f3a\u5927\u7684\u9aa8\u5e72\u3002\u5982\u524d\u6240\u8ff0\uff0c\u5728\u8be5\u9636\u6bb5\uff0cSeed-TTS\u5229\u7528\u4e86\u6bd4\u5148\u524d\u7684\u8bed\u97f3\u751f\u6210\u6a21\u578b\u5927\u6570\u91cf\u7ea7\u7684\u5927\u91cf\u8bad\u7ec3\u6570\u636e\u548c\u6a21\u578b\u89c4\u6a21\u3002<\/p>\n\n\n\n<p><strong>\u5fae\u8c03\u9636\u6bb5\u5305\u62ec\u8bf4\u8bdd\u4eba\u5fae\u8c03\u548c\u6307\u4ee4\u5fae\u8c03\u3002\u8bf4\u8bdd\u4eba\u5fae\u8c03\u7684\u91cd\u70b9\u662f\u63d0\u9ad8\u9009\u5b9a\u8bf4\u8bdd\u4eba\u7ec4\u7684\u8868\u73b0\uff0c\u800c\u6307\u4ee4\u5fae\u8c03\u7684\u76ee\u7684\u662f\u63d0\u9ad8\u53ef\u63a7\u6027\u548c\u4ea4\u4e92\u6027\u3002\u540e\u671f\u8bad\u7ec3\u901a\u8fc7RL\u8fdb\u884c\uff0c\u4ece\u6574\u4f53\u4e0a\u6539\u8fdb\u4e86\u6a21\u578b\u3002<\/strong><\/p>\n\n\n\n<p>\u6211\u4eec\u89c2\u5bdf\u5230 Seed-TTS \u6a21\u578b\u76f8\u8f83\u4e8e\u4e4b\u524d\u7684\u6a21\u578b\u6709\u4e24\u4e2a\u4e3b\u8981\u4f18\u52bf\u3002\u9996\u5148\uff0cSeed-TTS \u5728\u4e0d\u540c\u573a\u666f\u4e0b\uff08\u5305\u62ec\u5982\u558a\u53eb\u3001\u54ed\u6ce3\u6216\u9ad8\u5ea6\u60c5\u611f\u5316\u7684\u8bed\u97f3\u7b49\u5177\u6709\u6311\u6218\u6027\u7684\u60c5\u5883\uff09\u5c55\u793a\u4e86\u51fa\u8272\u7684\u8bed\u97f3\u5408\u6210\u81ea\u7136\u5ea6\u548c\u8868\u73b0\u529b\u3002\u5728\u5f00\u53d1\u8fc7\u7a0b\u4e2d\uff0c\u6211\u4eec\u5728\u88ab\u8ba4\u4e3a\u5bf9\u4e8e\u4ee5\u524d\u7684 TTS \u7cfb\u7edf\u96be\u4ee5\u6216\u65e0\u6cd5\u5904\u7406\u7684\u60c5\u5883\u4e2d\u5bf9\u6a21\u578b\u8fdb\u884c\u4e86\u4e25\u683c\u6d4b\u8bd5\uff0c\u7ed3\u679c\u663e\u793a\u5176\u76f8\u5bf9\u4e8e\u4e4b\u524d\u7684\u6700\u5148\u8fdb\u7cfb\u7edf\u5177\u6709\u660e\u663e\u7684\u4f18\u52bf\u3002<\/p>\n\n\n\n<p>\u5176\u6b21\uff0cSeed-TTS\u89e3\u51b3\u4e86\u57fa\u4e8e\u8bed\u8a00\u6a21\u578b\u7684TTS\u7cfb\u7edf\u4e2d\u666e\u904d\u5b58\u5728\u7684\u7a33\u5b9a\u6027\u95ee\u9898\uff0c\u8fd9\u4e9b\u95ee\u9898\u963b\u788d\u4e86\u5b83\u4eec\u5728\u73b0\u5b9e\u4e16\u754c\u4e2d\u7684\u90e8\u7f72\u3002\u7a33\u5b9a\u6027\u662f\u901a\u8fc7token\u548c\u6a21\u578b\u8bbe\u8ba1\u6539\u8fdb\u3001\u589e\u5f3a\u7684\u8bad\u7ec3\u548c\u63a8\u7406\u7b56\u7565\u3001\u6570\u636e\u6269\u5145\u548c\u8bad\u7ec3\u540e\u5f3a\u5316\u5b66\u4e60\u7684\u7ec4\u5408\u6765\u5b9e\u73b0\u7684\u3002\u56e0\u6b64\uff0cSeed-TTS\u5728\u6d4b\u8bd5\u96c6\u4e0a\u5b9e\u73b0\u4e86\u663e\u8457\u66f4\u597d\u7684\u9c81\u68d2\u6027\u3002<\/p>\n\n\n\n<p><strong>\u4f5c\u4e3a\u8bed\u97f3\u751f\u6210\u7684\u57fa\u7840\u6a21\u578b\uff0cSeed-TTS\u53ef\u4ee5\u6267\u884c\u5404\u79cd\u4efb\u52a1\uff0c\u4f8b\u5982\u8bed\u97f3ICL\u3010&nbsp;zero-shot voice continuation\u3011\uff0c\u53ef\u63a7TTS\uff0c\u8de8\u8bed\u8a00TTS\uff0c\u8bed\u97f3\u8f6c\u6362\uff0c\u97f3\u8272\u751f\u6210\u548c\u8bf4\u8bdd\u98ce\u683c\u8f6c\u6362\u3002<\/strong><\/p>\n\n\n\n<p>ICL\uff08\u4e0a\u4e0b\u6587\u5b66\u4e60\uff09\u7ed3\u679c\uff0c\u4e5f\u79f0\u4e3a\u96f6\u6837\u672c\u8bed\u97f3\u5ef6\u7eed\u3002ICL \u88ab\u5b9a\u4e49\u4e3a\u751f\u6210\u4e00\u4e2a\u5177\u6709\u4e0e\u77ed\u53c2\u8003\u8bed\u97f3\u7247\u6bb5\u76f8\u540c\u97f3\u8272\u548c\u97f5\u5f8b\u7684\u5168\u65b0\u53e3\u8bed\u8868\u8fbe\u3002\u8fd9\u4e9b ICL \u7ed3\u679c\u662f\u901a\u8fc7\u4f7f\u7528\u9884\u8bad\u7ec3\u7684 Seed-TTS \u6a21\u578b\u5bf9\u97f3\u9891\u548c\u6587\u672c\u63d0\u793a\u8fdb\u884c\u5ef6\u7eed\u800c\u83b7\u5f97\u7684\u3002<\/p>\n\n\n\n<h2>Experiments<\/h2>\n\n\n\n<h3>Zero-shot in-context learning<\/h3>\n\n\n\n<p>\u91c7\u7528\u4e86\u8bcd\u9519\u8bef\u7387\uff08WER\uff09\u548c\u8bf4\u8bdd\u4eba\u76f8\u4f3c\u5ea6\uff08SIM\uff09\u6307\u6807\u8fdb\u884c\u5ba2\u89c2\u8bc4\u4ef7\u3002\u6211\u4eec\u786e\u4fdd\u6bcf\u4e2a\u6837\u672c\u5305\u542b\u540c\u4e00\u8bf4\u8bdd\u4eba\u8bf4\u51fa\u7684\u4e00\u4e2a\u53c2\u8003\u8bdd\u8bed\u548c\u4e00\u4e2a\u76ee\u6807\u8bdd\u8bed\u3002\u6240\u63d0\u51fa\u7684Seed-TTS\u7cfb\u7edf\u7528\u4e8e\u57fa\u4e8e\u53c2\u8003\u8bed\u97f3\u751f\u6210\u76ee\u6807\u6587\u672c\u7684\u8bed\u97f3\u4f5c\u4e3a\u97f3\u9891\u63d0\u793a\u3002\u901a\u8fc7\u8fd9\u79cd\u65b9\u5f0f\uff0c\u6211\u4eec\u53ef\u4ee5\u76f4\u63a5\u5c06\u5408\u6210\u8bed\u97f3\u4e0e\u6765\u81ea\u771f\u5b9e\u7684\u4eba\u7c7b\u7684\u5730\u9762\u771f\u5b9e\u8bed\u97f3\u8fdb\u884c\u6bd4\u8f83\u3002\u53c2\u8003\u53d1\u97f3\u7684\u6301\u7eed\u65f6\u95f4\u8303\u56f4\u4ece3\u523020\u79d2\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"586\" height=\"187\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-96.png\" alt=\"\" class=\"wp-image-19425\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-96.png 586w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-96-300x96.png 300w\" sizes=\"(max-width: 586px) 100vw, 586px\" \/><\/figure>\n\n\n\n<p>\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c\u8f83\u4f4e\u7684WER\u4e0d\u4e00\u5b9a\u4f1a\u5bfc\u81f4\u8bf4\u8bdd\u8005\u76f8\u4f3c\u6027\u7684\u4e3b\u89c2\u5206\u6570\u63d0\u9ad8\u3002\u6211\u4eec\u51ed\u7ecf\u9a8c\u89c2\u5bdf\u5230\uff0c\u8f83\u4f4e\u7684WER\u901a\u5e38\u8868\u660e\u8be5\u6a21\u578b\u4ea7\u751f\u66f4\u201c\u6807\u51c6\u5316\u201d\u7684\u8bed\u97f3\uff0c\u8fd9\u66f4\u5bb9\u6613\u88abASR\u7cfb\u7edf\u8bc6\u522b\uff0c\u4f46\u4ee5\u727a\u7272\u5176\u4ed6\u671f\u671b\u7684\u8d28\u91cf\u4e3a\u4ee3\u4ef7\u3002\u4f8b\u5982\uff0c\u5728\u63d0\u793a\u8bed\u97f3\u5305\u542b\u5f3a\u53e3\u97f3\u6216\u9ad8\u8868\u8fbe\u529b\u7684\u60c5\u51b5\u4e0b\uff0c\u4ece\u751f\u6210\u7684\u8bed\u97f3\u83b7\u5f97\u8f83\u4f4e\u7684WER\u901a\u5e38\u6307\u793a\u5728\u6a21\u578b\u7684\u8f93\u51fa\u7a7a\u95f4\u4e2d\u5177\u6709\u6709\u9650\u53d8\u5316\u7684\u8f83\u4e0d\u5e26\u53e3\u97f3\u7684\u8bed\u97f3\uff0c\u8fd9\u53ef\u80fd\u542c\u8d77\u6765\u4e0d\u592a\u81ea\u7136\u5e76\u4e14\u5f53\u5728\u4e3b\u89c2\u8bc4\u4f30\u4e2d\u6d4b\u91cf\u65f6\u5177\u6709\u964d\u4f4e\u7684\u8bf4\u8bdd\u8005\u76f8\u4f3c\u6027\u3002<\/p>\n\n\n\n<p><strong>\u8a00\u8bed\u7406\u89e3\u8bc4\u4f30<\/strong>\uff1a<\/p>\n\n\n\n<p>\u6211\u4eec\u901a\u8fc7\u5728\u751f\u6210\u7684\u8bed\u97f3\u4e0a\u8bad\u7ec3ASR\u6a21\u578b\u6765\u8fdb\u4e00\u6b65\u9a8c\u8bc1Seed-TTS\u7684\u751f\u6210\u8d28\u91cf\u3002\u4e3a\u6b64\uff0c\u6211\u4eec\u751f\u6210\u4e86LibriSpeech 960\u5c0f\u65f6\u8bad\u7ec3\u96c6\u7684\u5408\u6210\u7248\u672c\u901a\u8fc7\u201c\u6587\u672c\u6ce2\u6d17\u724c\u201d\u7b56\u7565\uff0c\u5e76\u4f7f\u7528\u5408\u6210\u8bed\u6599\u5e93\u4ece\u5934\u5f00\u59cb\u8bad\u7ec3ASR\u6a21\u578b\uff0c\u7136\u540e\u6211\u4eec\u4f7f\u7528\u8be5\u6a21\u578b\u5728\u539f\u59cbLibriSpeech\u5f00\u53d1\u548c\u6d4b\u8bd5\u96c6\u4e0a\u8f6c\u5f55\u8bed\u97f3\u3002\u5177\u4f53\u5730\u8bf4\uff0c\u6211\u4eec\u901a\u8fc7\u91c7\u7528\u8bad\u7ec3\u96c6\u4e2d\u7684\u6bcf\u4e2a\u8bdd\u8bed\u4f5c\u4e3a\u97f3\u9891\u63d0\u793a\u6765\u751f\u6210\u8bad\u7ec3\u96c6\u4e2d\u7684\u6bcf\u4e2a\u8bdd\u8bed\u7684\u5408\u6210\u7248\u672c\uff0c\u4ee5\u4f7f\u7528\u6765\u81ea\u8bad\u7ec3\u96c6\u4e2d\u7684\u968f\u673a\u91c7\u6837\u7684\u6587\u672c\u6765\u5408\u6210\u65b0\u53e5\u5b50\uff0c\u540c\u65f6\u786e\u4fdd\u6240\u6709\u8bdd\u8bed\u548c\u6587\u672c\u4ec5\u88ab\u91c7\u6837\u4e00\u6b21\u3002\u901a\u8fc7\u8fd9\u79cd\u65b9\u5f0f\uff0c\u6211\u4eec\u521b\u5efa\u4e86\u4e00\u4e2a\u5408\u6210LibriSpeech\u8bad\u7ec3\u8bed\u6599\u5e93\uff0c\u8be5\u8bed\u6599\u5e93\u4fdd\u6301\u4e0e\u539f\u59cb\u8bed\u6599\u5e93\u76f8\u540c\u7684\u603b\u8bf4\u8bdd\u8005\u548c\u5185\u5bb9\u4fe1\u606f\uff0c\u4ee5\u4f7f\u7528WeNet\u5de5\u5177\u5305\u3002\u6211\u4eec\u91c7\u7528\u4e8612\u5c42\u6324\u538b\u6210\u5f62\u5668\u4f5c\u4e3aASR\u7f16\u7801\u5668\u548c3\u5c42\u53cc\u5411Transformer\u4f5c\u4e3aASR\u89e3\u7801\u5668\u3002ASR\u57fa\u7ebf\u6a21\u578b\u4e5f\u5728\u539f\u59cbLibriSpeech\u8bad\u7ec3\u8bed\u6599\u5e93\u4e0a\u8bad\u7ec3\u3002\u6240\u6709\u6a21\u578b\u5747\u4f7f\u7528\u76f8\u540c\u7684\u8d85\u53c2\u6570\u8fdb\u884c\u8bad\u7ec3\uff0c\u4f8b\u5982\uff1a\u6bcf\u4e2a\u6a21\u578b\u90fd\u5728LibriSpeech\u5f00\u53d1\u548c\u6d4b\u8bd5\u96c6\u4e0a\u8fdb\u884c\u4e86\u6d4b\u8bd5\uff0c\u7ed3\u679c\u5982<a href=\"https:\/\/arxiv.org\/html\/2406.02430v1#S3.T2\">\u88682<\/a>\u6240\u793a\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"631\" height=\"105\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-97.png\" alt=\"\" class=\"wp-image-19433\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-97.png 631w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-97-300x50.png 300w\" sizes=\"(max-width: 631px) 100vw, 631px\" \/><\/figure>\n\n\n\n<p>\u5bf9\u4e8e\u5e72\u51c0\u96c6\uff0c\u5373\uff0c<em>dev_clean<\/em>\u548c<em>test_clean<\/em>\uff0c\u4f7f\u7528\u5408\u6210\u6570\u636e\u8bad\u7ec3\u7684\u6a21\u578b\u5b9e\u73b0\u4e86\u4e0e\u4f7f\u7528\u771f\u5b9e\u7684\u6570\u636e\u8bad\u7ec3\u7684\u6a21\u578b\u975e\u5e38\u76f8\u4f3c\u7684ASR\u6027\u80fd\u3002\u5728\u6709\u566a\u58f0\u7684<em>dev_other<\/em>\u548c<em>test_other<\/em>\u96c6\u5408\u4e0a\u5206\u522b\u89c2\u5bdf\u52301.81%\u548c1.6%\u7684\u7edd\u5bf9WER\u4e0b\u964d\uff0c\u6211\u4eec\u63a8\u6d4b\u8fd9\u662f\u7531\u4e8eSeed-TTS\u5728\u751f\u6210\u8fc7\u7a0b\u4e2d\u503e\u5411\u4e8e\u51cf\u5c11\u80cc\u666f\u566a\u58f0\uff0c\u4ece\u800c\u5bfc\u81f4\u5bf9\u566a\u58f0\u7684\u9c81\u68d2\u6027\u964d\u4f4e\u3002\u8fd9\u4e00\u7ed3\u679c\u8868\u660e\uff0c\u5728\u8bed\u97f3\u7406\u89e3\u6a21\u578b\u7684\u5f00\u53d1\u4e2d\u4f7f\u7528\u5408\u6210\u6570\u636e\u7684\u6f5c\u529b\uff0c\u8fd9\u8fdb\u4e00\u6b65\u63a8\u52a8\u4e86\u8bed\u97f3\u7406\u89e3\u548c\u751f\u6210\u7684\u7edf\u4e00\u3002<\/p>\n\n\n\n<p><strong>\u8bf4\u8bdd\u4eba\u76f8\u4f3c\u6027\u5206\u6790\uff1a<\/strong><\/p>\n\n\n\n<p>\u4e3a\u4e86\u9a8c\u8bc1\u5408\u6210\u8bed\u97f3\u4e2d\u97f3\u8272\u7684\u4fdd\u771f\u5ea6\uff0c\u6211\u4eec\u4f7f\u7528\u4e0e\u4e0a\u8ff0\u76f8\u540c\u7684\u6df7\u6392\u65b9\u6cd5\u751f\u6210\u4e86 VoxCeleb1 \u6d4b\u8bd5\u96c6\u4e2d\u7684\u82f1\u8bed\u8bed\u53e5\uff0c\u5e76\u4f7f\u7528\u57fa\u4e8e WavLM \u7684\u8bf4\u8bdd\u4eba\u9a8c\u8bc1\u6a21\u578b\u83b7\u53d6\u4e86\u5b83\u4eec\u7684\u8bf4\u8bdd\u4eba\u5d4c\u5165\u3002\u6211\u4eec\u5728\u56fe 3 \u4e2d\u4f7f\u7528 t-SNE\u7ed8\u5236\u4e86 25 \u4f4d\u8bf4\u8bdd\u4eba\u771f\u5b9e\u8bed\u97f3\u548c\u5408\u6210\u8bed\u97f3\u7684\u8bf4\u8bdd\u4eba\u5d4c\u5165\u5206\u5e03\u56fe\u3002<\/p>\n\n\n\n<p>\u6211\u4eec\u89c2\u5bdf\u5230\uff0c\u540c\u4e00\u8bf4\u8bdd\u8005\u7684\u771f\u5b9e\u8bed\u97f3\u548c\u5408\u6210\u8bed\u97f3\u7684\u5d4c\u5165\u53ef\u9760\u5730\u805a\u96c6\u5728\u4e00\u8d77\uff0c\u8fd9\u8868\u660e Seed-TTS \u751f\u6210\u7684\u8bed\u97f3\u5728\u8d28\u91cf\u548c\u8bf4\u8bdd\u8005\u76f8\u4f3c\u6027\u65b9\u9762\u4e0e\u771f\u5b9e\u4eba\u7c7b\u8bed\u97f3\u975e\u5e38\u63a5\u8fd1\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"891\" height=\"535\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-98.png\" alt=\"\" class=\"wp-image-19440\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-98.png 891w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-98-300x180.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-98-768x461.png 768w\" sizes=\"(max-width: 891px) 100vw, 891px\" \/><\/figure>\n\n\n\n<h3>\u8bf4\u8bdd\u4eba\u5fae\u8c03<\/h3>\n\n\n\n<p>\u6211\u4eec\u5728 Seed-TTS \u9884\u8bad\u7ec3\u6a21\u578b\u7684\u57fa\u7840\u4e0a\u8fdb\u884c\u4e86\u8bf4\u8bdd\u4eba\u5fae\u8c03\uff08SFT\uff09\u3002\u5728\u8be5\u5b9e\u9a8c\u4e2d\uff0c\u6211\u4eec\u9009\u62e9\u4e86 5 \u4f4d\u8bf4\u8bdd\u8005\uff083 \u4f4d\u5973\u6027\u548c 2 \u4f4d\u7537\u6027\uff09\uff0c\u6bcf\u4f4d\u8bf4\u8bdd\u8005\u7684\u8bed\u97f3\u6570\u636e\u65f6\u957f\u5728 1 \u5230 10 \u5c0f\u65f6\u4e4b\u95f4\u3002\u6211\u4eec\u4f7f\u7528\u8fd9\u4e9b\u8bf4\u8bdd\u8005\u7684\u603b\u8ba1 20 \u5c0f\u65f6\u7684\u5408\u5e76\u6570\u636e\u5bf9 Seed-TTS \u8fdb\u884c\u5fae\u8c03\uff0c\u5e76\u5f15\u5165\u4e86\u4e00\u4e2a\u989d\u5916\u7684\u8bf4\u8bdd\u4eba\u7d22\u5f15\u6807\u8bb0\uff0c\u7528\u4e8e\u5728\u63a8\u7406\u65f6\u9009\u62e9\u76ee\u6807\u8bf4\u8bdd\u8005\u7684\u97f3\u8272\u3002\u5bf9\u4e8e\u8fd9\u4e9b\u9009\u5b9a\u7684\u8bf4\u8bdd\u8005\uff0c\u6211\u4eec\u4f7f\u7528 WER\uff08\u8bcd\u9519\u8bef\u7387\uff09\u548c SIM\uff08\u76f8\u4f3c\u5ea6\uff09\u5ba2\u89c2\u6307\u6807\u4ee5\u53ca\u4e3b\u89c2 CMOS\uff08\u4e3b\u89c2\u8d28\u91cf\u8bc4\u5206\uff09\u7814\u7a76\uff0c\u8bc4\u4f30\u4e86\u5fae\u8c03\u6a21\u578b\uff08Seed-TTS SFT\uff09\u4e0e\u57fa\u7840\u9884\u8bad\u7ec3\u6a21\u578b\uff08Seed-TTS ICL\uff09\u751f\u6210\u7684\u8bed\u97f3\u6548\u679c\u3002\u5bf9\u4e8e\u57fa\u7840\u6a21\u578b\uff0c\u6bcf\u4f4d\u8bf4\u8bdd\u8005\u4f7f\u7528\u4e86\u968f\u673a\u91c7\u6837\u7684 20 \u79d2\u8bed\u97f3\u7247\u6bb5\u4f5c\u4e3a\u97f3\u9891\u63d0\u793a\u3002\u8bf4\u8bdd\u4eba\u5fae\u8c03\u5b9e\u9a8c\u7684\u7ed3\u679c\u5728\u8868 3 \u4e2d\u8fdb\u884c\u4e86\u6c47\u62a5\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"615\" height=\"87\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-99.png\" alt=\"\" class=\"wp-image-19441\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-99.png 615w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-99-300x42.png 300w\" sizes=\"(max-width: 615px) 100vw, 615px\" \/><\/figure>\n\n\n\n<h3>\u901a\u8fc7\u6307\u4ee4\u5fae\u8c03\u5b9e\u73b0\u53ef\u63a7\u6027<\/h3>\n\n\n\n<p>\u4e3a\u4e86\u8fdb\u4e00\u6b65\u589e\u5f3a\u8bf4\u8bdd\u4eba\u5fae\u8c03\u6a21\u578b\u7684\u53ef\u63a7\u6027\uff0c\u6211\u4eec\u5c1d\u8bd5\u96c6\u6210\u4e86\u989d\u5916\u7684\u6307\u4ee4\u5fae\u8c03\uff08IFT\uff09\u3002IFT \u4f7f\u6a21\u578b\u80fd\u591f\u7075\u6d3b\u63a7\u5236\u751f\u6210\u8bed\u97f3\u7684\u5404\u4e2a\u65b9\u9762\uff0c\u4f8b\u5982\u8868\u73b0\u529b\u3001\u8bed\u901f\u3001\u98ce\u683c\u3001\u60c5\u611f\u7b49\u3002\u5728\u672c\u62a5\u544a\u4e2d\uff0c\u6211\u4eec\u4ec5\u4ee5\u60c5\u611f\u63a7\u5236\u4e3a\u793a\u4f8b\u8fdb\u884c\u5c55\u793a\u3002<\/p>\n\n\n\n<p>\u4e3a\u4e86\u9a8c\u8bc1\u60c5\u611f\u53ef\u63a7\u6027\uff0c\u6211\u4eec\u8bad\u7ec3\u4e86\u4e00\u4e2a\u7c7b\u4f3c\u4e8eChen\u7b49\u4eba\u7684\u8bed\u97f3\u60c5\u611f\u8bc6\u522b\uff08SER\uff09\u6a21\u578b\uff0c\u9009\u62e9\u4e86\u56db\u4e2a\u4e3b\u8981\u60c5\u611f\uff08\u5373\uff0c\u6124\u6012\u3001\u9ad8\u5174\u3001\u60b2\u4f24\u548c\u60ca\u8bb6\uff09\uff0c\u5e76\u6d4b\u91cf\u4e86\u4ece\u5408\u6210\u8bed\u97f3\u9884\u6d4b\u60c5\u7eea\u7684\u51c6\u786e\u6027\u3002\u6211\u4eec\u4e3a\u6bcf\u79cd\u60c5\u7eea\u751f\u6210\u5e76\u8bc4\u4f30\u4e86100\u4e2a\u8bdd\u8bed\uff0c\u5176\u4e2d\u5408\u6210\u6587\u672c\u7684\u4e3b\u9898\u88ab\u8bbe\u8ba1\u4e3a\u4e0e\u76ee\u6807\u60c5\u7eea\u76f8\u5339\u914d\u3002<\/p>\n\n\n\n<p>\u7ed3\u679c\u603b\u7ed3\u4e8e<a href=\"https:\/\/arxiv.org\/html\/2406.02430v1#S3.T4\">\u88684<\/a>\u4e2d\u3002\u6211\u4eec\u53d1\u73b0\uff0c<strong>\u5373\u4f7f\u6ca1\u6709\u4e00\u4e2a\u660e\u786e\u7684\u63a7\u5236\u4fe1\u53f7\uff0c\u00a0Seed-TTSSFT\u00a0\u4ecd\u7136\u83b7\u5f97\u4e86\u4e2d\u7b49\u7cbe\u5ea6\u7684\u60c5\u7eea\u63a7\u5236\u3002\u6211\u4eec\u63a8\u6d4b\u8fd9\u662f\u56e0\u4e3a\u8be5\u6a21\u578b\u80fd\u591f\u6839\u636e\u6240\u63d0\u4f9b\u7684\u6587\u672c\u5185\u5bb9\u63a8\u65ad\u51fa\u9002\u5f53\u7684\u76ee\u6807\u60c5\u611f\u3002\u5f53\u4e0e\u9644\u52a0\u7684\u63a7\u5236\u4fe1\u53f7\u7ed3\u5408\u65f6\uff0c\u83b7\u5f97\u4e86\u663e\u8457\u63d0\u9ad8\u7684\u7cbe\u5ea6\u3002<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"586\" height=\"96\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-100.png\" alt=\"\" class=\"wp-image-19443\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-100.png 586w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-100-300x49.png 300w\" sizes=\"(max-width: 586px) 100vw, 586px\" \/><\/figure>\n\n\n\n<h3>\u4f4e\u5ef6\u8fdf\u63a8\u7406\u548c\u6d41\u5904\u7406<\/h3>\n\n\n\n<p>TTS\u6a21\u578b\u5728\u5b9e\u9645\u5e94\u7528\u4e2d\u7684\u90e8\u7f72\u4ece\u591a\u4e2a\u89d2\u5ea6\u63d0\u51fa\u4e86\u4e00\u4e9b\u5b9e\u9645\u6311\u6218\u3002\u4f8b\u5982\uff0c\u5728\u57fa\u4e8e\u804a\u5929\u7684\u5e94\u7528\u4e2d\uff0c\u7b49\u5f85\u65f6\u95f4\u548c\u7b2c\u4e00\u5206\u7ec4\u5ef6\u8fdf\u5bf9\u4e8e\u7528\u6237\u4f53\u9a8c\u662f\u5fc5\u4e0d\u53ef\u5c11\u7684\u3002\u5728\u65f6\u95f4\u548c\u5185\u5b58\u4e0a\u7684\u8ba1\u7b97\u5f00\u9500\u5bf9\u4e8e\u670d\u52a1\u5e76\u53d1\u6027\u662f\u81f3\u5173\u91cd\u8981\u7684\u3002\u4e0e\u4f20\u7edfTTS\u578b\u53f7\u76f8\u6bd4\uff0cSeed-TTS\u91c7\u7528\u4e86\u660e\u663e\u66f4\u5927\u7684\u578b\u53f7\u5c3a\u5bf8\uff0c\u4e3a\u90e8\u7f72\u5e26\u6765\u4e86\u989d\u5916\u7684\u969c\u788d\u3002\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e9b\u6311\u6218\uff0c\u6211\u4eec\u91c7\u7528\u4e86\u5404\u79cd\u6280\u672f\u6765\u964d\u4f4e\u63a8\u7406\u6210\u672c\u548c\u5ef6\u8fdf\u3002<\/p>\n\n\n\n<p>\u5177\u4f53\u5730\u8bf4\uff0c\u6211\u4eec\u89e3\u51b3\u4e86\u6a21\u578b\u90e8\u7f72\u7684\u4e09\u4e2a\u65b9\u9762\u3002\u9996\u5148\uff0c\u5b9e\u73b0\u4e86\u4e00\u79cd\u56e0\u679c\u6269\u6563\u7ed3\u6784\uff0c\u8be5\u7ed3\u6784\u4f7f\u6d41\u5904\u7406\u80fd\u591f\u5728\u6269\u6563\u6a21\u5757\u4e2d\u8fdb\u884c\uff0c\u5e76\u663e\u8457\u964d\u4f4e\u4e86\u5904\u7406\u5ef6\u8fdf\u548c\u9996\u5305\u5ef6\u8fdf\u3002 \u5176\u6b21\uff0c\u6211\u4eec\u91c7\u7528\u7a20\u5ea6\u84b8\u998f\uff08Song\u00a0\u7b49\u4eba\uff0c<a href=\"https:\/\/arxiv.org\/html\/2406.02430v1#bib.bib53\">2023<\/a>\uff09\u548c\u6539\u8fdb\u7684\u6d41\u91cf\u5339\u914d\u7b97\u6cd5Esser\u00a0\u7b49\u4eba\uff08<a href=\"https:\/\/arxiv.org\/html\/2406.02430v1#bib.bib54\">2024<\/a>\uff09\uff0c\u4ee5\u964d\u4f4e\u6269\u6563\u6a21\u578b\u7684\u8ba1\u7b97\u6210\u672c\u3002\u53e6\u4e00\u65b9\u9762\uff0c\u6211\u4eec\u7814\u7a76\u4e86\u5728\u8bed\u8a00\u6a21\u578b\u4fa7\u51cf\u5c11\u5185\u5b58\u548c\u8ba1\u7b97\u6d88\u8017\u7684\u5e38\u7528\u65b9\u6cd5\u3002<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-full\"><img loading=\"lazy\" width=\"595\" height=\"88\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-101.png\" alt=\"\" class=\"wp-image-19447\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-101.png 595w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-101-300x44.png 300w\" sizes=\"(max-width: 595px) 100vw, 595px\" \/><figcaption>\u90e8\u7f72\u6a21\u578b\u548c\u79bb\u7ebf\u6a21\u578b\u4e4b\u95f4\u7684\u6bd4\u8f83\u3002<\/figcaption><\/figure><\/div>\n\n\n\n<h2>\u6a21\u578b\u6269\u5c55<\/h2>\n\n\n\n<p>      \u6211\u4eec\u8fdb\u4e00\u6b65\u63d0\u51fa\u4e86\u4e24\u4e2a\u6269\u5c55\u7684TTS\u6a21\u578b\uff0c\u4ee5\u63d0\u9ad8\u5176\u6027\u80fd\u548c\u6269\u5927\u5176\u9002\u7528\u6027\u3002\u9996\u5148\uff0c\u6211\u4eec\u4ecb\u7ecd\u4e86\u4e00\u79cd\u81ea\u84b8\u998f\u7684\u65b9\u6cd5\uff0c\u65e8\u5728\u589e\u52a0\u97f3\u8272\u7684\u53ef\u63a7\u6027\u3002\u968f\u540e\uff0c\u6211\u4eec\u63d0\u51fa\u4f7f\u7528\u5f3a\u5316\u5b66\u4e60\u6765\u5168\u9762\u63d0\u9ad8\u6a21\u578b\u7684\u80fd\u529b\u3002<\/p>\n\n\n\n<h3>\u81ea\u84b8\u998f\u7684\u8bed\u97f3\u5206\u89e3\uff1a<\/h3>\n\n\n\n<p>      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\u6211\u4eec\u63d0\u51fa\u4e86\u4e00\u4e2a\u81ea\u84b8\u998f\u65b9\u6848\u6765\u5b9e\u73b0\u5c5e\u6027\u89e3\u8026\u3002\u8fd9\u79cd\u65b9\u6cd5\u7684<strong>\u6838\u5fc3\u539f\u7406\u662f\u521b\u5efa\u53d7\u63a7\u8bed\u97f3\u5bf9\uff0c\u8fd9\u4e9b\u8bed\u97f3\u5bf9\u5171\u4eab\u5927\u591a\u6570\u4fe1\u606f\uff0c\u4f46\u5728\u4e00\u4e2a\u6216\u51e0\u4e2a\u7279\u5b9a\u7684\u76ee\u6807\u5c5e\u6027\u4e0a\u6709\u6240\u4e0d\u540c\u3002<\/strong>\u5229\u7528\u8fd9\u6837\u7684\u6570\u636e\u5bf9\uff0c\u6cbf\u7740\u5bf9\u6a21\u578b\u67b6\u6784\u7684\u5fae\u5c0f\u66f4\u65b0\uff0c\u4f7f\u5f97Seed-TTS\u6a21\u578b\u80fd\u591f\u5b9e\u73b0\u9ad8\u8d28\u91cf\u7684\u5c5e\u6027\u89e3\u8026\u3002\u9274\u4e8eSeed-TTS\u53ef\u4ee5\u4e3a\u51e0\u4e4e\u4efb\u4f55\u8bf4\u8bdd\u8005\u751f\u6210\u9ad8\u8d28\u91cf\u7684\u96f6\u6837\u672c\u751f\u6210\uff0c\u751f\u6210\u8fd9\u4e9b\u5177\u6709\u4e0d\u540c\u76ee\u6807\u5c5e\u6027\u7684\u6570\u636e\u5bf9\u662f\u7b80\u5355\u7684\u3002\u5728\u8fd9\u4efd\u62a5\u544a\u4e2d\uff0c\u6211\u4eec\u7279\u522b\u5f3a\u8c03\u4e86\u97f3\u8272\u5206\u89e3\u7684\u8fc7\u7a0b\u548c\u7ed3\u679c\u3002<\/p>\n\n\n\n<p>       \u6211\u4eec\u6ce8\u610f\u5230\uff0c\u5728Seed-TTS\u751f\u6210\u8fc7\u7a0b\u4e2d\uff0c\u901a\u8fc7\u5728\u6269\u6563\u6a21\u5757\u4e2d\u5f15\u5165\u8bf4\u8bdd\u4eba\u6270\u52a8\uff0c\u6211\u4eec\u80fd\u591f\u83b7\u5f97\u5177\u6709\u76f8\u540c\u5185\u5bb9\u548c\u97f5\u5f8b\u6a21\u5f0f\u4f46\u97f3\u8272\u53d1\u751f\u53d8\u5316\u7684\u5408\u6210\u8bed\u97f3\u3002\u6211\u4eec\u5c06\u539f\u59cb\u53e5\u5b50\u548c\u97f3\u8272\u6539\u53d8\u7684\u53e5\u5b50\u5206\u522b\u8868\u793a\u4e3a&nbsp;So\u2062r\u2062i&nbsp;\u548c&nbsp;Sa\u2062l\u2062t&nbsp;\u3002<\/p>\n\n\n\n<p>       \u6211\u4eec\u4f7f\u7528\u8fd9\u4e9b\u589e\u5f3a\u7684\u5408\u6210\u6570\u636e\u5bf9<strong>\u91cd\u65b0\u8bad\u7ec3<\/strong>Seed-TTS\u7cfb\u7edf\u4e2d\u7684<strong>\u6269\u6563\u6a21\u578b\u3002<\/strong>\u5177\u4f53\u5730\uff0c\u5728\u8bad\u7ec3\u671f\u95f4\uff0c<strong>\u4ece\u00a0Sa\u2062l\u2062t\u00a0\u63d0\u53d6\u7684\u4ee4\u724c\u88ab\u7528\u4f5c\u7f51\u7edc\u7684\u8f93\u5165\u3002\u4ece\u00a0So\u2062r\u2062i\u00a0\u63d0\u53d6\u7684\u97f3\u8272\u53c2\u8003\u4e5f\u88ab\u96c6\u6210\u4e3a\u6269\u6563\u8f93\u5165\u7684\u4e00\u90e8\u5206\u3002 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class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"991\" height=\"358\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/08\/image-70.png\" alt=\"\" class=\"wp-image-17596\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/08\/image-70.png 991w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/08\/image-70-300x108.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/08\/image-70-768x277.png 768w\" sizes=\"(max-width: 991px) 100vw, 991px\" 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http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/08\/image-71-300x111.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/08\/image-71-768x283.png 768w\" sizes=\"(max-width: 951px) 100vw, 951px\" 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