{"id":27378,"date":"2025-07-05T05:00:00","date_gmt":"2025-07-04T21:00:00","guid":{"rendered":"http:\/\/139.9.1.231\/?p=27378"},"modified":"2025-07-04T17:01:13","modified_gmt":"2025-07-04T09:01:13","slug":"kyutais-asr-and-ttsdelayed-streams-modeling-framework","status":"publish","type":"post","link":"http:\/\/139.9.1.231\/index.php\/2025\/07\/05\/kyutais-asr-and-ttsdelayed-streams-modeling-framework\/","title":{"rendered":"Kyutai&#8217;s  STT and TTS\uff1aDelayed Streams Modeling framework"},"content":{"rendered":"\n<ul class=\"has-light-pink-background-color has-background\"><li><strong><em>\u6d41\u5f0fTTS\uff1a<a href=\"https:\/\/kyutai.org\/next\/tts\">https:\/\/kyutai.org\/next\/tts<\/a><\/em><\/strong><\/li><li><strong><em>\u6d41\u5f0fSTT\uff1a<a href=\"https:\/\/kyutai.org\/next\/stt\">https:\/\/kyutai.org\/next\/stt<\/a><\/em><\/strong><\/li><li><strong><em>STT+LLM+TTS demo\uff1a<a href=\"https:\/\/unmute.sh\/\">https:\/\/unmute.sh\/<\/a><\/em><\/strong><\/li><li><strong><em><a href=\"https:\/\/kyutai.org\/next\/unmute\">https:\/\/kyutai.org\/next\/unmute<\/a><\/em><\/strong><\/li><li><strong>Github\uff1a<em><a href=\"https:\/\/github.com\/kyutai-labs\/delayed-streams-modeling\">https:\/\/github.com\/kyutai-labs\/delayed-streams-modeling<\/a><\/em><\/strong><\/li><li><strong>\u8bba\u6587\uff1apaper is coming soon<\/strong><\/li><\/ul>\n\n\n\n<p>\u5173\u4e8eKyutai\uff1aKyutai \u662f\u4e00\u5bb6\u4f4d\u4e8e\u6cd5\u56fd\u5df4\u9ece\u7684\u975e\u8425\u5229\u6027\u4eba\u5de5\u667a\u80fd\u7814\u7a76\u5b9e\u9a8c\u5ba4\uff0c\u6210\u7acb\u4e8e 2023 \u5e74 11 \u6708\u3002\u8be5\u5b9e\u9a8c\u5ba4\u81f4\u529b\u4e8e\u63a8\u52a8\u4eba\u5de5\u667a\u80fd\u7684\u5f00\u653e\u7814\u7a76\uff0c\u7279\u522b\u5173\u6ce8\u591a\u6a21\u6001\u5927\u6a21\u578b\u7684\u5f00\u53d1\u4e0e\u521b\u65b0\u7b97\u6cd5\u7684\u7814\u7a76\uff0c\u65e8\u5728\u63d0\u5347 AI \u7684\u80fd\u529b\u3001\u53ef\u9760\u6027\u548c\u6548\u7387\uff0c\u5e76\u4fc3\u8fdb\u5176\u6c11\u4e3b\u5316\u3002<\/p>\n\n\n\n<p>\u5ef6\u8fdf\u6d41\u5efa\u6a21 (DSM)\u00a0\uff1a\u4e00\u79cd\u7528\u4e8e\u89e3\u51b3\u591a\u79cd\u6d41\u5f0f X \u5230 Y \u4efb\u52a1\u7684\u6280\u672f\uff08\u5176\u4e2d X \u548c Y \u53ef\u4ee5\u662f\u8bed\u97f3\u6216\u6587\u672c\uff09\uff0c\u5b83\u5c06\u6211\u4eec\u5728 <a rel=\"noreferrer noopener\" href=\"https:\/\/github.com\/kyutai-labs\/moshi\" target=\"_blank\">Moshi<\/a> \u548c <a rel=\"noreferrer noopener\" href=\"https:\/\/arxiv.org\/abs\/2502.03382\" target=\"_blank\">Hibiki <\/a>\u4e2d\u91c7\u7528\u7684\u65b9\u6cd5\u5f62\u5f0f\u5316\u4e86\u3002<\/p>\n\n\n\n<h2>Kyutai STT<\/h2>\n\n\n\n<p><em>Kyutai STT<\/em> \u662f\u4e00\u79cd\u6d41\u5f0f\u8bed\u97f3\u8f6c\u6587\u672c\u6a21\u578b\u67b6\u6784\uff0c\u5728\u5ef6\u8fdf\u4e0e\u51c6\u786e\u7387\u4e4b\u95f4\u5b9e\u73b0\u4e86\u65e0\u4e0e\u4f26\u6bd4\u7684\u5e73\u8861\uff0c\u975e\u5e38\u9002\u5408\u4ea4\u4e92\u5f0f\u5e94\u7528\u3002\u5b83\u652f\u6301\u6279\u5904\u7406\uff0c\u53ef\u5728\u5355\u4e2a GPU \u4e0a\u5904\u7406\u6570\u767e\u6761\u5e76\u53d1\u5bf9\u8bdd\u3002\u53d1\u5e03\u4e86\u4e24\u4e2a\u6a21\u578b\uff1a<\/p>\n\n\n\n<ul><li>kyutai\/stt-1b-en_fr\uff1a\u4e00\u4e2a\u4f4e\u5ef6\u8fdf\u6a21\u578b\uff0c\u652f\u6301\u82f1\u8bed\u548c\u6cd5\u8bed\uff0c\u5e76\u5185\u7f6e<strong>\u8bed\u4e49\u7ea7\u8bed\u97f3\u6d3b\u52a8\u68c0\u6d4b\u5668<\/strong>\u3002<\/li><li>kyutai\/stt-2.6b-en\uff1a<strong>\u4e00\u4e2a\u66f4\u5927\u7684\u4ec5\u652f\u6301\u82f1\u8bed\u7684\u6a21\u578b<\/strong>\uff0c\u7ecf\u8fc7<strong>\u4f18\u5316\u4ee5\u5b9e\u73b0\u5c3d\u53ef\u80fd\u9ad8\u7684\u51c6\u786e\u7387<\/strong>\u3002<\/li><\/ul>\n\n\n\n<p><strong>Streaming and accurate<\/strong>: \u5728\u82f1\u6587\u6d4b\u8bc4\u96c6\u4e0a\u7684WER\u6307\u6807<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"867\" height=\"484\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/07\/image.png\" alt=\"\" class=\"wp-image-27440\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/07\/image.png 867w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/07\/image-300x167.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/07\/image-768x429.png 768w\" sizes=\"(max-width: 867px) 100vw, 867px\" \/><figcaption><em>Word error rate, lower is better.<\/em><\/figcaption><\/figure>\n\n\n\n<p>Kyutai STT \u662f\u4e00\u4e2a\u6d41\u5f0f\u6a21\u578b\uff0c\u8fd9\u610f\u5473\u7740\u5b83\u5728\u63a5\u6536\u97f3\u9891\u7684\u540c\u65f6\u5b9e\u65f6\u8f6c\u5f55\uff0c\u800c\u4e0d\u662f\u5047\u8bbe\u97f3\u9891\u5728\u5f00\u59cb\u5904\u7406\u524d\u5df2\u5168\u90e8\u53ef\u7528\u3002\u8fd9\u4f7f\u5176\u975e\u5e38\u9002\u5408\u8bf8\u5982 Unmute [Make any LLM listen and speak using Kyutai&#8217;s\u00a0<a href=\"https:\/\/kyutai.org\/next\/stt\">speech-to-text<\/a>\u00a0and\u00a0<a href=\"https:\/\/kyutai.org\/next\/tts\">text-to-speech<\/a>.]  \u4e4b\u7c7b\u7684\u5b9e\u65f6\u5e94\u7528\u3002<\/p>\n\n\n\n<p>\u5b83\u8f93\u51fa\u683c\u5f0f\u826f\u597d\u7684<strong>\u8f6c\u5f55\u6587\u672c<\/strong>\uff0c\u5305\u542b<strong>\u6807\u70b9\u7b26\u53f7<\/strong>\uff0c\u540c\u65f6\u8fd8<strong>\u63d0\u4f9b\u8bcd\u7ea7\u65f6\u95f4\u6233<\/strong>\u3002<\/p>\n\n\n\n<p>\u5728\u51c6\u786e\u6027\u65b9\u9762\uff0c\u5b83\u7684\u8868\u73b0\u4ecd\u53ef\u4e0e\u90a3\u4e9b\u80fd\u591f\u4e00\u6b21\u6027\u8bbf\u95ee\u5b8c\u6574\u97f3\u9891\u7684<strong>\u6700\u5148\u8fdb\u975e\u6d41\u5f0f\u6a21\u578b\u76f8\u5ab2\u7f8e<\/strong>\u3002<\/p>\n\n\n\n<h3><strong>\u8bed\u4e49\u8bed\u97f3\u6d3b\u52a8\u68c0\u6d4b\u5668<\/strong><\/h3>\n\n\n\n<p>\u5bf9\u4e8e\u50cf Unmute [Make any LLM listen and speak using Kyutai&#8217;s\u00a0<a href=\"https:\/\/kyutai.org\/next\/stt\">speech-to-text<\/a>\u00a0and\u00a0<a href=\"https:\/\/kyutai.org\/next\/tts\">text-to-speech<\/a>.]  \u8fd9\u6837\u57fa\u4e8e\u4e32\u8054\u5f0f\u8bed\u97f3\u5bf9\u8bdd\u7684\u5e94\u7528\u7a0b\u5e8f\uff0c\u9700\u8981\u4e00\u79cd\u65b9\u5f0f\u6765\u5224\u65ad\u7528\u6237\u662f\u5426\u5df2\u7ecf\u8bf4\u5b8c\uff0c\u4ee5\u4fbf\u751f\u6210\u56de\u5e94\u3002\u6700\u5e38\u89c1\u7684\u65b9\u6cd5\u662f\u4f7f\u7528\u4e00\u4e2a\u72ec\u7acb\u7684\u8bed\u97f3\u6d3b\u52a8\u68c0\u6d4b\uff08VAD\uff09\u6a21\u578b\uff0c\u5224\u65ad\u7528\u6237\u662f\u5426\u5728\u8bf4\u8bdd\uff0c\u5e76\u5728\u7528\u6237\u8bf4\u5b8c\u4e4b\u540e\u7b49\u5f85\u4e00\u4e2a\u56fa\u5b9a\u7684\u65f6\u95f4\u3002\u4f46\u5728\u5b9e\u9645\u5e94\u7528\u4e2d\uff0c\u4e0d\u53ef\u80fd\u627e\u5230\u4e00\u4e2a\u9002\u7528\u4e8e\u6240\u6709\u60c5\u51b5\u7684\u7b49\u5f85\u65f6\u95f4\u3002<strong>\u4eba\u4eec\u5728\u8bf4\u8bdd\u65f6\u7ecf\u5e38\u4f1a\u51fa\u73b0\u957f\u65f6\u95f4\u505c\u987f\uff0c\u8fd9\u4f1a\u5bfc\u81f4\u8fd9\u79cd\u6734\u7d20\u65b9\u6cd5\u51fa\u73b0\u8bef\u5224\u3002<\/strong><\/p>\n\n\n\n<p>\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\uff0c<strong>Kyutai STT \u4e0d\u4ec5\u9884\u6d4b\u6587\u672c\uff0c\u8fd8\u9884\u6d4b\u7528\u6237\u662f\u5426\u5df2\u7ecf\u8bf4\u5b8c\u8bdd\u7684\u6982\u7387\u3002\u5bf9\u4e8e\u505c\u987f\u7684\u5224\u65ad\u5ef6\u8fdf\u4f1a\u6839\u636e\u7528\u6237\u8bf4\u8bdd\u7684\u5185\u5bb9\u548c\u8bed\u8c03\u81ea\u9002\u5e94\u8c03\u6574\u3002<\/strong><\/p>\n\n\n\n<h3>\u4f4e\u5ef6\u8fdf<\/h3>\n\n\n\n<p><strong>kyutai\/stt-1b-en_fr<\/strong> \u7684<strong>\u5ef6\u8fdf<\/strong>\u8bbe\u5b9a\u4e3a<strong> 500 \u6beb\u79d2<\/strong>\uff0c\u4e5f\u5c31\u662f\u8bf4\uff0c<strong>\u6bcf\u4e2a\u8bcd\u4f1a\u5728\u8bf4\u51fa\u540e\u7ea6 500 \u6beb\u79d2<\/strong>\u88ab\u8f6c\u5f55\u3002\u800c <strong>kyutai\/stt-2.6b-en \u7684\u5ef6\u8fdf\u4e3a 2.5 \u79d2<\/strong>\u3002<\/p>\n\n\n\n<p>\u5728 Unmute [Make any LLM listen and speak using Kyutai&#8217;s\u00a0<a href=\"https:\/\/kyutai.org\/next\/stt\">speech-to-text<\/a>\u00a0and\u00a0<a href=\"https:\/\/kyutai.org\/next\/tts\">text-to-speech<\/a>.]\u4e2d\uff0c\u6211\u4eec\u4f7f\u7528\u4e00\u79cd\u79f0\u4e3a <strong>\u201cflush trick\u201d\uff08\u5237\u65b0\u6280\u5de7\uff09<\/strong>\u7684\u65b9\u6cd5\u6765\u8fdb\u4e00\u6b65\u964d\u4f4e\u54cd\u5e94\u5ef6\u8fdf\u3002<strong>\u5f53\u8bed\u97f3\u6d3b\u52a8\u68c0\u6d4b\u5668\u9884\u6d4b\u7528\u6237\u5df2\u7ecf\u8bf4\u5b8c\u65f6\uff0c\u6211\u4eec\u8fd8\u9700\u518d\u7b49 500 \u6beb\u79d2\uff08\u5373 STT \u6a21\u578b\u7684\u5ef6\u8fdf\uff09\uff0c\u4ee5\u786e\u4fdd\u4e0d\u4f1a\u622a\u65ad\u8f6c\u5f55\u7684\u7ed3\u5c3e\u90e8\u5206\u3002<\/strong><\/p>\n\n\n\n<p>\u4e3a\u4e86\u51cf\u5c11\u8fd9\u6bb5\u5ef6\u8fdf\uff0c\u6211\u4eec\u5229\u7528\u4e86\u8bed\u97f3\u8f6c\u6587\u672c\u670d\u52a1\u5668\u201c\u6bd4\u5b9e\u65f6\u66f4\u5feb\u201d\u7684\u5904\u7406\u80fd\u529b<strong>\u3002\u5f53\u68c0\u6d4b\u5230\u8bf4\u8bdd\u7ed3\u675f\u65f6<\/strong>\uff0c\u6211\u4eec\u8bf7\u6c42 STT \u670d\u52a1\u5668\u5c3d\u53ef\u80fd\u5feb\u5730\u5904\u7406\u6b64\u524d\u5df2\u53d1\u9001\u7684\u97f3\u9891\u3002\u670d\u52a1\u5668\u7684\u8fd0\u884c\u901f\u5ea6\u7ea6\u4e3a\u5b9e\u65f6\u7684 4 \u500d\uff0c\u56e0\u6b64\u53ef\u4ee5\u5728<strong>\u5927\u7ea6 125 \u6beb\u79d2\u5185\u5904\u7406\u8fd9\u6bb5 500 \u6beb\u79d2\u7684\u97f3\u9891<\/strong>\uff08\u5373 500ms \u00f7 4 = 125ms\uff09\u3002\u901a\u8fc7\u8fd9\u79cd\u65b9\u5f0f\uff0c\u6211\u4eec\u201c\u626d\u66f2\u65f6\u95f4\u201d\uff0c<strong>\u53ea\u9700\u7b49\u5f85\u8fd9 125 \u6beb\u79d2\uff0c\u5373\u53ef\u786e\u4fdd\u6240\u6709\u5185\u5bb9\u5df2\u88ab\u8f6c\u5f55\u3002<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"799\" height=\"568\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/07\/image-1.png\" alt=\"\" class=\"wp-image-27458\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/07\/image-1.png 799w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/07\/image-1-300x213.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/07\/image-1-768x546.png 768w\" sizes=\"(max-width: 799px) 100vw, 799px\" \/><\/figure>\n\n\n\n<h3>\u9ad8\u541e\u5410\u91cf<\/h3>\n\n\n\n<p>Kyutai STT \u975e\u5e38\u9002\u5408\u5728\u751f\u4ea7\u73af\u5883\u4e2d\u90e8\u7f72\uff1a\u5728\u4e00\u5757<strong> H100 GPU \u4e0a\uff0c\u5b83\u53ef\u4ee5\u540c\u65f6\u8f6c\u5f55 400 \u8def\u5b9e\u65f6\u97f3\u9891\u6d41<\/strong>\u3002\u8fd9\u5f97\u76ca\u4e8e<strong>\u5176\u91c7\u7528\u7684\u5ef6\u8fdf\u6d41\u5efa\u6a21\u67b6\u6784\uff08\u89c1\u4e0b\u6587\uff09<\/strong>\uff0c\u8be5\u67b6\u6784\u5141\u8bb8\u6211\u4eec\u5728<strong>\u65e0\u9700\u4efb\u4f55\u989d\u5916\u201c\u7c98\u5408\u4ee3\u7801\u201d\u7684\u60c5\u51b5\u4e0b\uff0c\u4ee5\u5927\u6279\u91cf\u8fd0\u884c\u6a21\u578b<\/strong>\uff0c\u5e76\u5b9e\u73b0\u6d41\u5f0f\u5904\u7406\u3002<\/p>\n\n\n\n<p>\u76f8\u6bd4\u4e4b\u4e0b\uff0c\u5c06 Whisper \u6539\u9020\u6210\u6d41\u5f0f\u6a21\u578b\u9700\u8981\u4e00\u4e2a\u5b8c\u5168\u72ec\u7acb\u7684\u7814\u7a76\u9879\u76ee\u2014\u2014Whisper-Streaming\u3002\u8be5\u7cfb\u7edf\u4f1a\u53cd\u590d\u5728\u6700\u8fd1\u51e0\u79d2\u7684\u97f3\u9891\u4e0a\u8fd0\u884c Whisper\uff0c\u5e76\u5c06\u91cd\u53e0\u7684\u8f6c\u5f55\u7ed3\u679c\u62fc\u63a5\u5728\u4e00\u8d77\u3002<\/p>\n\n\n\n<p>Whisper-Streaming \u5728\u6280\u672f\u4e0a\u4ee4\u4eba\u5370\u8c61\u6df1\u523b\uff0c\u4f46\u5b83\u4e0d\u652f\u6301\u6279\u5904\u7406\uff0c\u8fd9\u5bfc\u81f4\u541e\u5410\u91cf\u5927\u5927\u964d\u4f4e\u3002\u82e5\u76ee\u6807\u5ef6\u8fdf\u66f4\u4f4e\uff0c\u5176\u541e\u5410\u91cf\u4f1a\u8fdb\u4e00\u6b65\u4e0b\u964d\uff0c\u56e0\u4e3a\u9700\u8981\u66f4\u9891\u7e41\u5730\u91cd\u65b0\u8fd0\u884c Whisper\u3002<\/p>\n\n\n\n<h3>\u5ef6\u8fdf\u6d41\u5efa\u6a21<\/h3>\n\n\n\n<p>Kyutai STT \u7684\u4e3b\u8981\u521b\u65b0\u662f\u4e00\u79cd\u5728 Kyutai \u5f00\u53d1\u7684\u6280\u672f\uff0c\u79f0\u4e3a<strong>\u5ef6\u8fdf\u6d41\u5efa\u6a21\uff08delayed streams modeling\uff09<\/strong>\uff0c\u6700\u65e9\u5728 Moshi \u9879\u76ee\u4e2d\u7387\u5148\u4f7f\u7528\u4e86\u8fd9\u4e00\u65b9\u6cd5\u3002<\/p>\n\n\n\n<p>\u4f20\u7edf\u7684\u8bed\u97f3\u8f6c\u6587\u672c\u65b9\u6cd5\u901a\u5e38\u662f\u5c06\u6574\u6bb5\u97f3\u9891\u4e00\u6b21\u6027\u8f93\u5165\u6a21\u578b\uff0c\u5e76\u7531\u6a21\u578b\u9010\u6b65\uff08\u81ea\u56de\u5f52\u5730\uff09\u751f\u6210\u6587\u672c\u3002\u4f8b\u5982\uff0cWhisper \u5c31\u662f\u8fd9\u6837\u505a\u7684\uff0c\u5b83\u4f7f\u7528\u7684\u662f\u7f16\u7801\u5668-\u89e3\u7801\u5668\u7ed3\u6784\u7684 Transformer \u6a21\u578b\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"823\" height=\"162\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/07\/image-2.png\" alt=\"\" class=\"wp-image-27470\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/07\/image-2.png 823w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/07\/image-2-300x59.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/07\/image-2-768x151.png 768w\" sizes=\"(max-width: 823px) 100vw, 823px\" \/><\/figure>\n\n\n\n<p>\u5728 Kyutai STT \u4e2d\uff0c\u5c06\u6570\u636e\u8868\u793a\u4e3a<strong>\u65f6\u95f4\u5bf9\u9f50\u7684\u6587\u672c\u6d41\u548c\u97f3\u9891\u6d41<\/strong>\u3002\u672c\u8d28\u4e0a\uff0c\u97f3\u9891\u548c\u6587\u672c\u662f\u201c\u5e76\u5217\u201d\u5b58\u5728\u7684\uff0c\u800c\u4e0d\u662f\u4e00\u4e2a\u63a5\u7740\u53e6\u4e00\u4e2a\u3002<strong>\u6587\u672c\u6d41\u4f1a\u8fdb\u884c\u586b\u5145<\/strong>\uff0c\u4ee5\u786e\u4fdd\u6587\u672c\u7684\u65f6\u95f4\u4e0e\u97f3\u9891\u5bf9\u9f50\u3002\u53ea\u662f\u5c06<strong>\u6587\u672c\u6d41\u5ef6\u8fdf\u4e86\u51e0\u4e2a\u5e27<\/strong>\uff0c\u4ee5\u4fbf\u8bed\u97f3\u8f6c\u6587\u672c\u6a21\u578b\u80fd\u591f\u8fdb\u884c\u4e00\u5b9a\u7a0b\u5ea6\u7684\u524d\u77bb\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"898\" height=\"235\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/07\/image-3.png\" alt=\"\" class=\"wp-image-27471\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/07\/image-3.png 898w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/07\/image-3-300x79.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/07\/image-3-768x201.png 768w\" sizes=\"(max-width: 898px) 100vw, 898px\" \/><\/figure>\n\n\n\n<p>\u4f7f\u7528\u8fd9\u79cd\u8868\u793a\u65b9\u5f0f\u7684\u6587\u672c-\u97f3\u9891\u6570\u636e\u6765\u8bad\u7ec3 Kyutai STT\uff0c\u6559\u5b83\u540c\u65f6\u5efa\u6a21\u97f3\u9891\u6d41\u548c\u6587\u672c\u6d41\u3002\u5728\u63a8\u7406\u9636\u6bb5\uff0c\u6211\u4eec<strong>\u4fdd\u6301\u97f3\u9891\u6d41\u56fa\u5b9a\uff0c\u5b9e\u65f6\u8f93\u5165\u63a5\u6536\u5230\u7684\u97f3\u9891\uff0c\u5229\u7528\u6a21\u578b\u9884\u6d4b\u6587\u672c\u6d41<\/strong>\u3002<\/p>\n\n\n\n<p><strong>\u8fd9\u79cd\u65b9\u6cd5\u7684\u53e6\u4e00\u4e2a\u5de7\u5999\u4e4b\u5904\u5728\u4e8e\u5176\u5bf9\u79f0\u6027<\/strong>\u3002\u6211\u4eec<strong>\u53ef\u4ee5\u901a\u8fc7\u5ef6\u8fdf\u97f3\u9891\u6d41\u800c\u975e\u6587\u672c\u6d41\uff0c\u5e76\u4fdd\u6301\u6587\u672c\u56fa\u5b9a\uff08\u6559\u5e08\u5f3a\u5236\uff09\uff0c\u6765\u5b9e\u73b0\u6587\u672c\u5230\u8bed\u97f3\u7684\u8f6c\u6362\uff0c\u8fdb\u800c\u9884\u6d4b\u97f3\u9891<\/strong>\u3002<strong>\u4e3a\u4f7f\u6a21\u578b\u80fd\u591f\u9884\u6d4b\u586b\u5145\u7b26\u53f7\u4ee5\u5bf9\u9f50\u6587\u672c\u6d41\u548c\u97f3\u9891\u6d41\u7684\u65f6\u95f4\uff0c\u9700\u8981\u4e00\u4e9b\u6280\u5de7<\/strong>\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"889\" height=\"279\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/07\/image-4.png\" alt=\"\" class=\"wp-image-27473\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/07\/image-4.png 889w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/07\/image-4-300x94.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/07\/image-4-768x241.png 768w\" sizes=\"(max-width: 889px) 100vw, 889px\" \/><\/figure>\n\n\n\n<h2>Kyutai TTS<\/h2>\n\n\n\n<p>Kyutai \u6587\u672c\u5230\u8bed\u97f3\uff08TTS\uff09\u6700\u521d\u662f\u6211\u4eec\u5728 Moshi \u5f00\u53d1\u8fc7\u7a0b\u4e2d\u4f7f\u7528\u7684\u5185\u90e8\u5de5\u5177\u3002\u4f5c\u4e3a\u6211\u4eec\u5bf9\u5f00\u653e\u79d1\u5b66\u7684\u627f\u8bfa\u7684\u4e00\u90e8\u5206\uff0c\u6211\u4eec\u73b0\u5728\u5411\u516c\u4f17\u53d1\u5e03\u4e86\u6539\u8fdb\u7248\u7684 TTS\uff1akyutai\/tts-1.6b-en_fr\uff0c\u4e00\u4e2a\u62e5\u6709 16 \u4ebf\u53c2\u6570\u7684\u6a21\u578b\u3002\u8be5\u6a21\u578b\u5305\u542b\u591a\u9879\u521b\u65b0\uff0c\u4f7f\u5176\u7279\u522b\u9002\u5408\u5b9e\u65f6\u4f7f\u7528\u3002<\/p>\n\n\n\n<h3>State of the art<\/h3>\n\n\n\n<p>Kyutai TTS \u5728\u6587\u672c\u5230\u8bed\u97f3\u9886\u57df\u6811\u7acb\u4e86\u65b0\u7684\u6280\u672f\u6c34\u5e73\u3002\u8bcd\u9519\u8bef\u7387\uff08WER\uff09\u8861\u91cf TTS \u672a\u80fd\u51c6\u786e\u9075\u5faa\u6587\u672c\u811a\u672c\u7684\u9891\u7387\u3002\u8bf4\u8bdd\u4eba\u76f8\u4f3c\u5ea6\u5219\u662f\u8bc4\u4f30\u5728\u8bed\u97f3\u514b\u9686\u65f6\u751f\u6210\u97f3\u9891\u4e0e\u539f\u59cb\u6837\u672c\u58f0\u97f3\u76f8\u4f3c\u7a0b\u5ea6\u7684\u6307\u6807\u3002\u6211\u4eec\u5728 NTREX \u6570\u636e\u96c6\u4e2d\uff0c\u9009\u53d6\u4e86 15 \u7bc7\u82f1\u6587\u548c 15 \u7bc7\u6cd5\u6587\u65b0\u95fb\u6587\u7ae0\uff0c\u5bf9 Kyutai TTS \u4e0e\u5176\u4ed6\u6a21\u578b\u8fdb\u884c\u4e86\u5bf9\u6bd4\u3002\u9664 Kyutai TTS \u548c ElevenLabs \u5916\uff0c\u6240\u6709\u6a21\u578b\u5747\u6309\u53e5\u5b50\u9010\u53e5\u751f\u6210\uff0c\u56e0\u4e3a\u6211\u4eec\u89c2\u5bdf\u5230\u8fd9\u6837\u80fd\u83b7\u5f97\u6700\u4f73\u6548\u679c\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"888\" height=\"562\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/07\/image-5.png\" alt=\"\" class=\"wp-image-27479\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/07\/image-5.png 888w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/07\/image-5-300x190.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/07\/image-5-768x486.png 768w\" sizes=\"(max-width: 888px) 100vw, 888px\" \/><\/figure>\n\n\n\n<h3>\u9002\u5408\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09<\/h3>\n\n\n\n<p>Kyutai TTS \u65e0\u9700\u63d0\u524d\u83b7\u53d6\u5b8c\u6574\u6587\u672c\uff0c\u4ece\u63a5\u6536\u5230\u7b2c\u4e00\u4e2a\u6587\u672c\u6807\u8bb0\u5230\u751f\u6210\u7b2c\u4e00\u6bb5\u97f3\u9891\u7684\u5ef6\u8fdf\u4e3a <strong>220 \u6beb\u79d2<\/strong>\u3002\u5728 Unmute.sh \u90e8\u7f72\u73af\u5883\u4e2d\uff0c\u6211\u4eec\u901a\u8fc7\u6279\u5904\u7406\u540c\u65f6\u5904\u7406\u6700\u591a 32 \u4e2a\u8bf7\u6c42\uff0c\u4f7f\u7528 L40S GPU \u6d4b\u5f97\u7684\u5ef6\u8fdf\u7ea6\u4e3a 350 \u6beb\u79d2\u3002<\/p>\n\n\n\n<p>\u5176\u4ed6\u88ab\u63cf\u8ff0\u4e3a\u6d41\u5f0f\u7684 TTS \u6a21\u578b\u4ec5\u5728\u97f3\u9891\u4e0a\u5b9e\u73b0\u6d41\u5f0f\u5904\u7406\uff0c\u4ecd\u7136\u9700\u8981\u63d0\u524d\u77e5\u9053\u5b8c\u6574\u6587\u672c\u3002<\/p>\n\n\n\n<p>Kyutai TTS \u662f<strong>\u9996\u4e2a\u540c\u65f6\u652f\u6301\u6587\u672c\u6d41\u5f0f\u5904\u7406\u7684\u6587\u672c\u5230\u8bed\u97f3\u6a21\u578b<\/strong>\u3002\u4f60\u53ef\u4ee5\u8fb9\u7531\u5927\u8bed\u8a00\u6a21\u578b\u751f\u6210\u6587\u672c\u8fb9\u8f93\u5165\uff0cKyutai TTS \u4f1a\u5373\u65f6\u5f00\u59cb\u5904\u7406\uff0c\u4ece\u800c\u5b9e\u73b0\u8d85\u4f4e\u5ef6\u8fdf\u3002\u8fd9\u5728\u5927\u8bed\u8a00\u6a21\u578b\u751f\u6210\u8017\u65f6\u8f83\u957f\u7684\u60c5\u51b5\u4e0b\u5c24\u4e3a\u6709\u7528\uff0c\u6bd4\u5982\u8d44\u6e90\u53d7\u9650\u73af\u5883\u6216\u751f\u6210\u957f\u6587\u672c\u6bb5\u843d\u65f6\u3002<\/p>\n\n\n\n<p>\u6587\u672c\u6d41\u5f0f\u5904\u7406\u5f97\u76ca\u4e8e\u4e0b\u6587\u8be6\u7ec6\u4ecb\u7ecd\u7684\u5ef6\u8fdf\u6d41\u5efa\u6a21\u6280\u672f\u3002<\/p>\n\n\n\n<h3>\u8bed\u97f3\u514b\u9686<\/h3>\n\n\n\n<p>\u4e3a\u4e86\u6307\u5b9a\u8bed\u97f3\uff0c\u6211\u4eec\u4f7f\u7528\u4e00\u6bb5 10 \u79d2\u7684\u97f3\u9891\u6837\u672c\u3002TTS \u80fd\u591f\u5339\u914d\u6e90\u97f3\u9891\u7684\u58f0\u97f3\u3001\u8bed\u8c03\u3001\u8bf4\u8bdd\u4e60\u60ef\u548c\u5f55\u97f3\u8d28\u91cf\u3002<\/p>\n\n\n\n<h3>\u957f\u65f6\u6bb5\u751f\u6210<\/h3>\n\n\n\n<p>\u5927\u591a\u6570\u57fa\u4e8e Transformer \u7684 TTS \u6a21\u578b\u9488\u5bf9\u751f\u6210\u5c11\u4e8e 30 \u79d2\u7684\u97f3\u9891\u8fdb\u884c\u4e86\u4f18\u5316\uff0c\u901a\u5e38\u4e0d\u652f\u6301\u66f4\u957f\u65f6\u95f4\u7684\u751f\u6210\uff0c\u6216\u8005\u5728\u5904\u7406\u8f83\u957f\u97f3\u9891\u65f6\u8868\u73b0\u4e0d\u4f73\u3002Kyutai TTS \u5728\u751f\u6210\u66f4\u957f\u65f6\u6bb5\u97f3\u9891\u65b9\u9762\u6ca1\u6709\u4efb\u4f55\u95ee\u9898\u3002<\/p>\n\n\n\n<h3>\u8bcd\u7ea7\u65f6\u95f4\u6233<\/h3>\n\n\n\n<p>\u9664\u4e86\u97f3\u9891\u672c\u8eab\uff0cKyutai <strong>TTS \u8fd8\u4f1a\u8f93\u51fa\u751f\u6210\u8bcd\u8bed\u7684\u7cbe\u786e\u65f6\u95f4\u6233<\/strong>\u3002\u8fd9\u5bf9\u4e8e\u4e3a TTS \u63d0\u4f9b\u5b9e\u65f6\u5b57\u5e55\u975e\u5e38\u6709\u7528\u3002<\/p>\n\n\n\n<h3>\u5ef6\u8fdf\u6d41\u5efa\u6a21<\/h3>\n\n\n\n<p>Kyutai TTS \u72ec\u7279\u7684\u80fd\u529b\uff0c<strong>\u5982\u6587\u672c\u6d41\u5f0f\u5904\u7406\u3001\u6279\u5904\u7406\u548c\u65f6\u95f4\u6233\u529f\u80fd<\/strong>\uff0c\u5747\u5f97\u76ca\u4e8e Kyutai \u5f00\u53d1\u7684\u4e00\u9879\u6280\u672f\u2014\u2014<strong>\u5ef6\u8fdf\u6d41\u5efa\u6a21<\/strong>\uff0c\u8be5\u6280\u672f\u6700\u65e9\u7531\u6211\u4eec\u5728 Moshi \u9879\u76ee\u4e2d\u5f00\u521b\u3002<\/p>\n\n\n\n<p>\u4f20\u7edf\u4f7f\u7528\u8bed\u8a00\u6a21\u578b\u8fdb\u884c\u6587\u672c\u5230\u8bed\u97f3\u8f6c\u6362\u7684\u65b9\u6cd5\uff0c\u662f\u57fa\u4e8e\u8f93\u5165\u6587\u672c\u4e0e\u97f3\u9891\u7684\u5206\u8bcd\u8f93\u51fa\u62fc\u63a5\u5728\u4e00\u8d77\u8fdb\u884c\u8bad\u7ec3\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"885\" height=\"169\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/07\/image-6.png\" alt=\"\" class=\"wp-image-27486\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/07\/image-6.png 885w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/07\/image-6-300x57.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/07\/image-6-768x147.png 768w\" sizes=\"(max-width: 885px) 100vw, 885px\" \/><\/figure>\n\n\n\n<p>\u8fd9\u610f\u5473\u7740\u8fd9\u4e9b\u6a21\u578b\u662f\u6d41\u5f0f\u7684\uff0c\u4f46\u4ec5\u9650\u4e8e\u97f3\u9891\uff1a\u5728\u5df2\u77e5\u5b8c\u6574\u6587\u672c\u7684\u60c5\u51b5\u4e0b\uff0c\u5b83\u4eec\u5f00\u59cb\u751f\u6210\u97f3\u9891\uff0c\u5e76\u5141\u8bb8\u4f60\u5728\u751f\u6210\u8fc7\u7a0b\u4e2d\u8bbf\u95ee\u90e8\u5206\u7ed3\u679c\u3002\u7136\u800c\uff0c\u5b8c\u6574\u6587\u672c\u4ecd\u9700\u63d0\u524d\u83b7\u77e5\u3002<\/p>\n\n\n\n<p>\u800c\u5728 Kyutai TTS 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framework<\/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\/27378"}],"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=27378"}],"version-history":[{"count":67,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts\/27378\/revisions"}],"predecessor-version":[{"id":27492,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts\/27378\/revisions\/27492"}],"wp:attachment":[{"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/media?parent=27378"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/categories?post=27378"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/tags?post=27378"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}