{"id":26424,"date":"2025-06-07T15:09:59","date_gmt":"2025-06-07T07:09:59","guid":{"rendered":"http:\/\/139.9.1.231\/?p=26424"},"modified":"2025-06-18T17:32:21","modified_gmt":"2025-06-18T09:32:21","slug":"cosyvoice-3-tts","status":"publish","type":"post","link":"http:\/\/139.9.1.231\/index.php\/2025\/06\/07\/cosyvoice-3-tts\/","title":{"rendered":"CosyVoice 3\uff1a\u8bed\u97f3\u5408\u6210\u9886\u57df\u8fce\u6765\u91cc\u7a0b\u7891\u5f0f\u7a81\u7834"},"content":{"rendered":"\n<ul><li><strong><em><a href=\"https:\/\/arxiv.org\/pdf\/2505.17589v1\">CosyVoice 3\uff1aTowards In-the-wild Speech Generationvia Scaling-up and Post-training<\/a><\/em><\/strong><\/li><li><strong><em><a rel=\"noreferrer noopener\" href=\"https:\/\/funaudiollm.github.io\/cosyvoice3\/\" target=\"_blank\">https:\/\/funaudiollm.github.io\/cosyvoice3\/<\/a><\/em><\/strong><\/li><\/ul>\n\n\n\n\n\n<p>CosyVoice 2 \u5728<strong>\u8bed\u8a00\u8986\u76d6\u8303\u56f4\u3001\u9886\u57df\u591a\u6837\u6027\u3001\u6570\u636e\u91cf\u548c\u6587\u672c\u683c\u5f0f\u591a\u6837\u6027\u65b9\u9762<\/strong>\u5b58\u5728\u660e\u663e\u5c40\u9650\u6027\uff0c\u5728\u5b9e\u73b0\u91ce\u5916\u8bed\u97f3\u751f\u6210\u65b9\u9762\u4ecd\u6709\u8f83\u5927\u6539\u8fdb\u7a7a\u95f4\u3002\u963f\u91cc\u5df4\u5df4\u56e2\u961f\u5168\u65b0\u53d1\u5e03\u7684<strong>CosyVoice 3<\/strong>\uff0c\u4ee5\u8d85\u8d8a\u4eba\u7c7b\u57fa\u7ebf\u7684\u81ea\u7136\u5ea6\u3001\u8986\u76d6<strong> 9 \u56fd\u8bed\u8a00 18 \u79cd\u65b9\u8a00<\/strong>\u7684\u8d85\u5f3a\u6cdb\u5316\u80fd\u529b\uff0c\u91cd\u65b0\u5b9a\u4e49\u4e86\u300c\u91ce\u5916\u8bed\u97f3\u751f\u6210\u300d\u7684\u6807\u51c6\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"402\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/05\/image-35-1024x402.png\" alt=\"\" class=\"wp-image-26432\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/05\/image-35-1024x402.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/05\/image-35-300x118.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/05\/image-35-768x302.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/05\/image-35.png 1293w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h2>\u6458\u8981<\/h2>\n\n\n\n<p>\u5c3d\u7ba1 CosyVoice 2 \u5728\u4e2d\u6587\u548c\u82f1\u6587\u5e7f\u64ad\u573a\u666f\u4e2d\u8868\u73b0\u826f\u597d\uff0c\u4f46\u5b83\u5728\u8bed\u8a00\u8986\u76d6\u8303\u56f4\u3001\u9886\u57df\u591a\u6837\u6027\u3001\u6570\u636e\u89c4\u6a21\u4ee5\u53ca\u6587\u672c\u683c\u5f0f\u591a\u6837\u6027\u65b9\u9762\u4ecd\u5b58\u5728\u660e\u663e\u5c40\u9650\uff0c\u8ddd\u79bb\u5b9e\u73b0\u771f\u5b9e\u73af\u5883\u4e2d\u7684\u8bed\u97f3\u751f\u6210\u8fd8\u6709\u8f83\u5927\u63d0\u5347\u7a7a\u95f4\u3002\u6b64\u5916\uff0c\u9488\u5bf9\u8bed\u97f3\u751f\u6210\u6a21\u578b\u7684\u6a21\u578b\u548c\u6570\u636e\u7684\u6269\u5c55\u89c4\u5f8b\uff0c\u4ee5\u53ca\u8bad\u7ec3\u540e\u7684\u4f18\u5316\u6280\u672f\u5c1a\u672a\u88ab\u5145\u5206\u63a2\u7d22\u3002<\/p>\n\n\n\n<p>\u4e3a\u4e86\u89e3\u51b3\u4e0a\u8ff0\u95ee\u9898\uff0c\u6211\u4eec\u63a8\u51fa\u4e86<strong> CosyVoice 3<\/strong> \u2014\u2014 \u4e00\u6b3e\u9762\u5411\u771f\u5b9e\u73af\u5883\u5e94\u7528\u7684\u5927\u89c4\u6a21\u96f6\u6837\u672c\u8bed\u97f3\u751f\u6210\u6a21\u578b\uff0c\u5177\u5907\u66f4\u5e7f\u6cdb\u7684\u8bed\u8a00\u8986\u76d6\u548c\u591a\u6837\u5316\u7684\u4f7f\u7528\u573a\u666f\uff0c\u5728\u5185\u5bb9\u4e00\u81f4\u6027\u3001\u8bf4\u8bdd\u4eba\u76f8\u4f3c\u5ea6\u548c\u97f5\u5f8b\u81ea\u7136\u5ea6\u7b49\u65b9\u9762\u663e\u8457\u8d85\u8d8a\u5176\u524d\u4ee3\u4ea7\u54c1 CosyVoice 2\u3002<\/p>\n\n\n\n<p>\u6211\u4eec\u7684\u4e3b\u8981\u8d21\u732e\u5982\u4e0b\uff1a<\/p>\n\n\n\n<ul><li>1\uff09\u901a\u8fc7<strong>\u76d1\u7763\u591a\u4efb\u52a1\u8bad\u7ec3\u5f00\u53d1\u7684\u65b0\u578b\u8bed\u97f3\u5206\u8bcd\u5668<\/strong>\uff0c<strong>\u7528\u4e8e\u6539\u5584\u97f5\u5f8b\u81ea\u7136\u5ea6\uff0c\u5305\u62ec\u81ea\u52a8\u8bed\u97f3\u8bc6\u522b\u3001\u8bed\u97f3\u60c5\u611f\u8bc6\u522b\u3001\u8bed\u8a00\u8bc6\u522b\u3001\u97f3\u9891\u4e8b\u4ef6\u68c0\u6d4b\u548c\u8bf4\u8bdd\u4eba\u5206\u6790<\/strong>\u3002<\/li><li>2\uff09\u4e00\u79cd\u9002\u7528\u4e8e<strong>\u540e\u671f\u8bad\u7ec3\u7684\u65b0\u578b\u53ef\u5fae\u5206\u5956\u52b1\u6a21\u578b[DiffRO]\uff0c\u4e0d\u4ec5\u9002\u7528\u4e8e CosyVoice 3\uff0c\u8fd8\u9002\u7528\u4e8e\u5176\u4ed6\u57fa\u4e8e LLM \u7684\u8bed\u97f3\u5408\u6210\u6a21\u578b\u3002<\/strong><\/li><li>3\uff09\u6570\u636e\u96c6\u89c4\u6a21\u6269\u5c55\uff1a<strong>\u8bad\u7ec3\u6570\u636e\u4ece\u4e07\u5c0f\u65f6\u6269\u5c55\u5230\u767e\u4e07\u5c0f\u65f6\uff0c\u6db5\u76d6 9 \u79cd\u8bed\u8a00\u548c 18 \u79cd\u6c49\u8bed\u65b9\u8a00\uff0c\u8de8\u8d8a\u591a\u4e2a\u9886\u57df\u548c\u6587\u672c\u683c\u5f0f<\/strong>\u3002<\/li><li>4\uff09\u6a21\u578b\u89c4\u6a21\u6269\u5c55\uff1a\u6a21\u578b\u53c2\u6570\u4ece 5 \u4ebf\u589e\u52a0\u5230 <strong>15 \u4ebf<\/strong>\uff0c\u7531\u4e8e\u66f4\u5927\u7684\u6a21\u578b\u5bb9\u91cf\uff0c\u5728\u591a\u8bed\u8a00\u57fa\u51c6\u6d4b\u8bd5\u4e2d\u6027\u80fd\u5f97\u5230\u63d0\u5347\u3002\u8fd9\u4e9b\u8fdb\u5c55\u663e\u8457\u63a8\u52a8\u4e86\u91ce\u5916\u8bed\u97f3\u5408\u6210\u7684\u53d1\u5c55\u3002<\/li><li><strong>\u4e3a\u5e94\u5bf9\u771f\u5b9e\u4e16\u754c\u4e2d\u8bed\u97f3\u5408\u6210\u573a\u666f\u7684\u591a\u6837\u6027\u4e0e\u6cdb\u5316\u6311\u6218<\/strong>\uff0c\u6211\u4eec\u53d1\u5e03\u4e86\u9762\u5411\u96f6\u6837\u672c\u771f\u5b9e\u573a\u666f\u8bed\u97f3\u5408\u6210\u7684\u8bc4\u6d4b\u57fa\u51c6\u96c6 <strong>CV3-Eval<\/strong>\u3002\u8be5\u57fa\u51c6\u96c6\u57fa\u4e8e Common Voice\u3001FLUERS\u3001EmoBox \u53ca\u7f51\u7edc\u722c\u53d6\u7684\u771f\u5b9e\u97f3\u9891\u6570\u636e\u6784\u5efa\uff0c\u6db5\u76d6\u5e7f\u6cdb\u7684\u8bed\u8a00\u4e0e\u65b9\u8a00\u3001\u5e94\u7528\u9886\u57df\u4e0e\u73af\u5883\u3001\u60c5\u7eea\u4e0e\u98ce\u683c\u3002<\/li><\/ul>\n\n\n\n<h2><strong>\u6280\u672f\u65b9\u6848<\/strong><\/h2>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"410\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/05\/image-39-1024x410.png\" alt=\"\" class=\"wp-image-26463\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/05\/image-39-1024x410.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/05\/image-39-300x120.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/05\/image-39-768x308.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/05\/image-39.png 1275w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><figcaption>\u56fe2\uff1a\uff08a\uff09\u76d1\u7763\u5f0f\u591a\u4efb\u52a1\u8bad\u7ec3\u7684\u8bed\u97f3\u5206\u8bcd\u5668 \u548c\uff08b\uff09CosyVoice 3 \u7684\u8bad\u7ec3\u6d41\u7a0b\u793a\u610f\u56fe\u3002\u865a\u7ebf\u6846\u4e2d\u7684\u6a21\u5757\u4ec5\u5728\u8bad\u7ec3\u9636\u6bb5\u4f7f\u7528\u3002\u8bed\u97f3\u5206\u8bcd\u5668\u901a\u8fc7\u76d1\u7763\u8bad\u7ec3\uff0c\u6db5\u76d6\u81ea\u52a8\u8bed\u97f3\u8bc6\u522b\uff08ASR\uff09\u3001\u8bed\u8a00\u8bc6\u522b\uff08LID\uff09\u3001\u8bed\u97f3\u60c5\u611f\u8bc6\u522b\uff08SER\uff09\u3001\u97f3\u9891\u4e8b\u4ef6\u68c0\u6d4b\uff08AED\uff09\u4ee5\u53ca\u8bf4\u8bdd\u4eba\u5206\u6790\uff08SA\uff09\u7b49\u4efb\u52a1\u3002CFM \u8868\u793a\u6761\u4ef6\u6d41\u5339\u914d\u6a21\u578b\uff08Conditional Flow Matching model\uff09\u3002<\/figcaption><\/figure>\n\n\n\n<h3>&nbsp;\u901a\u8fc7\u76d1\u7763\u591a\u4efb\u52a1\u8bad\u7ec3\u5b9e\u73b0\u8bed\u97f3\u5206\u8bcd\u5668<\/h3>\n\n\n\n<p>CosyVoice 3 \u7684\u8bed\u97f3\u5206\u8bcd\u5668\u57fa\u4e8e MinMo\u8bed\u97f3\u5927\u6a21\u578b[\u57fa\u4e8esensevoice-large\u7684encoder]\uff0c\u8fd9\u662f\u4e00\u79cd\u5728\u591a\u4e2a\u8bed\u97f3\u4efb\u52a1\u4e2d\u8868\u73b0\u4f18\u5f02\u7684\u5927\u89c4\u6a21\u9884\u8bad\u7ec3\u8bed\u97f3\u7406\u89e3\u6a21\u578b\u3002<\/p>\n\n\n\n<p>\u4e0e <strong>CosyVoice 2<\/strong> \u5c06\u6709\u9650\u6807\u91cf\u91cf\u5316\uff08FSQ\uff09\u6a21\u5757\u63d2\u5165 <strong>SenseVoice-Large ASR<\/strong> \u6a21\u578b\u7684\u7f16\u7801\u5668\u4e0d\u540c\uff0c<strong>CosyVoice 3<\/strong> \u5c06 FSQ \u6a21\u5757\u63d2\u5165\u5230\u4e86<strong> MinMo \u6a21\u578b\u7684\u8bed\u97f3\u7f16\u7801\u5668<\/strong>\u3010\u4e5f\u662f  <strong>SenseVoice-Large <\/strong> encoder\uff0c\u4f46\u91cd\u65b0\u8fdb\u884c\u4e86\u591a\u4efb\u52a1\u8bad\u7ec3\u3011\u4e2d\u3002\u76f8\u6bd4\u4e8e<strong> SenseVoice-Large ASR<\/strong> \u6a21\u578b\uff0cMinMo \u662f\u4e00\u6b3e\u66f4\u4e3a\u5148\u8fdb\u7684\u591a\u6a21\u6001\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\uff0c\u5728\u8d85\u8fc7140\u4e07\u5c0f\u65f6\u7684\u8bed\u97f3\u6570\u636e\u4e0a\u8fdb\u884c\u4e86\u8bad\u7ec3\uff0c\u5728\u591a\u79cd\u57fa\u51c6\u4efb\u52a1\u4e2d\u5c55\u73b0\u51fa\u66f4\u4f18\u8d8a\u4e14\u8fbe\u5230\u4e86SOTA\u6c34\u5e73\u7684\u8868\u73b0\uff0c\u5305\u62ec\u53e3\u8bed\u5bf9\u8bdd\u3001\u591a\u8bed\u79cd\u8bed\u97f3\u8bc6\u522b\u3001\u4ee5\u53ca\u60c5\u611f\u8bc6\u522b\u7b49\u4efb\u52a1\u3002<\/p>\n\n\n\n<p>\u4e3a\u4e86\u8fdb\u4e00\u6b65\u589e\u5f3a\u8bed\u4e49\u4fe1\u606f\u7684\u6355\u6349\u80fd\u529b\uff0c\u6211\u4eec<strong>\u5728 MinMo \u7684\u8bad\u7ec3\u6570\u636e\u4e2d\u9009\u53d6\u4e86\u7ea653\u4e07\u5c0f\u65f6\u7684\u6570\u636e\u5b50\u96c6\uff0c\u9488\u5bf9\u6211\u4eec\u7684\u8bed\u97f3\u5206\u8bcd\u5668\u8fdb\u884c\u76d1\u7763\u591a\u4efb\u52a1\u5b66\u4e60<\/strong>\uff0c\u6db5\u76d6\u4e86<strong>\u591a\u8bed\u79cdASR\u3001\u8bed\u8a00\u8bc6\u522b\uff08LID\uff09\u3001\u8bed\u97f3\u60c5\u611f\u8bc6\u522b\uff08SER\uff09\u3001\u97f3\u9891\u4e8b\u4ef6\u68c0\u6d4b\uff08AED\uff09\u4ee5\u53ca\u8bf4\u8bdd\u4eba\u5206\u6790\uff08SA\uff09\u7b49\u4efb\u52a1<\/strong>\u3002<\/p>\n\n\n\n<p>\u5728\u8bad\u7ec3\u9636\u6bb5\uff0c\u5982\u56fe2a\u6240\u793a\uff0c\u8f93\u5165\u8bed\u97f3 X \u9996\u5148\u7ecf\u8fc7 Voice Encoder1 \u3010<strong> SenseVoice-Large Encoder<\/strong>\u3011\u5f97\u5230\u4e2d\u95f4\u8868\u793a H\uff0c\u5176\u4e2d Voice Encoder1 \u5305\u542b12\u4e2a\u5e26\u65cb\u8f6c\u4f4d\u7f6e\u5d4c\u5165\uff08RoPE\uff09\u7684Transformer\u6a21\u5757\u3002\u63a5\u7740\uff0c\u4e2d\u95f4\u8868\u793aH \u88ab\u9001\u5165 FSQ \u6a21\u5757\u8fdb\u884c\u91cf\u5316\uff0c\u91cf\u5316\u540e\u7684\u8868\u793a\u518d\u4f20\u9012\u81f3 MinMo \u7684\u5176\u4f59\u6a21\u5757\uff0c\u5305\u62ec Voice Encoder2 \u548c MinMo LLM\uff0c\u7528\u4e8e\u9884\u6d4b\u5bf9\u5e94\u6587\u672c\u6807\u8bb0\u7684\u540e\u9a8c\u6982\u7387\u3002<\/p>\n\n\n\n<p>Voice Encoder1\u3001FSQ \u6a21\u5757\u4e2d\u7684\u4f4e\u79e9\u6295\u5f71\u5668\u3001\u6709\u9650\u820d\u5165\u64cd\u4f5c\uff08bounded round operation\uff09\u4ee5\u53ca\u7d22\u5f15\u8ba1\u7b97\u6a21\u5757\u5171\u540c\u6784\u6210\u4e86 CosyVoice 3 \u7684\u8bed\u97f3\u5206\u8bcd\u5668\u3002\u6211\u4eec\u7684\u8bed\u97f3\u5206\u8bcd\u5668\u7684\u6807\u8bb0\u901f\u7387\u4e3a 25 Hz\uff0c\u5373\u6bcf\u79d2\u751f\u6210 25 \u4e2a\u8bed\u97f3\u6807\u8bb0\uff08speech tokens\uff09\u3002<\/p>\n\n\n\n<h3>\u53ef\u5fae\u5956\u52b1\u4f18\u5316\u7684\u5f3a\u5316\u5b66\u4e60<\/h3>\n\n\n\n<p>\u5f3a\u5316\u5b66\u4e60\uff08RL\uff09\u5728\u63d0\u5347\u751f\u6210\u8bed\u97f3\u8d28\u91cf\u65b9\u9762\u662f\u6709\u6548\u7684\uff0c\u76ee\u524d\u5c1a\u672a\u5efa\u7acb\u4e00\u4e2a\u901a\u7528\u9002\u7528\u4e8e\u8bed\u97f3\u751f\u6210\u4efb\u52a1\u7684\u5f3a\u5316\u5b66\u4e60\u65b9\u6cd5\u8bba\u3002\u4e0e\u81ea\u7136\u8bed\u8a00\u5904\u7406\u4efb\u52a1\u4e2d\u7684\u5927\u8bed\u8a00\u6a21\u578b\uff08LLMs\uff09\u4e0d\u540c\uff0c<strong>TTS \u7cfb\u7edf\u9700\u8981\u989d\u5916\u7684\u4e0b\u6e38\u6761\u4ef6\u6d41\u5339\u914d\uff08CFM\uff09\u6a21\u5757\u548c\u58f0\u7801\u5668\u6a21\u578b<\/strong>\uff0c\u5c06\u79bb\u6563\u7684\u8bed\u97f3\u6807\u8bb0\u8f6c\u6362\u4e3a\u97f3\u9891\u6ce2\u5f62\u3002\u8fd9\u4e9b\u4e0b\u6e38\u6a21\u578b\u5e26\u6765\u4e86\u5de8\u5927\u7684\u8ba1\u7b97\u8d1f\u62c5\u3002\u66f4\u4e25\u91cd\u7684\u662f\uff0c<strong>\u7ecf\u8fc7\u4e0b\u6e38\u5904\u7406\u540e\u751f\u6210\u7684\u8bed\u97f3\u901a\u5e38\u8868\u73b0\u51fa\u9ad8\u5ea6\u76f8\u4f3c\u6027\uff0c\u56e0\u6b64\u5728\u8bad\u7ec3\u5956\u52b1\u6a21\u578b\u65f6\uff0c\u5f88\u96be\u533a\u5206\u6b63\u53cd\u9988\u4e0e\u8d1f\u53cd\u9988<\/strong>\u3002<\/p>\n\n\n\n<p>\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e9b\u95ee\u9898\uff0c\u6211\u4eec\u63d0\u51fa\u4e86<strong>\u53ef\u5fae\u5956\u52b1\u4f18\u5316\uff08DiffRO\uff09<\/strong>\u65b9\u6cd5\uff0c\u8be5\u65b9\u6cd5<strong>\u76f4\u63a5\u4f18\u5316\u8bed\u97f3\u6807\u8bb0<\/strong>\uff0c\u800c\u975e\u5408\u6210\u97f3\u9891\u3002DiffRO \u9996\u5148\u5728 ASR \u8bad\u7ec3\u6570\u636e\u4e0a\u8bad\u7ec3\u4e00\u4e2a\u7c7b\u4f3c ASR \u7684 Token2Text \u6a21\u578b\uff0c\u5e76\u5c06\u540e\u9a8c\u6982\u7387\u4f5c\u4e3a\u5956\u52b1\u3002\u4e3a\u4e86\u8fdb\u4e00\u6b65\u7b80\u5316\u8bad\u7ec3\u7b56\u7565\uff0cDiffRO \u4f7f\u7528 Gumbel-Softmax \u64cd\u4f5c\u5bf9\u5927\u8bed\u8a00\u6a21\u578b\u9884\u6d4b\u7684\u6807\u8bb0\u8fdb\u884c\u91c7\u6837\uff0c\u5e76\u901a\u8fc7\u53cd\u5411\u4f20\u64ad\u76f4\u63a5\u4f18\u5316\u8bed\u97f3\u6807\u8bb0\uff0c\u4ee5\u6700\u5927\u5316\u5956\u52b1\u5206\u6570\uff0c\u800c\u65e0\u9700\u4f20\u7edf\u7684\u5f3a\u5316\u5b66\u4e60\u8bad\u7ec3\u5faa\u73af\u3002 <\/p>\n\n\n\n<p><em><strong>Gumbel-Softmax<\/strong> \u662f\u4e00\u79cd\u7528\u6765\u5728<strong>\u79bb\u6563\u7a7a\u95f4\u4e2d\u5b9e\u73b0\u53ef\u5fae\u5206\u91c7\u6837<\/strong>\u7684\u6280\u5de7\uff0c\u5e38\u7528\u4e8e\u9700\u8981\u4ece\u5206\u7c7b\u5206\u5e03\u4e2d\u62bd\u6837\u4f46\u53c8\u60f3\u4fdd\u6301\u68af\u5ea6\u53ef\u4f20\u64ad\u7684\u573a\u666f\uff0c\u6bd4\u5982\u5f3a\u5316\u5b66\u4e60\u4e2d\u7684\u7b56\u7565\u91c7\u6837\u3001\u751f\u6210\u6a21\u578b\u4e2d\u7684\u8bcd\u751f\u6210\uff0c\u4ee5\u53ca\u5982 <strong>DiffRO<\/strong> \u4e2d\u5bf9\u79bb\u6563\u8bed\u97f3 token \u7684\u4f18\u5316\u3002<\/em><\/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\/2025\/06\/image.png\" alt=\"\" class=\"wp-image-26538\" width=\"569\" height=\"68\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image.png 756w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-300x36.png 300w\" sizes=\"(max-width: 569px) 100vw, 569px\" \/><\/figure><\/div>\n\n\n\n<p>\u5176\u4e2d\uff0c\u00b5\u209c \u548c \u00b5\u0303\u209c \u5206\u522b\u8868\u793a\u7b2c t \u4e2a\u65f6\u95f4\u6b65\u7684\u771f\u5b9e\u8bed\u97f3\u6807\u8bb0\u548c\u5176\u91c7\u6837\u9884\u6d4b\u503c\u3002R<em><sub>ASR<\/sub><\/em> \u662f\u57fa\u4e8e\u7c7b\u4f3c ASR \u7684 Token2Text \u6a21\u578b\u8ba1\u7b97\u5f97\u5230\u7684\u5956\u52b1\u51fd\u6570\u3002\u7531\u4e8e R<sub><em>ASR<\/em><\/sub>(Y) \u65e8\u5728\u9f13\u52b1 \u00b5\u0303 \u6355\u6349\u6587\u672c\u4e2d\u7684\u5168\u90e8\u4fe1\u606f\uff0c\u56e0\u6b64\u5b83\u6709\u52a9\u4e8e TTS \u7cfb\u7edf\u66f4\u6e05\u6670\u3001\u51c6\u786e\u5730\u7406\u89e3\u6587\u672c\u3002\u56e0\u6b64\uff0c\u6211\u4eec\u53ef\u4ee5\u76f4\u63a5\u4f18\u5316\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\uff0c\u4f7f\u5176\u8f93\u51fa\u6807\u8bb0\u4e0e ASR \u504f\u597d\u5bf9\u9f50\uff0c\u5e76\u4f7f\u7528 Kullback-Leibler\uff08KL\uff09\u6563\u5ea6\u6765\u9632\u6b62\u6a21\u578b\u504f\u79bb\u53c2\u8003\u6a21\u578b\u592a\u8fdc\u3002\u4e0e\u5176\u4ed6\u5f3a\u5316\u5b66\u4e60\u65b9\u6cd5\u4e0d\u540c\uff0c\u6211\u4eec\u5728\u8f93\u51fa\u6807\u8bb0\u7ea7\u7684 logits \u4e0a\u8ba1\u7b97 KL \u6563\u5ea6\uff0c\u800c\u975e\u5728\u5e8f\u5217\u7ea7\u7684\u540e\u9a8c\u6982\u7387\u4e0a\u8ba1\u7b97\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\/06\/image-1.png\" alt=\"\" class=\"wp-image-26545\" width=\"526\" height=\"95\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-1.png 889w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-1-300x54.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-1-768x138.png 768w\" sizes=\"(max-width: 526px) 100vw, 526px\" \/><\/figure>\n\n\n\n<p>\u9664\u4e86 Token2Text \u6a21\u578b\u4e4b\u5916\uff0cDiffRO \u8fd8\u5229\u7528\u60c5\u611f\u8bc6\u522b\uff08SER\uff09\u3001MOS \u8bc4\u5206\u9884\u6d4b\u3001\u97f3\u9891\u4e8b\u4ef6\u68c0\u6d4b\uff08AED\uff09\u4ee5\u53ca\u5176\u4ed6\u97f3\u9891\u7406\u89e3\u4efb\u52a1\uff0c\u7528\u4e8e<strong>\u591a\u4efb\u52a1\u5956\u52b1\uff08MTR\uff09\u5efa\u6a21<\/strong>\u3002MTR \u673a\u5236\u53ef\u4ee5\u5e2e\u52a9 TTS \u7cfb\u7edf\u6839\u636e\u6307\u4ee4\u63a7\u5236\u8bed\u97f3\u5c5e\u6027A<em><sub>i<\/sub><\/em><\/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\/06\/image-2.png\" alt=\"\" class=\"wp-image-26547\" width=\"494\" height=\"39\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-2.png 757w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-2-300x24.png 300w\" sizes=\"(max-width: 494px) 100vw, 494px\" \/><\/figure>\n\n\n\n<h3>\u53d1\u97f3\u4fee\u590d<\/h3>\n\n\n\n<p>\u57fa\u4e8e\u5927\u8bed\u8a00\u6a21\u578b\u7684\u8bed\u97f3\u5408\u6210\uff08TTS\uff09\u7cfb\u7edf\u4e3b\u8981\u91c7\u7528\u57fa\u4e8eBPE\u7684\u6587\u672c\u5206\u8bcd\u5668\uff0c<strong>\u8f93\u5165\u4e3a\u539f\u59cb\u6587\u672c<\/strong>\u3002\u4e0e\u4f20\u7edf\u7684<strong>\u57fa\u4e8e\u97f3\u7d20\u7684\u65b9\u6cd5\u76f8\u6bd4\uff0c\u8fd9\u7c7b\u7cfb\u7edf\u5728\u53d1\u97f3\u7684\u53ef\u63a7\u6027\u65b9\u9762\u5b58\u5728\u4e0d\u8db3<\/strong>\u3002\u5177\u4f53\u6765\u8bf4\uff0c\u5bf9\u4e8e\u7531<strong>\u591a\u97f3\u5b57<\/strong>\u6216\u8bad\u7ec3\u6570\u636e\u4e2d<strong>\u7a00\u5c11\u6216\u672a\u51fa\u73b0\u7684\u7f55\u89c1\u8bcd<\/strong>\u5f15\u8d77\u7684\u9519\u8bef\u53d1\u97f3\uff0c\u7f3a\u4e4f\u57fa\u4e8e\u4eba\u5de5\u5e72\u9884\u7684\u7a33\u5065\u65b9\u6cd5\u3002<br>\u4e3a\u4e86\u5b9e\u73b0\u4e00\u4e2a\u5728\u53d1\u97f3\u4e0a\u5177\u5907\u6709\u6548\u53ef\u63a7\u6027\u7684\u5de5\u4e1a\u7ea7TTS\u7cfb\u7edf\uff0c\u6211\u4eec\u5bf9CosyVoice 3\u8fdb\u884c\u4e86\u6269\u5c55\uff0c\u4f7f\u5176\u80fd\u591f<strong>\u901a\u8fc7\u6269\u5145\u5206\u8bcd\u5668\u8bcd\u6c47\u8868\u6765\u5efa\u6a21\u6df7\u5408\u7684\u8bcd\u548c\u97f3\u7d20\u5e8f\u5217<\/strong>\u3002\u4e3a\u5b9e\u73b0\u8be5\u76ee\u6807\uff0c\u6211\u4eec\u6784\u5efa\u4e86\u4e00\u4e2a\u8f85\u52a9\u8bad\u7ec3\u96c6\uff0c<strong>\u5c06\u4e2d\u6587\u5355\u97f3\u5b57\u66ff\u6362\u4e3a\u62fc\u97f3<\/strong>\uff0c\u5c06<strong>\u82f1\u6587\u5355\u97f3\u8bcd\u7528CMU\u53d1\u97f3\u8bcd\u5178\u4e2d\u7684\u97f3\u7d20\u66ff\u6362<\/strong>\uff0c\u5e76\u5c06\u8be5\u8f85\u52a9\u6570\u636e\u96c6\u52a0\u5165\u57fa\u7840\u8bad\u7ec3\u96c6\u4e2d\u3002<\/p>\n\n\n\n<h3>\u6587\u672c\u89c4\u8303\u5316\u7684\u81ea\u6211\u8bad\u7ec3<\/h3>\n\n\n\n<p>\u5728\u6587\u672c\u5206\u8bcd\u4e4b\u524d\uff0cTTS\u7cfb\u7edf\u901a\u5e38\u901a\u8fc7<strong>\u6587\u672c\u89c4\u8303\u5316\uff08TN\uff09\u6a21\u5757\u5904\u7406\u539f\u59cb\u6587\u672c\uff0c\u5c06\u6570\u5b57\u548c\u7279\u6b8a\u7b26\u53f7\u8f6c\u6362\u4e3a\u5176\u5bf9\u5e94\u7684\u53e3\u8bed\u5316\u6587\u672c<\/strong>\uff0c\u8fd9\u4e00\u8fc7\u7a0b\u4f9d\u8d56\u5927\u91cf\u624b\u5de5\u8bbe\u8ba1\u7684\u89c4\u5219\uff1b\u7136\u800c\uff0c\u624b\u5de5\u89c4\u5219\u5728\u8986\u76d6\u7279\u6b8a\u7b26\u53f7\u65b9\u9762\u9762\u4e34\u6301\u7eed\u6311\u6218\u3002<br>\u6211\u4eec\u63a2\u7d22<strong>\u5229\u7528\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u6267\u884c\u6587\u672c\u89c4\u8303\u5316\u4efb\u52a1\uff0c\u4ece\u800c\u6784\u5efa\u66f4\u52a0\u7edf\u4e00\u7684\u7aef\u5230\u7aefTTS\u7cfb\u7edf\u3002<\/strong><br><strong>\u4ee5\u539f\u59cb\u6587\u672c\u4e3a\u8f93\u5165<\/strong>\uff0c\u6211\u4eec\u91c7\u7528\u4e09\u79cd\u65b9\u5f0f\u6784\u5efa\u8f85\u52a9\u8bad\u7ec3\u96c6\uff1a<br>1\uff09<strong>\u901a\u8fc7\u5185\u90e8\u57fa\u4e8e\u89c4\u5219\u7684\u6587\u672c\u89c4\u8303\u5316\u6a21\u5757\u5904\u7406\u539f\u59cb\u6587\u672c\uff0c\u5f97\u5230\u89c4\u8303\u5316\u6587\u672c\uff0c\u518d\u901a\u8fc7CosyVoice 2\u5408\u6210\u97f3\u9891\u3002<\/strong><br>2\uff09<strong>\u5229\u7528Qwen-Max\u6a21\u578b\u8fdb\u884c\u6587\u672c\u89c4\u8303\u5316\uff0c\u7136\u540e\u5bf9\u89c4\u8303\u5316\u6587\u672c\u901a\u8fc7CosyVoice 2\u5408\u6210\u97f3\u9891\u3002<\/strong><br>3\uff09<strong>\u5229\u7528Qwen-Max\u5bf9\u5df2\u6709\u7684\u6587\u672c-\u97f3\u9891\u5bf9\u4e2d\u7684\u6587\u672c\u8fdb\u884c\u9006\u5411\u6587\u672c\u89c4\u8303\u5316\uff0c\u6062\u590d\u4e3a\u539f\u59cb\uff08\u672a\u89c4\u8303\u5316\uff09\u6587\u672c\uff0c\u5c06\u8be5\u539f\u59cb\u6587\u672c\u4e0e\u5bf9\u5e94\u97f3\u9891\u4f5c\u4e3a\u914d\u5bf9\u6837\u672c\uff0c\u76f4\u63a5\u52a0\u5165\u57fa\u7840\u8bad\u7ec3\u96c6\u3002<\/strong><br>\u6211\u4eec\u9a8c\u8bc1\u4e86\u57fa\u4e8e\u6269\u5c55\u8bad\u7ec3\u96c6\u8bad\u7ec3\u7684\u65b0\u7cfb\u7edf\u53ef\u4ee5\u76f4\u63a5\u5408\u6210\u539f\u59cb\u6587\u672c\uff0c\u540c\u65f6\u5728\u5904\u7406\u5404\u79cd\u7279\u6b8a\u7b26\u53f7\u65f6\u5c55\u73b0\u51fa\u66f4\u597d\u7684\u9c81\u68d2\u6027\u548c\u8986\u76d6\u80fd\u529b\u3002<\/p>\n\n\n\n<h3>\u6307\u5bfc\u5f0f\u8bed\u97f3\u751f\u6210<\/h3>\n\n\n\n<p>\u4e3a\u4e86\u63d0\u5347CosyVoice 3\u7684\u53ef\u63a7\u6027\u548c\u8868\u73b0\u529b\uff0c\u76f8\u8f83\u4e8eCosyVoice 2\uff0c\u6211\u4eec\u5728\u57fa\u7840\u8bad\u7ec3\u96c6\u4e2d\u878d\u5165\u4e86\u66f4\u591a\u5bcc\u6709\u8868\u73b0\u529b\u7684\u8bed\u97f3\u6570\u636e\u3002\u9ad8\u8d28\u91cf\u6307\u4ee4\u8ddf\u968f\u6570\u636e\u7684\u65f6\u957f\u4ece1500\u5c0f\u65f6\u6269\u5c55\u52305000\u5c0f\u65f6\uff0c\u8986\u76d6\u4e86\u66f4\u5e7f\u6cdb\u7684\u7c7b\u578b\uff0c\u5305\u62ec\u60c5\u611f\u3001\u8bed\u901f\u3001\u58f0\u8c03\u3001\u65b9\u8a00\u3001\u53e3\u97f3\u53ca\u89d2\u8272\u626e\u6f14\u3002\u7c7b\u578b\u603b\u6570\u589e\u52a0\u5230100\u591a\u79cd\uff0c\u5982\u88681\u6240\u793a\u3002<br>\u4e0eCosyVoice 2\u7c7b\u4f3c\uff0cCosyVoice 3\u4e5f\u652f\u6301\u8bed\u8a00\u6307\u4ee4\u548c\u7ec6\u7c92\u5ea6\u6307\u4ee4\u3002\u5bf9\u4e8e<strong>\u81ea\u7136\u8bed\u8a00\u6307\u4ee4<\/strong>\uff0c\u5728\u5408\u6210\u8bed\u97f3\u7684\u8f93\u5165\u6587\u672c\u524d\u6dfb\u52a0\u81ea\u7136\u8bed\u8a00\u63cf\u8ff0\u53ca\u7279\u6b8a\u7ed3\u675f\u6807\u8bb0<strong>\u201c&lt;|endofprompt|&gt;\u201d<\/strong>\u3002<br>\u5bf9\u4e8e<strong>\u7ec6\u7c92\u5ea6\u6307\u4ee4<\/strong>\uff0c<strong>\u652f\u6301\u5728\u6587\u672c\u6807\u8bb0\u95f4\u63d2\u5165\u58f0\u97f3\u7206\u53d1\uff08vocal bursts\uff09\u548c\u58f0\u97f3\u7279\u5f81\u6807\u7b7e\u4ee5\u5b9e\u73b0\u63a7\u5236<\/strong>\u3002\u4f8b\u5982\uff0c\u8f93\u5165\u6587\u672c\u4e2d\u7684\u201c[laughter]\u201d\u4e0e\u201c[breath]\u201d\u6807\u8bb0\u53ef\u5206\u522b\u7528\u6765\u751f\u6210\u660e\u663e\u7684\u7b11\u58f0\u548c\u547c\u5438\u58f0\u3002\u6807\u7b7e\u201c&lt;strong&gt;<strong>XXX<\/strong> &lt;\/strong&gt; \u201d\u7528\u4e8e\u5f3a\u8c03\u7279\u5b9a\u8bcd\u8bed\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\/2025\/06\/image-3.png\" alt=\"\" class=\"wp-image-26568\" width=\"537\" height=\"412\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-3.png 967w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-3-300x230.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-3-768x589.png 768w\" sizes=\"(max-width: 537px) 100vw, 537px\" \/><\/figure><\/div>\n\n\n\n<h3>\u8bf4\u8bdd\u4eba\u5fae\u8c03\u4e2d\u7684\u80fd\u529b\u8fc1\u79fb<\/h3>\n\n\n\n<p><strong>\u5c06\u5355\u8bed\u8bf4\u8bdd\u4eba\u8f6c\u53d8\u4e3a\u591a\u8bed\u8005<\/strong>:CosyVoice 3 \u76f8\u8f83\u4e8e\u524d\u4ee3\u7684\u663e\u8457\u63d0\u5347\u4e4b\u4e00\u662f\u8bed\u8a00\u652f\u6301\u7684\u6269\u5c55\u3002\u4e3a\u4e86\u4f7f\u5355\u8bed\u76ee\u6807\u8bf4\u8bdd\u4eba\u80fd\u591f\u8bf4\u591a\u79cd\u8bed\u8a00\uff0c\u6211\u4eec\u6784\u5efa\u4e86\u4e00\u4e2a\u8f85\u52a9\u8bad\u7ec3\u6570\u636e\u96c6\uff0c\u5305\u542b\u6765\u81ea\u968f\u673a\u9009\u62e9\u8bf4\u8bdd\u4eba\u7684\u9ad8\u8d28\u91cf\u5355\u8bed\u5f55\u97f3\uff0c\u8986\u76d6\u6240\u6709\u652f\u6301\u7684\u8bed\u8a00\u3002\u6bcf\u6761\u8bed\u97f3\u7684\u8bf4\u8bdd\u4ebaID\u548c\u8bed\u8a00ID\u5747\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u6307\u4ee4\u8fdb\u884c\u6307\u5b9a\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"855\" height=\"159\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-4.png\" alt=\"\" class=\"wp-image-26573\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-4.png 855w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-4-300x56.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-4-768x143.png 768w\" sizes=\"(max-width: 855px) 100vw, 855px\" \/><\/figure>\n\n\n\n<p><strong>\u6307\u4ee4\u751f\u6210\u80fd\u529b\u7684\u8fc1\u79fb<\/strong>:\u901a\u8fc7\u5bf9\u9884\u8bad\u7ec3\u6a21\u578b\u8fdb\u884c\u8bf4\u8bdd\u4eba\u7279\u5b9a\u6570\u636e\u7684\u5fae\u8c03\uff0c\u53ef\u4ee5\u63d0\u5347\u4e2a\u522b\u8bf4\u8bdd\u4eba\u751f\u6210\u8bed\u97f3\u7684\u8d28\u91cf\u548c\u8868\u73b0\u529b\u3002\u6211\u4eec\u6784\u5efa\u4e86\u4e00\u4e2a\u90e8\u5206\u6807\u6ce8\u8bf4\u8bdd\u4ebaID\u7684\u8bad\u7ec3\u6570\u636e\u96c6\uff0c\u8be5\u6570\u636e\u96c6\u5305\u542b\u76ee\u6807\u8bf4\u8bdd\u4eba\u7684\u9ad8\u8d28\u91cf\u6570\u636e\u4ee5\u53ca\u9884\u8bad\u7ec3\u65f6\u4f7f\u7528\u7684\u6307\u4ee4\u8ddf\u968f\u6570\u636e\u96c6\u3002\u5728\u81ea\u7136\u8bed\u8a00\u6307\u4ee4\u63d0\u793a\u4e2d\uff0c\u6211\u4eec\u6307\u5b9a\u8bf4\u8bdd\u4eba\u63d0\u793a\u548c\u98ce\u683c\u63d0\u793a\u3002\u4f8b\u5982\uff0c\u4e00\u4e2a\u5b8c\u6574\u7684\u6307\u4ee4\u63d0\u793a\u53ef\u80fd\u662f\uff1a\u201c\u4f60\u662f\u8bf4\u8bdd\u4ebaA\uff0c\u8bf7\u9ad8\u5174\u5730\u548c\u6211\u8bf4\u8bdd\u3002\u201d\u7136\u800c\uff0c\u90e8\u5206\u6570\u636e\u6761\u76ee\u53ef\u80fd\u7f3a\u5c11\u8bf4\u8bdd\u4ebaID\u6216\u98ce\u683c\u6807\u7b7e\uff0c\u6b64\u65f6\u5728\u63d0\u793a\u4e2d\u5bf9\u5e94\u5b57\u6bb5\u7559\u7a7a\u3002\u5fae\u8c03\u8fc7\u7a0b\u4e2d\uff0c\u6211\u4eec\u8fd8\u4f1a\u968f\u673a\u5c4f\u853d\u8bf4\u8bdd\u4eba\u63d0\u793a\u6216\u98ce\u683c\u63d0\u793a\uff0c\u4ee5\u589e\u5f3a\u6a21\u578b\u7684\u8fc1\u79fb\u80fd\u529b\u3002<br>\u8be5\u65b9\u6cd5\u786e\u4fdd\u4e86\u4e0d\u540c\u8bf4\u8bdd\u4eba\u95f4\u6307\u4ee4\u7684\u5168\u9762\u8986\u76d6\uff0c\u5e76\u6709\u52a9\u4e8e\u9632\u6b62\u9884\u8bad\u7ec3\u6a21\u578b\u5728\u6307\u4ee4\u751f\u6210\u65f6\u53d1\u751f\u707e\u96be\u6027\u9057\u5fd8\u3002<\/p>\n\n\n\n<h2>\u591a\u8bed\u8a00\u6570\u636e\u5904\u7406\u6d41\u7a0b<\/h2>\n\n\n\n<p><br>\u76f8\u6bd4\u4e2d\u6587\u548c\u82f1\u6587\uff0c\u83b7\u53d6\u5176\u4ed6\u8bed\u8a00\u7684\u5927\u89c4\u6a21\u9ad8\u8d28\u91cfTTS\u6570\u636e\u66f4\u5177\u6311\u6218\u6027\u3002\u4e3a\u5e94\u5bf9\u8fd9\u4e00\u6311\u6218\uff0c\u6211\u4eec\u4e3b\u8981\u4ece\u7f51\u7edc\u6709\u58f0\u4e66\u3001\u89c6\u9891\u548c\u64ad\u5ba2\u4e2d\u6536\u96c6\u91ce\u5916\u591a\u8bed\u8a00\u97f3\u9891\u6570\u636e\u3002\u968f\u540e\uff0c\u5b9e\u65bd\u591a\u8bed\u8a00\u6570\u636e\u5904\u7406\u6d41\u7a0b\uff0c\u4ea7\u51fa\u8d28\u91cf\u5145\u8db3\u7684\u6a21\u578b\u8bad\u7ec3\u6570\u636e\u3002\u8be5\u6d41\u7a0b\u5305\u62ec\u516d\u4e2a\u6b65\u9aa4\uff1a<\/p>\n\n\n\n<ol><li><em>\u8bed\u97f3\u68c0\u6d4b\u4e0e\u5206\u6bb5<\/em><\/li><li><em>\u964d\u566a<\/em><\/li><li><em>\u81ea\u52a8\u8bed\u97f3\u8bc6\u522b\uff08ASR\uff09\u8f6c\u5f55<\/em><\/li><li><em>\u6807\u70b9\u8c03\u6574<\/em><\/li><li><em>\u97f3\u91cf\u6807\u51c6\u5316<\/em><\/li><li><em>\u8fc7\u6ee4\u5f02\u5e38\u97f3\u9891-\u6587\u672c\u957f\u5ea6\u6bd4\u4f8b\u7684\u6570\u636e<\/em><\/li><\/ol>\n\n\n\n<p><strong>\u8bed\u97f3\u68c0\u6d4b\u4e0e\u5206\u6bb5<\/strong>:\u539f\u59cb\u6570\u636e\u4f9d\u6b21\u901a\u8fc7<strong>\u8bf4\u8bdd\u4eba\u5206\u79bb\uff08speaker diarization\uff09<\/strong>\u3001<strong>\u8bed\u97f3\u6d3b\u52a8\u68c0\u6d4b\uff08VAD\uff09<\/strong>\u548c<strong>\u97f3\u9891\u4e8b\u4ef6\u68c0\u6d4b\u6a21\u5757<\/strong>\u5904\u7406\uff0c\u5f97\u5230<strong>\u8bf4\u8bdd\u4eba\u7ea7\u522b\u4e14\u65f6\u957f\u5c0f\u4e8e30\u79d2\u7684\u8bed\u97f3\u7247\u6bb5<\/strong>\u3002\u8be5\u6b65\u9aa4\u867d\u91c7\u7528\u5185\u90e8\u6a21\u5757\uff0c\u4f46\u540c\u7c7b\u5f00\u6e90\u65b9\u6848\u4e5f\u80fd\u5b9e\u73b0\u7c7b\u4f3c\u6548\u679c\u3002<\/p>\n\n\n\n<p class=\"has-light-pink-background-color has-background\"><strong>\u964d\u566a\uff1a<\/strong>\u91c7\u7528MossFormer2\u6a21\u578b\u8fdb\u884c\u964d\u566a\u3002\u63a5\u7740\uff0c<strong>\u6839\u636e\u8bed\u53e5\u8d77\u59cb\u548c\u7ed3\u675f\u5e27\u7684\u80fd\u91cf\u6c34\u5e73\uff0c\u7b5b\u9664\u56e0\u5f02\u5e38\u622a\u65ad\u5bfc\u81f4\u5f00\u5934\u6216\u7ed3\u5c3e\u5355\u8bcd\u4e0d\u5b8c\u6574\u7684\u8bed\u53e5<\/strong>\uff1b<strong>\u5269\u4f59\u8bed\u53e5\u53bb\u9664\u5f00\u5934\u548c\u7ed3\u5c3e\u7684\u9759\u97f3\u540e\u4fdd\u7559\u7528\u4e8e\u540e\u7eed\u5904\u7406\u3002<\/strong><\/p>\n\n\n\n<p><strong>ASR\u8f6c\u5f55\uff1a<\/strong>\u4e3a\u83b7\u5f97\u8db3\u591f\u53ef\u9760\u7684\u6587\u672c\u8f6c\u5f55\uff0c\u9996\u5148\u4f7f\u7528FasterWhisper Large-V3\u8fdb\u884c\u8bed\u8a00\u8bc6\u522b\uff0c\u7136\u540e\u5206\u522b\u4f7f\u7528\u591a\u6b3e\u5f00\u6e90ASR\u6a21\u578b\uff08\u5305\u62ecFaster-Whisper Large-V3\u3001NVIDIA NeMo Canary-1B\u3001Meta FAIR seamlessM4T-V2-large\uff09\u5bf9\u8bed\u53e5\u8fdb\u884c\u8f6c\u5f55\u3002\u968f\u540e\u8fdb\u884c\u4ea4\u53c9\u9a8c\u8bc1\uff0c<strong>\u9009\u53d6\u4e0d\u540c\u7cfb\u7edfASR\u7ed3\u679c\u95f4\u5e73\u5747\u6210\u5bf9\u5b57\u9519\u8bef\u7387<\/strong>\uff08WER\uff09<strong>\u4f4e\u4e8e15%\u7684\u8f6c\u5f55\u7ed3\u679c<\/strong>\u3002<\/p>\n\n\n\n<p class=\"has-light-pink-background-color has-background\"><strong>\u6807\u70b9\u8c03\u6574\uff1a\u7531\u4e8eASR\u751f\u6210\u6587\u672c\u4e2d\u7684\u6807\u70b9\u53ef\u80fd\u4e0d\u80fd\u51c6\u786e\u53cd\u6620\u5bf9\u5e94\u97f3\u9891\u7684\u5b9e\u9645\u505c\u987f<\/strong>\uff0c\u6211\u4eec\u91c7\u7528Montreal Forced Aligner\u8ba1\u7b97\u8bcd\u4e0e\u8bcd\u3001\u53e5\u6216\u77ed\u8bed\u95f4\u7684\u65f6\u957f\uff0c\u5e76\u6839\u636e\u9884\u8bbe\u9608\u503c\u5bf9\u6807\u70b9\u8fdb\u884c\u589e\u5220<strong>\uff08\u505c\u987f\u65f6\u95f4\u2265300\u6beb\u79d2\u65f6\u6dfb\u52a0\u9017\u53f7\uff0c\u226450\u6beb\u79d2\u65f6\u79fb\u9664\u8868\u793a\u505c\u987f\u7684\u6807\u70b9\uff0c\u5982\u9017\u53f7\u3001\u5206\u53f7\u3001\u5192\u53f7\u3001\u53e5\u53f7\u3001\u95ee\u53f7\u548c\u611f\u53f9\u53f7\uff09\u3002<\/strong><\/p>\n\n\n\n<p>\u97f3\u91cf\u6807\u51c6\u5316\uff1a\u5bf9\u97f3\u91cf\u8fdb\u884c\u7b80\u5355\u76f4\u63a5\u7684\u5f52\u4e00\u5316\u5904\u7406\uff0c<\/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\/06\/image-5.png\" alt=\"\" class=\"wp-image-26590\" width=\"515\" height=\"46\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-5.png 721w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-5-300x27.png 300w\" sizes=\"(max-width: 515px) 100vw, 515px\" \/><\/figure>\n\n\n\n<p><strong>\u8fc7\u6ee4\u5f02\u5e38\u97f3\u9891-\u6587\u672c\u957f\u5ea6\u6bd4\u4f8b\u7684\u8bed\u53e5<\/strong>\uff1a\u5728\u5b8c\u6210\u4e0a\u8ff0\u6240\u6709\u5904\u7406\u6b65\u9aa4\u540e\uff0c\u5bf9\u6bcf\u4e2a\u751f\u6210\u7684\u8bed\u97f3-\u6587\u672c\u5bf9\u63d0\u53d6\u8bed\u97f3\u6807\u8bb0\u548c\u6587\u672c\u6807\u8bb0\uff0c\u8ba1\u7b97\u5e76\u6392\u5e8f\u8bed\u97f3\u6807\u8bb0\u957f\u5ea6\u4e0e\u6587\u672c\u6807\u8bb0\u957f\u5ea6\u7684\u8bed\u53e5\u7ea7\u6bd4\u4f8b\u3002<br>\u6211\u4eec\u4e22\u5f03\u957f\u5ea6\u6bd4\u4f8b\u6700\u5c0f\u76841%\u548c\u6700\u5927\u76845%\u7684\u8bed\u53e5\uff0c\u4ee5\u8fc7\u6ee4\u53ef\u80fd\u5b58\u5728\u5f02\u5e38\u7684\u60c5\u51b5\uff0c\u4f8b\u5982\uff1a\u97f3\u9891\u5f88\u77ed\u4e14\u65e0\u6709\u6548\u4eba\u58f0\u4f46\u5bf9\u5e94\u8f83\u957f\u6587\u672c\u8f6c\u5f55\uff0c\u6216\u97f3\u9891\u8f83\u957f\u4f46\u4ec5\u5305\u542b\u76ee\u6807\u8bed\u8a00\u7684\u77ed\u8bed\u97f3\u7247\u6bb5\uff0c\u4ece\u800c\u5bf9\u5e94\u8f83\u77ed\u6587\u672c\u8f6c\u5f55\u3002<\/p>\n\n\n\n<h2>Experimental Settings<\/h2>\n\n\n\n<h3>Training Data for Speech Tokenizer<\/h3>\n\n\n\n<p>\u4f7f\u7528 53 \u4e07\u5c0f\u65f6\u7684\u76d1\u7763\u591a\u4efb\u52a1\u6570\u636e\u96c6\uff0c\u4ee5\u6807\u51c6\u5316\u8f6c\u5f55\u4e3a\u6807\u7b7e\uff0c\u8bad\u7ec3\u8bed\u97f3\u5206\u8bcd\u5668\uff0c\u5305\u62ec\u81ea\u52a8\u8bed\u97f3\u8bc6\u522b (ASR)\u3001\u8bed\u79cd\u8bc6\u522b (LID)\u3001\u8bed\u97f3\u60c5\u611f\u8bc6\u522b (SER)\u3001\u97f3\u9891\u4e8b\u4ef6\u68c0\u6d4b (AED) \u548c\u8bf4\u8bdd\u4eba\u5206\u6790 (SA)\u3002\u8bad\u7ec3\u6570\u636e\u8be6\u60c5\u5982\u8868&nbsp;<a href=\"https:\/\/arxiv.org\/html\/2505.17589v2#S4.T3\">3<\/a>&nbsp;\u6240\u793a\u3002\u591a\u8bed\u8a00 ASR \u8bad\u7ec3\u6570\u636e\u5305\u62ec\u4e2d\u6587\u3001\u82f1\u8bed\u3001\u65e5\u8bed\u3001\u97e9\u8bed\u3001\u4fc4\u8bed\u3001\u6cd5\u8bed\u548c\u5fb7\u8bed\u3002<\/p>\n\n\n\n<h3>Scaling up Dataset Size and Model Size for CosyVoice 3<\/h3>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"513\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-6-1024x513.png\" alt=\"\" class=\"wp-image-26594\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-6-1024x513.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-6-300x150.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-6-768x385.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-6.png 1026w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u5728 CosyVoice 3 \u4e2d\uff0c\u6211\u4eec\u4ece\u591a\u4e2a\u89d2\u5ea6\u6269\u5c55\u6570\u636e\u91cf\u3002\u9488\u5bf9\u5e7f\u6cdb\u4f7f\u7528\u7684\u4e2d\u82f1\u6587\u6570\u636e\uff0c\u6211\u4eec\u91c7\u7528\u4f4e\u6210\u672c\u6570\u636e\u751f\u4ea7\u6d41\u7a0b\u4e0e\u81ea\u8bad\u7ec3\u6570\u636e\u6784\u5efa\u76f8\u7ed3\u5408\u7684\u65b9\u5f0f\uff0c\u589e\u5f3a\u9886\u57df\u3001\u98ce\u683c\u3001\u6587\u672c\u683c\u5f0f\u548c\u7a00\u6709\u6848\u4f8b\u7684\u591a\u6837\u6027\u3002\u5728\u9886\u57df\u591a\u6837\u6027\u65b9\u9762\uff0c\u6211\u4eec\u6536\u96c6\u4e86\u7535\u5546\u3001\u5bfc\u822a\u3001\u91d1\u878d\u3001\u6559\u80b2\u7b49\u591a\u4e2a\u9886\u57df\u7684\u8bed\u97f3\u6570\u636e\u3002\u5728<strong>\u98ce\u683c\u591a\u6837\u6027\u65b9\u9762\uff0c\u6211\u4eec\u6dfb\u52a0\u4e86\u5bf9\u8bdd\u3001\u6f14\u8bb2\u3001\u6b4c\u5531\u7b49\u591a\u79cd\u8bed\u8a00<\/strong>\u3002<strong>\u5728\u6587\u672c\u591a\u6837\u6027\u65b9\u9762\uff0c\u6211\u4eec\u901a\u8fc7\u6587\u672c\u89c4\u8303\u5316 (TN) \u548c\u9006\u6587\u672c\u89c4\u8303\u5316 (ITN) \u4e3a\u540c\u4e00\u6bb5\u8bed\u97f3\u6784\u5efa\u4e0d\u540c\u7684\u6587\u672c\u683c\u5f0f\uff0c\u589e\u5f3a\u6a21\u578b\u5bf9\u5404\u79cd\u6587\u672c\u683c\u5f0f\u7684\u9c81\u68d2\u6027\u3002<\/strong>\u6b64\u5916\uff0c\u6211\u4eec\u5229\u7528\u65e9\u671f\u7248\u672c\u7684 CosyVoice 3 \u7b56\u7565\u6027\u5730\u81ea\u8bad\u7ec3\u6784\u5efa\u4e86\u5927\u91cf\u7684\u7a00\u6709\u6848\u4f8b\uff0c\u4ee5\u63d0\u9ad8\u5408\u6210\u7684\u7a33\u5b9a\u6027\u3002\u5728\u8bed\u8a00\u8986\u76d6\u65b9\u9762\uff0c\u6211\u4eec\u5728\u4e2d\u82f1\u6587\u6570\u636e\u96c6\u4e2d\u65b0\u589e\u4e86\u65e5\u8bed\u3001\u4fc4\u8bed\u3001\u6cd5\u8bed\u3001\u5fb7\u8bed\u3001\u897f\u73ed\u7259\u8bed\u3001\u97e9\u8bed\u548c\u610f\u5927\u5229\u8bed\u7b49\u4e03\u79cd\u5e38\u7528\u8bed\u8a00\uff0c\u6570\u636e\u8986\u76d6\u6bd4\u4f8b\u5982\u56fe&nbsp;3a&nbsp;\u6240\u793a\u3002\u524d\u671f\u5de5\u4f5c\u8868\u660e\uff0c\u76d1\u7763\u5f0f\u591a\u4efb\u52a1\u8bed\u97f3\u5206\u8bcd\u5668\u5728\u4e00\u4e9b\u65b0\u8bed\u8a00\uff08\u4f8b\u5982 CosyVoice 3 \u4e2d\u7684\u897f\u73ed\u7259\u8bed\u548c\u610f\u5927\u5229\u8bed\uff09\u4e0a\u8868\u73b0\u826f\u597d\u3002\u9664\u4e86\u6807\u51c6\u7684\u5e38\u89c1\u65b9\u8a00\u53d1\u97f3\u5916\uff0c\u6211\u4eec\u8fd8\u589e\u52a0\u4e86\u5bf9\u6c49\u8bed\u53e3\u97f3\u548c\u65b9\u8a00\u7684\u8986\u76d6\u8303\u56f4\uff0c\u76ee\u524d\u5df2\u652f\u6301 19 \u79cd\u5e38\u89c1\u53e3\u97f3\u6216\u65b9\u8a00\uff0c\u6570\u636e\u5360\u6bd4\u5982\u56fe&nbsp;3b&nbsp;\u6240\u793a\u3002\u901a\u8fc7\u8fd9\u4e9b\u6570\u636e\u6269\u5c55\uff0cCosyVoice 3 \u7684\u8bad\u7ec3\u6570\u636e\u5df2\u8fbe\u5230\u767e\u4e07\u5c0f\u65f6\uff0c\u6db5\u76d6\u4e86\u65e5\u5e38\u751f\u6d3b\u4e2d\u7684\u5927\u591a\u6570\u7528\u6237\u6848\u4f8b\uff0c\u5e76\u671d\u7740\u81ea\u7136\u754c\u96f6\u6837\u672c\u8bed\u97f3\u751f\u6210\u7684\u76ee\u6807\u8fc8\u8fdb\u3002<\/p>\n\n\n\n<p>\u9664\u4e86\u6269\u5c55\u6570\u636e\u96c6\u5927\u5c0f\u4e4b\u5916\uff0c\u6269\u5927\u6a21\u578b\u5927\u5c0f\u5bf9\u4e8e\u5f53\u524d\u7684\u5927\u89c4\u6a21\u6a21\u578b\u81f3\u5173\u91cd\u8981\u3002\u56e0\u6b64\uff0c\u6211\u4eec\u5728 CosyVoice 3 \u4e2d\u589e\u52a0\u4e86\u6587\u672c\u8f6c\u8bed\u97f3\u8bed\u8a00\u6a21\u578b (LM) \u548c\u6761\u4ef6\u6d41\u5339\u914d (CFM) \u6a21\u578b\u7684\u5927\u5c0f\u3002\u5177\u4f53\u800c\u8a00\uff0c\u6587\u672c\u8f6c\u8bed\u97f3 LM \u7684\u53c2\u6570\u6570\u91cf\u4ece 0.5 \u4ebf\u589e\u52a0\u5230 1.5 \u4ebf\u3002\u5bf9\u4e8e CFM\uff0c\u6211\u4eec\u91c7\u7528\u6700\u65b0\u7684\u6269\u6563\u53d8\u6362\u5668 (DiT)&nbsp;\u4f5c\u4e3a\u9aa8\u5e72\u7f51\u7edc\uff0c\u5c06\u53c2\u6570\u6570\u91cf\u4ece 1 \u4ebf\u589e\u52a0\u5230 3 \u4ebf\u3002\u521d\u6b65\u5b9e\u9a8c\u8bc1\u660e\u4e86 DiT \u67b6\u6784\u7684\u5f3a\u5927\u6027\u80fd\uff1b\u56e0\u6b64\uff0c\u590d\u6742\u7684\u6587\u672c\u7f16\u7801\u5668\u548c\u957f\u5ea6\u6b63\u5219\u5316\u6a21\u5757\u4e0d\u518d\u9700\u8981\uff0c\u5e76\u4ece CosyVoice 3 \u4e2d\u79fb\u9664\u3002\u6211\u4eec\u901a\u8fc7\u7b80\u5355\u7684\u63d2\u503c\u64cd\u4f5c\u89e3\u51b3\u4e86\u8bed\u97f3\u6807\u8bb0\u548c Mel \u7279\u5f81\u4e4b\u95f4\u7684\u5e27\u7387\u4e0d\u5339\u914d\u95ee\u9898\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"655\" height=\"409\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-7.png\" alt=\"\" class=\"wp-image-26606\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-7.png 655w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-7-300x187.png 300w\" sizes=\"(max-width: 655px) 100vw, 655px\" \/><\/figure>\n\n\n\n<p>\u4e3a\u4e86\u8bc4\u4f30 CosyVoice 3 \u7684\u96f6\u6837\u672c\u8bed\u97f3\u751f\u6210\u80fd\u529b\uff0c\u6211\u4eec\u5173\u6ce8\u4e09\u4e2a\u5173\u952e\u65b9\u9762\uff1a\u5185\u5bb9\u4e00\u81f4\u6027\u3001\u8bf4\u8bdd\u4eba\u76f8\u4f3c\u5ea6\u548c\u97f3\u9891\u8d28\u91cf\u3002\u5bf9\u4e8e\u5185\u5bb9\u4e00\u81f4\u6027\uff0c\u6211\u4eec\u4f7f\u7528 Whisper-large V3\u6d4b\u91cf ASR \u8f6c\u5f55\u6587\u672c\u4e0e\u7ed9\u5b9a\u6587\u672c\u7684\u5b57\u7b26\u9519\u8bef\u7387 (CER) \u6216\u8bcd\u9519\u8bef\u7387 (WER)\u3002\u5bf9\u4e8e\u82f1\u6587 ASR\uff0c\u6211\u4eec\u4f7f\u7528 Paraformer&nbsp;&nbsp;\u6d4b\u91cf\u4e2d\u6587 ASR\u3002\u4e3a\u4e86\u8bc4\u4f30\u8bf4\u8bdd\u4eba\u76f8\u4f3c\u5ea6\uff0c\u6211\u4eec\u4f7f\u7528 ERes2Net \u8bf4\u8bdd\u4eba\u9a8c\u8bc1\u6a21\u578b\u4ece\u751f\u6210\u7684\u8bed\u97f3\u4e2d\u63d0\u53d6\u8bf4\u8bdd\u4eba\u5d4c\u5165\uff0c\u5e76\u8ba1\u7b97\u4e0e\u53c2\u8003\u8bed\u97f3\u5d4c\u5165\u7684\u4f59\u5f26\u76f8\u4f3c\u5ea6\u3002\u5bf9\u4e8e\u97f3\u9891\u8d28\u91cf\uff0c\u6211\u4eec\u4f7f\u7528 DNSMOS \u7f51\u7edc\u5bf9\u751f\u6210\u7684\u8bed\u97f3\u8fdb\u884c\u8bc4\u5206\uff0c\u8be5\u7f51\u7edc\u7684\u5f97\u5206\u4e0e\u4eba\u7c7b\u542c\u89c9\u611f\u77e5\u9ad8\u5ea6\u76f8\u5173\u3002<\/p>\n\n\n\n<p>\u4e3a\u4e86\u66f4\u597d\u5730\u8bc4\u4f30 CosyVoice 3\uff0c\u6211\u4eec\u5efa\u7acb\u4e86\u4e00\u4e2a\u591a\u8bed\u8a00\u57fa\u51c6 CV3-Eval\uff0c\u5176\u4e2d\u5305\u62ec\u5ba2\u89c2\u548c\u4e3b\u89c2\u8bc4\u4f30\u7684\u5b50\u96c6\u3002<\/p>\n\n\n\n<h2>Experimental Results<\/h2>\n\n\n\n<p>&nbsp;SEED-TTS-Eval \u4e0a\u7684\u5ba2\u89c2 TTS \u7ed3\u679c<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"991\" height=\"561\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-8.png\" alt=\"\" class=\"wp-image-26615\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-8.png 991w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-8-300x170.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-8-768x435.png 768w\" sizes=\"(max-width: 991px) 100vw, 991px\" \/><figcaption>CosyVoice 3 \u4e0e\u57fa\u7ebf\u5728 SEED \u6d4b\u8bd5\u96c6\u4e0a\u7684\u5185\u5bb9\u4e00\u81f4\u6027 (WER\/CER) \u548c\u8bf4\u8bdd\u4eba\u76f8\u4f3c\u5ea6 (SS) \u65b9\u9762\u7684\u96f6\u6837\u672c TTS \u6027\u80fd\u6bd4\u8f83\u3002\u5bf9\u4e8e\u8bf4\u8bdd\u4eba\u76f8\u4f3c\u5ea6\uff0c\u62ec\u53f7\u5916\u7684\u7ed3\u679c\u7531\u57fa\u4e8e WavLM \u7684\u6a21\u578b\u6d4b\u91cf\uff0c\u62ec\u53f7\u5185\u7684\u7ed3\u679c\u7531 ERes2Net \u6d4b\u91cf\u3002<strong>&nbsp;\u7c97\u4f53<\/strong>\u8868\u793a\u6700\u4f73\u7ed3\u679c\uff0c\u4e0b\u5212\u7ebf\u8868\u793a\u6b21\u4f73\u7ed3\u679c<\/figcaption><\/figure>\n\n\n\n<p>&nbsp;\u5728\u591a\u8bed\u8a00\u57fa\u51c6 CV3-Eval \u4e0a\u7684\u5ba2\u89c2\u8bc4\u4f30\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"727\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-9-1024x727.png\" alt=\"\" class=\"wp-image-26618\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-9-1024x727.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-9-300x213.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-9-768x545.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-9.png 1056w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u5bf9\u4e8e CosyVoice 3 \u6765\u8bf4\uff0c\u751f\u6210\u751f\u50fb\u8bcd\u3001\u7ed5\u53e3\u4ee4\u548c\u9886\u57df\u7279\u5b9a\u672f\u8bed\u4ecd\u7136\u5f88\u56f0\u96be\uff0c\u8fd9\u7a81\u663e\u4e86\u672a\u6765\u6709\u5f85\u6539\u8fdb\u7684\u5730\u65b9\u3002<\/p>\n\n\n\n<p>&nbsp;\u8de8\u8bed\u8a00\u8bed\u97f3\u514b\u9686\u7ed3\u679c\uff1aCosyVoice 3 \u5728\u8de8\u8bed\u8a00\u8bed\u97f3\u514b\u9686\u65b9\u9762\u76f8\u8f83 CosyVoice 2 \u7684\u663e\u8457\u63d0\u5347\u3002\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c\u7531\u4e8e\u4e24\u79cd\u8bed\u8a00\u7684\u5b57\u7b26\u91cd\u53e0\uff0cCosyVoice 2 \u5728\u5c06\u8bed\u97f3\u4ece\u65e5\u8bed\u8f6c\u6362\u4e3a\u4e2d\u6587\u65f6\u9047\u5230\u4e86\u56f0\u96be\u3002CosyVoice 3 \u901a\u8fc7\u5c06\u6240\u6709\u65e5\u8bed\u5b57\u7b26\u8f6c\u6362\u4e3a\u5047\u540d\u89e3\u51b3\u4e86\u8fd9\u4e2a\u95ee\u9898\u3002\u6b64\u5916\uff0c\u6269\u5927\u6a21\u578b\u89c4\u6a21\u4e5f\u5e26\u6765\u4e86\u76ca\u5904\uff1a\u4e0e CosyVoice3-0.5B \u76f8\u6bd4\uff0cCosyVoice3-1.5B \u5728\u6240\u6709\u6761\u4ef6\u4e0b\u90fd\u8868\u73b0\u51fa\u4e86\u66f4\u4f73\u7684\u5b57\u9519\u8bef\u7387 (WER)\uff0c\u540c\u65f6\u4fdd\u6301\u4e86\u4e0e CosyVoice 2 \u76f8\u4f3c\u7684\u8bf4\u8bdd\u4eba\u76f8\u4f3c\u5ea6\u3002\u8fd9\u8868\u660e\uff0c\u7531\u4e8e\u5bb9\u91cf\u7684\u589e\u52a0\uff0c\u66f4\u5927\u7684\u6a21\u578b\u53ef\u4ee5\u63d0\u5347\u5728\u6311\u6218\u6027\u4efb\u52a1\u4e0a\u7684\u8868\u73b0\u3002\u603b\u4f53\u800c\u8a00\uff0cCosyVoice3-1.5B \u4ecd\u7136\u662f zh2en \u548c en2zh \u8de8\u8bed\u8a00\u8bed\u97f3\u8fc1\u79fb\u4efb\u52a1\u4e2d\u7684\u9886\u5148\u6a21\u578b\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"799\" height=\"738\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-10.png\" alt=\"\" class=\"wp-image-26619\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-10.png 799w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-10-300x277.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-10-768x709.png 768w\" sizes=\"(max-width: 799px) 100vw, 799px\" \/><\/figure>\n\n\n\n<p>\u5728\u4e0e\u6587\u672c\u65e0\u5173\u7684\u4efb\u52a1\u4e2d\uff0c\u60c5\u611f\u51c6\u786e\u7387\u663e\u8457\u4e0b\u964d\uff0c\u5c24\u5176\u662f\u201c\u60b2\u4f24\u201d\u548c\u201c\u6124\u6012\u201d\u60c5\u611f\u3002\u8fd9\u8868\u660e TTS \u7cfb\u7edf\u4e3b\u8981\u4ece\u6587\u672c\u60c5\u7eea\u4e2d\u63a8\u65ad\u8f93\u51fa\u97f3\u9891\u7684\u60c5\u611f\u57fa\u8c03\u3002\u8fd9\u4e00\u89c2\u5bdf\u7ed3\u679c\u4e3a\u4e86\u89e3\u4e0d\u592a\u4ee4\u4eba\u6ee1\u610f\u7684\u8868\u73b0\u63d0\u4f9b\u4e86\u5b9d\u8d35\u7684\u89c1\u89e3\uff0c\u5e76\u7a81\u51fa\u4e86\u672a\u6765\u9700\u8981\u6539\u8fdb\u7684\u5730\u65b9\u3002<\/p>\n\n\n\n<p>\u4e3b\u89c2\u8bc4\u4ef7\u7ed3\u679c\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"774\" height=\"673\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-11.png\" alt=\"\" class=\"wp-image-26625\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-11.png 774w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-11-300x261.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-11-768x668.png 768w\" sizes=\"(max-width: 774px) 100vw, 774px\" \/><\/figure>\n","protected":false},"excerpt":{"rendered":"<p>CosyVoice 3\uff1aTowards In-the-wild Speech Generationvia Sc &hellip; <a href=\"http:\/\/139.9.1.231\/index.php\/2025\/06\/07\/cosyvoice-3-tts\/\" class=\"more-link\">\u7ee7\u7eed\u9605\u8bfb<span class=\"screen-reader-text\">CosyVoice 3\uff1a\u8bed\u97f3\u5408\u6210\u9886\u57df\u8fce\u6765\u91cc\u7a0b\u7891\u5f0f\u7a81\u7834<\/span><\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[40,4,9,38,34],"tags":[],"_links":{"self":[{"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts\/26424"}],"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=26424"}],"version-history":[{"count":139,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts\/26424\/revisions"}],"predecessor-version":[{"id":26975,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts\/26424\/revisions\/26975"}],"wp:attachment":[{"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/media?parent=26424"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/categories?post=26424"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/tags?post=26424"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}