{"id":27387,"date":"2025-07-06T13:10:48","date_gmt":"2025-07-06T05:10:48","guid":{"rendered":"http:\/\/139.9.1.231\/?p=27387"},"modified":"2025-07-06T13:10:51","modified_gmt":"2025-07-06T05:10:51","slug":"hibiki-streaming-speech-translation-kyutai","status":"publish","type":"post","link":"http:\/\/139.9.1.231\/index.php\/2025\/07\/06\/hibiki-streaming-speech-translation-kyutai\/","title":{"rendered":"Hibiki- \u6d41\u5f0f\u8bed\u97f3\u7ffb\u8bd1[Kyutai]"},"content":{"rendered":"\n<ul class=\"has-light-pink-background-color has-background\"><li><strong><em>Github: <a href=\"https:\/\/github.com\/kyutai-labs\/hibiki\">https:\/\/github.com\/kyutai-labs\/hibiki<\/a><\/em><\/strong><\/li><li><strong><em>paper:<\/em><\/strong> <a rel=\"noreferrer noopener\" href=\"https:\/\/arxiv.org\/abs\/2502.03382\" target=\"_blank\"><strong><em>High-Fidelity Simultaneous Speech-To-Speech Translation<\/em><\/strong><\/a><\/li><li><strong>\u4e3b\u9875\uff1a<a href=\"https:\/\/kyutai.org\/2025\/02\/10\/hibiki.html\"><em>https:\/\/kyutai.org\/2025\/02\/10\/hibiki.html<\/em><\/a><\/strong><\/li><\/ul>\n\n\n\n<p class=\"has-text-align-center\"><a href=\"https:\/\/arxiv.org\/abs\/2502.03382\"><strong>[Read the paper]<\/strong><\/a><a href=\"https:\/\/huggingface.co\/spaces\/kyutai\/hibiki-samples\"><strong> <\/strong><\/a><a href=\"https:\/\/huggingface.co\/spaces\/kyutai\/hibiki-samples\"><strong>       <\/strong><\/a><a href=\"https:\/\/huggingface.co\/spaces\/kyutai\/hibiki-samples\"><strong>[Samples]<\/strong><\/a><a href=\"https:\/\/huggingface.co\/collections\/kyutai\/hibiki-fr-en-67a48835a3d50ee55d37c2b5\"><strong>        <\/strong><\/a><a href=\"https:\/\/huggingface.co\/collections\/kyutai\/hibiki-fr-en-67a48835a3d50ee55d37c2b5\"><strong>[HuggingFace]<\/strong><\/a><\/p>\n\n\n\n\n\n<p>        <strong>Hibiki<\/strong>\u2014\u2014\u4e00\u6b3e <strong>\u652f\u6301\u5b9e\u65f6\u3001\u9ad8\u4fdd\u771f\u3001\u8bbe\u5907\u7aef\u8fd0\u884c\u7684\u8bed\u97f3\u5230\u8bed\u97f3\u7ffb\u8bd1\u6a21\u578b<\/strong>\u3002\u5b83\u57fa\u4e8e <a rel=\"noreferrer noopener\" href=\"https:\/\/github.com\/kyutai-labs\/moshi\" target=\"_blank\"><strong>Moshi <\/strong><\/a>\u6240\u6784\u5efa\u7684\u6838\u5fc3\u601d\u60f3\u548c\u67b6\u6784\uff0c\u501f\u52a9\u81ea\u7814\u7684\u5408\u6210\u6570\u636e\u5b9e\u73b0\u9ad8\u6548\u8bad\u7ec3\uff0c\u5e76\u652f\u6301\u5728\u79fb\u52a8\u7aef\u8fdb\u884c\u63a8\u7406\u3002Hibiki \u80fd\u5fe0\u5b9e\u4f20\u9012\u539f\u8bf4\u8bdd\u8005\u7684\u58f0\u97f3\u7279\u6027\u548c\u8bed\u6d41\uff0c\u5176\u8d28\u91cf\u548c\u81ea\u7136\u5ea6\u5728\u73b0\u6709\u6a21\u578b\u4e2d\u6700\u8d34\u8fd1\u4eba\u5de5\u7ffb\u8bd1\u7684\u6548\u679c\u3002 Hibiki \u7684<strong>\u63a8\u7406\u4ee3\u7801\u4e0e\u6a21\u578b\u6743\u91cd\u5f00\u6e90<\/strong>\uff0c\u540c\u65f6\u5728\u7814\u7a76\u8bba\u6587\u4e2d\u516c\u5f00\u4e86\u6240\u6709\u8bad\u7ec3\u7ec6\u8282\u3002<\/p>\n\n\n\n<p>       <strong>\u4ec0\u4e48\u662f Hibiki\uff1f<\/strong> <strong>Hibiki<\/strong> \u662f\u4e00\u6b3e\u7528\u4e8e<strong>\u6d41\u5f0f\u8bed\u97f3\u7ffb\u8bd1<\/strong>\u7684\u6a21\u578b\uff08\u4e5f\u79f0\u4e3a<strong>\u540c\u58f0\u4f20\u8bd1\u6a21\u578b<\/strong>\uff09\u3002\u4e0e\u4f20\u7edf\u7684\u79bb\u7ebf\u7ffb\u8bd1\u4e0d\u540c\uff08\u79bb\u7ebf\u7ffb\u8bd1\u9700\u7b49\u5230\u8bf4\u8bdd\u4eba\u5b8c\u6574\u8868\u8fbe\u5b8c\u6bd5\u540e\u624d\u5f00\u59cb\u7ffb\u8bd1\uff09\uff0c<strong>Hibiki \u80fd\u52a8\u6001\u5730\u79ef\u7d2f\u521a\u597d\u8db3\u591f\u7684\u4e0a\u4e0b\u6587\uff0c\u5e76\u5b9e\u65f6\u9010\u6bb5\u8f93\u51fa\u51c6\u786e\u7684\u7ffb\u8bd1\u5185\u5bb9<\/strong>\u3002\u5f53\u7528\u6237\u8bf4\u8bdd\u65f6\uff0cHibiki \u4f1a\u4e00\u8fb9<strong>\u751f\u6210\u76ee\u6807\u8bed\u8a00\u7684\u81ea\u7136\u8bed\u97f3\uff08\u542b\u58f0\u97f3\u8fc1\u79fb\uff09<\/strong>\uff0c\u4e00\u8fb9\u8f93\u51fa\u5bf9\u5e94\u7684\u6587\u5b57\u7ffb\u8bd1\u3002<\/p>\n\n\n\n<p><strong>\u67b6\u6784\uff1a<\/strong>Hibiki \u662f\u4e00\u4e2a<strong>\u4ec5\u5305\u542b\u89e3\u7801\u5668\u7684\u540c\u58f0\u4f20\u8bd1\u6a21\u578b<\/strong>\u3002Hibiki \u5229\u7528 Moshi \u7684\u591a\u6d41\u67b6\u6784\uff0c\u540c\u65f6\u5efa\u6a21\u6e90\u8bed\u97f3\u548c\u76ee\u6807\u8bed\u97f3\u3002\u8fd9\u4f7f\u5f97 Hibiki \u80fd\u591f\u5728\u751f\u6210\u76ee\u6807\u8bed\u97f3\u7684\u540c\u65f6\u6301\u7eed\u5904\u7406\u8f93\u5165\u97f3\u9891\u6d41\u3002<strong>Hibiki \u4ee5\u6052\u5b9a\u7684 12.5Hz \u5e27\u7387\u751f\u6210\u6587\u672c\u548c\u97f3\u9891\u6807\u8bb0<\/strong>\uff0c\u4ece\u800c\u5b9e\u73b0\u8fde\u7eed\u7684\u97f3\u9891\u8f93\u51fa\u6d41\uff0c<strong>\u5e76\u9644\u5e26\u5e26\u65f6\u95f4\u6233\u7684\u6587\u672c\u7ffb\u8bd1<\/strong>\u3002Hibiki \u7684\u4e3b\u5e72\u6a21\u578b\u5305\u542b 20 \u4ebf\u4e2a\u53c2\u6570\u3002\u6211\u4eec\u8fd8\u8bad\u7ec3\u4e86\u4e00\u4e2a\u79fb\u52a8\u7248\u672c Hibiki-M\uff0c\u5177\u6709 10 \u4ebf\u4e2a\u53c2\u6570\uff0c\u7528\u4e8e\u8bbe\u5907\u7aef\u63a8\u7406\u3002<\/p>\n\n\n\n<p><strong>\u8bad\u7ec3\uff1a<\/strong>Hibiki \u4f9d\u8d56\u4e8e\u5bf9\u6765\u81ea\u540c\u4e00\u8bf4\u8bdd\u4eba\u7684\u6e90\u8bed\u97f3\u4e0e\u76ee\u6807\u8bed\u97f3\u53ca\u6587\u672c\u4e4b\u95f4\u5bf9\u9f50\u6570\u636e\u7684\u76d1\u7763\u8bad\u7ec3\u3002\u7531\u4e8e\u6b64\u7c7b\u6570\u636e\u7684\u5b9e\u9645\u6570\u91cf\u975e\u5e38\u6709\u9650\uff0c\u6211\u4eec\u4f9d\u8d56\u4e8e\u5408\u6210\u6570\u636e\u751f\u6210\u3002\u5728\u6e90\u8bed\u8a00\u548c\u76ee\u6807\u8bed\u8a00\u7684\u8f6c\u5f55\u6587\u672c\u4e4b\u95f4\uff0c\u901a\u8fc7\u4e00\u79cd\u4e0a\u4e0b\u6587\u5bf9\u9f50\u7684\u5f31\u76d1\u7763\u65b9\u6cd5\u8fdb\u884c\u8bcd\u7ea7\u5339\u914d\uff0c\u8be5\u65b9\u6cd5\u5229\u7528\u4e86\u4e00\u4e2a\u73b0\u6210\u7684 MADLAD \u673a\u5668\u7ffb\u8bd1\u7cfb\u7edf\u3002\u7531\u6b64\u5f97\u51fa\u7684\u5bf9\u9f50\u89c4\u5219\u662f\uff1a<strong>\u4e00\u4e2a\u8bcd\u5e94\u5f53\u4ec5\u5728\u53ef\u4ee5\u6839\u636e\u6e90\u8bed\u8a00\u9884\u6d4b\u51fa\u6765\u65f6\u624d\u51fa\u73b0\u5728\u76ee\u6807\u8bed\u8a00\u4e2d<\/strong>\u3002\u8fd9\u4e00\u89c4\u5219\u901a\u8fc7\u63d2\u5165\u9759\u97f3\u6216\u4f7f\u7528\u5177\u5907\u8bed\u97f3\u63a7\u5236\u548c\u5bf9\u9f50\u611f\u77e5\u80fd\u529b\u7684\u8bed\u97f3\u5408\u6210\u7cfb\u7edf\uff08TTS\uff09\u751f\u6210\u76ee\u6807\u8bed\u97f3\u6765\u5b9e\u73b0\u3002<\/p>\n\n\n\n<p><strong>\u63a8\u7406<\/strong>\uff1aHibiki \u4f1a\u6301\u7eed\u7f16\u7801\u6e90\u8bed\u97f3\u5e76\u751f\u6210\u76ee\u6807\u8bed\u97f3\u3002Hibiki \u4f9d\u8d56\u7b80\u5355\u7684\u6e29\u5ea6\u91c7\u6837\uff0c\u56e0\u6b64\u517c\u5bb9\u6279\u5904\u7406\uff0c\u4e0d\u540c\u4e8e\u4f9d\u8d56\u590d\u6742\u63a8\u7406\u7b56\u7565\u7684\u6a21\u578b\u3002\u6b64\u5916\uff0cHibiki \u7684\u8bed\u97f3\u8f6c\u6362\u4fdd\u771f\u5ea6\u53ef\u4ee5\u901a\u8fc7\u8c03\u6574\u65e0\u5206\u7c7b\u5668\u5f15\u5bfc\uff08Classifier-Free Guidance\uff09\u7684\u7cfb\u6570\u6765\u63a7\u5236\uff1a\u7cfb\u6570\u8d8a\u5927\uff0c\u8bed\u97f3\u76f8\u4f3c\u5ea6\u8d8a\u9ad8\uff0c\u4f46\u7cfb\u6570\u8fc7\u5927\u4f1a\u5bfc\u81f4\u7ffb\u8bd1\u8d28\u91cf\u4e0b\u964d\u3002Hibiki \u76ee\u524d\u4ec5\u652f\u6301\u6cd5\u8bed\u5230\u82f1\u8bed\u7684\u7ffb\u8bd1\u3002\u5f97\u76ca\u4e8e\u5176\u4ec5\u89e3\u7801\u5668\u67b6\u6784\uff0cHibiki \u53ef\u5728\u5355\u4e2a H100 GPU \u4e0a\u6279\u5904\u7406\u6700\u591a 320 \u6761\u5e76\u884c\u7ffb\u8bd1\uff08\u4f7f\u7528\u65e0\u5206\u7c7b\u5668\u5f15\u5bfc\u65f6\u4e3a 160 \u6761\uff09\u3002\u5176\u66f4\u5c0f\u7684\u66ff\u4ee3\u6a21\u578b Hibiki-M \u53ef\u4ee5\u5728\u667a\u80fd\u624b\u673a\u786c\u4ef6\u4e0a\u672c\u5730\u8fd0\u884c\u3002\u5f53\u524d\u6a21\u578b\u8bad\u7ec3\u65f6\u652f\u6301\u6700\u957f 120 \u79d2\u7684\u5e8f\u5217\uff0c\u4f7f\u7528 40 \u79d2\u7684\u4e0a\u4e0b\u6587\u7a97\u53e3\u3002<\/p>\n\n\n\n<h2><li><a rel=\"noreferrer noopener\" href=\"https:\/\/arxiv.org\/abs\/2502.03382\" target=\"_blank\"><strong><em>High-Fidelity Simultaneous Speech-To-Speech Translation<\/em><\/strong><\/a><\/li> <\/h2>\n\n\n\n<h3>\u6458\u8981\uff1a<\/h3>\n\n\n\n<p>Hibiki \u5229\u7528\u591a\u6d41\u8bed\u8a00\u6a21\u578b\u540c\u6b65\u5904\u7406\u6e90\u8bed\u97f3\u548c\u76ee\u6807\u8bed\u97f3\uff0c\u5e76\u8054\u5408\u751f\u6210\u6587\u672c\u548c\u97f3\u9891\u6807\u8bb0\uff0c\u4ee5\u5b9e\u73b0\u8bed\u97f3\u5230\u6587\u672c\u548c\u8bed\u97f3\u5230\u8bed\u97f3\u7684\u7ffb\u8bd1\u3002\u8fd8\u89e3\u51b3\u4e86\u540c\u6b65\u4f20\u8bd1\u4e2d\u7684\u6311\u6218\uff0c\u8fd9\u4e0e\u5176\u987a\u5e8f\u5f0f\u7ffb\u8bd1\u4e0d\u540c\u2014\u540e\u8005\u5728\u6e90\u8bed\u53e5\u7ed3\u675f\u540e\u624d\u5f00\u59cb\u7ffb\u8bd1\uff0c\u800c\u540c\u6b65\u4f20\u8bd1\u9700\u8981\u5728\u5b9e\u65f6\u8fc7\u7a0b\u4e2d\u6839\u636e\u4e0a\u4e0b\u6587\u7684\u79ef\u7d2f\u9010\u6b65\u751f\u6210\u51c6\u786e\u7684\u7ffb\u8bd1\u3002\u4e3a\u6b64\uff0c\u6211\u4eec\u5f15\u5165\u4e86\u4e00\u79cd\u5f31\u76d1\u7763\u65b9\u6cd5\uff0c\u8be5\u65b9\u6cd5\u5229\u7528\u73b0\u6210\u6587\u672c\u7ffb\u8bd1\u7cfb\u7edf\u7684\u56f0\u60d1\u5ea6\uff0c\u6309\u8bcd\u8bc6\u522b\u6700\u4f18\u5ef6\u8fdf\uff0c\u5e76\u6784\u9020\u5bf9\u9f50\u7684\u5408\u6210\u6570\u636e\u3002\u5728\u76d1\u7763\u8bad\u7ec3\u4e4b\u540e\uff0cHibiki \u53ef\u901a\u8fc7\u6807\u51c6\u7684\u6e29\u5ea6\u91c7\u6837\u65b9\u6cd5\u5b9e\u73b0\u81ea\u9002\u5e94\u7684\u540c\u6b65\u8bed\u97f3\u7ffb\u8bd1\u3002\u5728\u6cd5\u8bed-\u82f1\u8bed\u540c\u6b65\u8bed\u97f3\u7ffb\u8bd1\u4efb\u52a1\u4e2d\uff0cHibiki \u5728\u7ffb\u8bd1\u8d28\u91cf\u3001\u8bf4\u8bdd\u4eba\u4e00\u81f4\u6027\u548c\u81ea\u7136\u5ea6\u65b9\u9762\u5c55\u73b0\u4e86\u5f53\u524d\u6700\u5148\u8fdb\u7684\u6027\u80fd\u3002<\/p>\n\n\n\n<h3>Introduction<\/h3>\n\n\n\n<p>\u4e3a\u4e86\u8bad\u7ec3 Hibiki\uff0c\u6211\u4eec\u901a\u8fc7\u5bf9\u5355\u8bed\u97f3\u9891\u7684\u8f6c\u5f55\u6587\u672c\u8fdb\u884c\u7ffb\u8bd1\u4e0e\u518d\u5408\u6210\uff0c\u751f\u6210\u5408\u6210\u7684\u5e73\u884c\u6570\u636e\u3002\u5c3d\u7ba1\u8fd9\u63d0\u4f9b\u4e86\u5728\u5e8f\u5217\u5c42\u9762\u5bf9\u9f50\u7684\u8f93\u5165\u8f93\u51fa\u5bf9\uff0c\u4f46\u65e0\u6cd5\u5b66\u4e60\u7ec6\u7c92\u5ea6\u7684\u5bf9\u9f50\u4fe1\u606f\u3002\u4e3a\u6b64\uff0c\u6211\u4eec\u5f15\u5165\u4e86\u201c\u4e0a\u4e0b\u6587\u5bf9\u9f50\u201d\u65b9\u6cd5\uff0c\u8fd9\u662f\u4e00\u79cd\u57fa\u4e8e\u73b0\u6210\u673a\u5668\u7ffb\u8bd1\u7cfb\u7edf\u56f0\u60d1\u5ea6\u7684\u7b80\u5355\u65b9\u6cd5\uff0c\u7528\u4e8e\u63a8\u5bfc\u8bcd\u7ea7\u5bf9\u9f50\u3002\u968f\u540e\u901a\u8fc7\u5728\u76ee\u6807\u8bed\u97f3\u4e2d\u9002\u5f53\u63d2\u5165\u9759\u97f3\uff0c\u4f7f Hibiki \u80fd\u591f\u5728\u4e0d\u4f9d\u8d56\u590d\u6742\u63a8\u7406\u7b56\u7565\u7684\u524d\u63d0\u4e0b\uff0c\u5b9e\u73b0\u5b9e\u65f6\u81ea\u9002\u5e94\u7684\u7ffb\u8bd1\u6d41\u7a0b\u3002<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">\u56f0\u60d1\u5ea6\uff08Perplexity\uff09\u662f\u4e00\u79cd\u8861\u91cf\u8bed\u8a00\u6a21\u578b\u9884\u6d4b\u6837\u672c\u7684\u597d\u574f\u7684\u6307\u6807\uff0c\u5e38\u7528\u4e8e\u81ea\u7136\u8bed\u8a00\u5904\u7406\u4e2d\u3002\u5982\u679c\u4e00\u4e2a\u6a21\u578b\u9884\u6d4b\u5f97\u8d8a\u51c6\u786e\uff0c\u5219\u5176\u56f0\u60d1\u5ea6\u8d8a\u4f4e\u3002\n\n\u60f3\u8c61\u4f60\u5728\u73a9\u4e00\u4e2a\u731c\u8bcd\u6e38\u620f\u3002\u4f60\u7684\u670b\u53cb\u6b63\u5728\u8bf4\u4e00\u4e2a\u53e5\u5b50\uff0c\u8bf4\u5230\u4e00\u534a\u7a81\u7136\u505c\u4e0b\u6765\uff0c\u8ba9\u4f60\u731c\u4e0b\u4e00\u4e2a\u8bcd\u662f\u4ec0\u4e48\u3002\u6bd4\u5982\uff1a\n\n\"\u4eca\u5929\u5929\u6c14\u771f...\"\n\"\u6211\u60f3\u5403\u4e00\u7897...\"\n\u5982\u679c\u4f60\u80fd\u5f88\u5bb9\u6613\u5730\u731c\u51fa\u4e0b\u4e00\u4e2a\u8bcd\uff08\u6bd4\u5982\"\u597d\"\u6216\u8005\"\u9762\"\uff09\uff0c\u8bf4\u660e\u8fd9\u4e2a\u53e5\u5b50\u5bf9\u4f60\u6765\u8bf4\"\u56f0\u60d1\u5ea6\u5f88\u4f4e\"\u3002 \u5982\u679c\u4f60\u5b8c\u5168\u731c\u4e0d\u5230\u4e0b\u4e00\u4e2a\u8bcd\u4f1a\u662f\u4ec0\u4e48\uff0c\u90a3\u4e48\u8fd9\u4e2a\u53e5\u5b50\u5bf9\u4f60\u6765\u8bf4\"\u56f0\u60d1\u5ea6\u5f88\u9ad8\"\u3002\n\n\u5728\u4eba\u5de5\u667a\u80fd\u548c\u8bed\u8a00\u6a21\u578b\u4e2d\uff0c\u56f0\u60d1\u5ea6\u5c31\u662f\u7528\u6765\u8861\u91cf\u6a21\u578b\u5bf9\u6587\u672c\u7684\u9884\u6d4b\u80fd\u529b:\n\n\u56f0\u60d1\u5ea6\u8d8a\u4f4e = \u6a21\u578b\u8d8a\u81ea\u4fe1 = \u9884\u6d4b\u8d8a\u51c6\u786e\n\u5c31\u50cf\u4f60\u5f88\u5bb9\u6613\u731c\u5230\"\u4eca\u5929\u5929\u6c14\u771f\u597d\"\u4e2d\u7684\"\u597d\"\u4e00\u6837\n\u56f0\u60d1\u5ea6\u8d8a\u9ad8 = \u6a21\u578b\u8d8a\u56f0\u60d1 = \u9884\u6d4b\u8d8a\u4e0d\u786e\u5b9a\n\u5c31\u50cf\u9762\u5bf9\"\u4eca\u5929\u6211\u9047\u5230\u4e86\u4e00\u53ea...\" \u8fd9\u6837\u7684\u53e5\u5b50\uff0c\u4e0b\u4e00\u4e2a\u8bcd\u53ef\u80fd\u662f\"\u732b\"\u3001\"\u72d7\"\u3001\"\u5154\u5b50\"\u7b49\u5f88\u591a\u53ef\u80fd\uff0c\u5f88\u96be\u51c6\u786e\u9884\u6d4b<\/pre>\n\n\n\n<p>\u6b64\u5916\uff0c\u9274\u4e8e\u8bad\u7ec3\u6570\u636e\u4e2d\u8bf4\u8bdd\u4eba\u76f8\u4f3c\u5ea6\u5dee\u5f02\u8f83\u5927\uff0c\u6211\u4eec\u63d0\u51fa\u4e3a\u8bad\u7ec3\u6837\u672c\u6807\u6ce8\u8bf4\u8bdd\u4eba\u76f8\u4f3c\u5ea6\u7c7b\u522b\u3002\u8be5\u65b9\u6cd5\u907f\u514d\u4e86\u5bf9\u8bad\u7ec3\u6570\u636e\u7684\u8fc7\u6ee4\uff0c\u540c\u65f6\u5728\u63a8\u7406\u9636\u6bb5\u901a\u8fc7\u65e0\u5206\u7c7b\u5668\u5f15\u5bfc\uff08classifier-free guidance\uff09\u503e\u5411\u751f\u6210\u8bf4\u8bdd\u4eba\u9ad8\u5ea6\u76f8\u4f3c\u7684\u8bed\u97f3\u8f93\u51fa\u3002<\/p>\n\n\n\n<h3>\u65b9\u6cd5<\/h3>\n\n\n\n<p>\u6211\u4eec\u8003\u8651\u4e00\u4e2a\u6e90\u8bed\u8a00\u7684\u8bed\u97f3\u8bdd\u8bed\uff0c\u5c06\u5176\u8868\u793a\u4e3a\u5355\u58f0\u9053\u6ce2\u5f62X\u2208R<sup><em>fs\u200b\u22c5d<\/em><\/sup>\uff0c\u91c7\u6837\u7387\u4e3a fs=24kHz\uff0c\u65f6\u957f\u4e3a d\u3002\u7c7b\u4f3c\u5730\uff0c\u5176\u76ee\u6807\u8bed\u8a00\u7684\u7ffb\u8bd1\u8868\u793a\u4e3a Y\u2208R<sup><em>fs\u200b\u22c5d<\/em><\/sup>\u3002\u6211\u4eec\u5047\u8bbe\u5bf9 X \u8fdb\u884c\u4e86\u586b\u5145\uff0c\u4ee5\u786e\u4fdd X \u548c Y \u62e5\u6709\u76f8\u540c\u7684\u65f6\u957f\u3002\u6211\u4eec\u7684\u76ee\u6807\u662f\u5efa\u6a21\u6761\u4ef6\u6982\u7387 P[Y\u2223X]\u3002\u6b64\u5916\uff0c\u6211\u4eec\u589e\u52a0\u4e86\u4e00\u4e2a\u7ea6\u675f\uff1a<strong>\u5728\u5df2\u77e5 X \u7684\u60c5\u51b5\u4e0b\u5bf9 Y \u7684\u5efa\u6a21\u5e94\u5177\u6709\u56e0\u679c\u6027<\/strong>\uff0c\u5e76\u4e14\u76f8\u5bf9\u4e8e\u6e90\u8bed\u97f3\u5177\u6709\u6700\u5c0f\u5ef6\u8fdf\uff0c\u4f8b\u5982\u4e0e\u4eba\u5de5\u540c\u58f0\u4f20\u8bd1\u5458\u5728\u5b9e\u65f6\u7ffb\u8bd1\u573a\u666f\u4e2d\u6240\u9762\u4e34\u7684\u7ea6\u675f\u76f8\u540c\u3002<\/p>\n\n\n\n<p>\u4e3a\u4e86\u901a\u8fc7\u76d1\u7763\u5b66\u4e60\u5b66\u4e60\u8fd9\u4e00\u7ea6\u675f\uff0c\u76ee\u6807\u8bed\u97f3 Y \u672c\u8eab\u5fc5\u987b\u6784\u5efa\u4e3a\u6ee1\u8db3\u56e0\u679c\u6027\u7ea6\u675f\u3002\u6211\u4eec\u9996\u5148\u5047\u8bbe Y \u6ee1\u8db3\u8fd9\u4e00\u7ea6\u675f\uff0c\u5e76\u4ecb\u7ecd\u5982\u4f55\u5bf9\u5176\u5206\u5e03\u8fdb\u884c\u5efa\u6a21\u3002\u968f\u540e\uff0c\u6211\u4eec<strong>\u5f15\u5165\u4e00\u4e2a\u4fe1\u606f\u8bba\u51c6\u5219\uff0c\u7528\u4ee5\u9a8c\u8bc1 Y \u76f8\u5bf9\u4e8e X \u662f\u5426\u5177\u6709\u56e0\u679c\u6027<\/strong>\uff0c<strong>\u5e76\u8fdb\u4e00\u6b65\u5c06\u4e00\u4e2a\u975e\u56e0\u679c\u7684\u7ffb\u8bd1\u8f6c\u6362\u4e3a\u4e00\u4e2a\u56e0\u679c\u7684\u7ffb\u8bd1<\/strong>\u3002<\/p>\n\n\n\n<h3>\u6a21\u578b<\/h3>\n\n\n\n<p>\u4ee5&nbsp;Moshi\u6846\u67b6\u4e3a\u57fa\u7840\uff0c\u5bf9\u4ece\u795e\u7ecf\u97f3\u9891\u7f16\u89e3\u7801\u5668\u4e2d\u83b7\u5f97\u7684\u591a\u4e2a\u79bb\u6563\u6807\u8bb0\u5e8f\u5217\u8fdb\u884c\u8054\u5408\u5efa\u6a21\u3002<\/p>\n\n\n\n<h4>Neural audio codec<\/h4>\n\n\n\n<p>\u6211\u4eec\u4f7f\u7528\u9884\u5148\u8bad\u7ec3\u7684\u56e0\u679c\u548c\u6d41\u5f0f Mimi \u7f16\u89e3\u7801\u5668\u5c06&nbsp;X&nbsp;\u548c&nbsp;Y&nbsp;\u7f16\u7801\u4e3a\u4f4e\u5e27\u7387\u7684\u79bb\u6563\u6807\u8bb0\u5e8f\u5217\u3002<\/p>\n\n\n\n<p>\u7f16\u7801\u5668\u5c06\u6301\u7eed\u65f6\u95f4\u4e3a d \u7684\u8f93\u5165\u6ce2\u5f62\u8f6c\u6362\u4e3a\u4e00\u4e2a\u6f5c\u5728\u5411\u91cf <em>U\u2208R<sup>C\u00d7fr\u22c5d<\/sup><\/em>\uff0c\u5176\u4e2d C\u662f\u6f5c\u5728\u7a7a\u95f4\u7684\u7ef4\u5ea6\uff0c\u5e27\u7387 fr\u200b=12.5 Hz\u3002\u968f\u540e\uff0c<em>U<\/em>\u88ab\u6295\u5f71\u5230\u5176\u5728\u4e00\u4e2a\u5305\u542bN<em><sub>A\u200b<\/sub><\/em> \u4e2a\u6761\u76ee\u7684\u7801\u672c\u4e2d\u7684\u6700\u8fd1\u90bb\u3002\u8be5\u6295\u5f71\u7684\u6b8b\u5dee\u63a5\u7740\u88ab\u6295\u5f71\u5230\u53e6\u4e00\u4e2a\u5177\u6709\u76f8\u540c\u5927\u5c0f\u7684\u7801\u672c\u4e2d\uff0c\u5982\u6b64\u91cd\u590d\uff0c\u76f4\u5230\u5b8c\u6210 Q \u6b21\u6295\u5f71\u3002\u6700\u540e\u4e00\u6b21\u7684\u6b8b\u5dee\u88ab\u820d\u5f03\uff0c\u89e3\u7801\u5668\u5219\u88ab\u8bad\u7ec3\u4e3a\u4ece\u8fd9\u4e9b\u6295\u5f71\u5f20\u91cf\u7684\u603b\u548c\u4e2d\u91cd\u6784\u539f\u59cb\u8f93\u5165\u6ce2\u5f62\u3002<\/p>\n\n\n\n<p>\u5728\u8bed\u8a00\u5efa\u6a21\u4efb\u52a1\u4e2d\uff0c\u6211\u4eec\u5173\u6ce8\u7684\u4e0d\u662f\u91cf\u5316\u540e\u7684\u6f5c\u5728\u5411\u91cf\u53ca\u5176\u6b8b\u5dee\uff0c\u800c\u662f\u5176\u5728\u7801\u672c\u4e2d\u6295\u5f71\u5bf9\u5e94\u7684\u79bb\u6563\u7d22\u5f15\u3002\u6211\u4eec\u5c06\u8fd9\u4e9b\u7d22\u5f15\u8868\u793a\u4e3a<em> (At,q)\u2208{1,\u2026,NA}<sup>fr\u22c5d\u00d7Q<\/sup><\/em>\u3002\u5728 Mimi \u4e2d\uff0c\u5e27\u7387\u4e3a fr=12.5\u2009Hz\uff0c\u6295\u5f71\u6b21\u6570 Q \u6700\u591a\u4e3a 32\uff0c\u4f46\u6211\u4eec\u5b9e\u9645\u4f7f\u7528\u4e0d\u8d85\u8fc7 16 \u4e2a\u3002<\/p>\n\n\n\n<p>\u7b2c\u4e00\u5c42\u91cf\u5316\u8f93\u51fa\u88ab\u8bad\u7ec3\u7528\u4e8e\u590d\u73b0\u6765\u81ea WavLM \u81ea\u76d1\u7763\u97f3\u9891\u6a21\u578b\u4e2d\u83b7\u5f97\u7684\u8bed\u4e49\u4fe1\u606f\u3002\u6211\u4eec\u5c06 At,1\u200b \u79f0\u4e3a<strong>\u8bed\u4e49\u6807\u8bb0\uff08semantic tokens\uff09<\/strong>\uff0c\u800c\u5c06 At,q\u22652\u200b \u79f0\u4e3a<strong>\u58f0\u5b66\u6807\u8bb0\uff08acoustic tokens\uff09<\/strong>\u3002<\/p>\n\n\n\n<p>\u8fd9\u4e9b\u58f0\u5b66\u6807\u8bb0\u6309\u4ece\u7c97\u5230\u7ec6\u7684\u5c42\u7ea7\u6392\u5217\uff1a\u524d\u51e0\u5c42\u627f\u8f7d\u6700\u91cd\u8981\u7684\u97f3\u9891\u4fe1\u606f\uff0c\u540e\u7eed\u5c42\u5219\u5efa\u6a21\u66f4\u7cbe\u7ec6\u7684\u97f3\u9891\u7ec6\u8282\uff0c\u4ece\u800c\u786e\u4fdd\u611f\u77e5\u4e0a\u7684\u5e73\u6ed1\u4e0e\u81ea\u7136\u6027\u3002<\/p>\n\n\n\n<h4>Joint modeling of discrete audio tokens<\/h4>\n\n\n\n<p>\u97f3\u9891\u6d41\u7684\u79bb\u6563\u6807\u8bb0\u65e0\u6cd5\u8f7b\u6613\u5730\u88ab\u538b\u7f29\u4e3a\u4e00\u4e2a\u5177\u6709\u5408\u7406\u57fa\u6570\u548c\u5e27\u7387\u7684\u5355\u4e00\u79bb\u6563\u5e8f\u5217\u3002\u56e0\u6b64\uff0c\u6211\u4eec\u91c7\u7528 <strong>RQ-Transformer<\/strong>\u5728\u65f6\u95f4\u8f74 t \u548c\u91cf\u5316\u5668\u8f74 q\u4e0a\u8054\u5408\u5efa\u6a21 At,q\u3002<\/p>\n\n\n\n<p>\u8be5\u6a21\u578b\u7531\u4e00\u4e2a\u5927\u578b\u7684 <strong>\u65f6\u5e8f Transformer\uff08Temporal Transformer\uff09<\/strong> \u7ec4\u6210\uff0c\u5176\u8fd0\u884c\u5e27\u7387\u4e0e\u7f16\u89e3\u7801\u5668\u76f8\u540c\uff0c\u5373 fr\uff0c\u5e76\u63a5\u6536\u81f3\u4eca\u4e3a\u6b62\u751f\u6210\u7684\u6240\u6709\u6807\u8bb0\u4f5c\u4e3a\u8f93\u5165\uff0c\u5373\u6240\u6709 t\u2264fr\u7684\u6807\u8bb0<\/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\/07\/image-10.png\" alt=\"\" class=\"wp-image-27561\" width=\"349\" height=\"36\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/07\/image-10.png 499w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/07\/image-10-300x31.png 300w\" sizes=\"(max-width: 349px) 100vw, 349px\" \/><\/figure><\/div>\n\n\n\n<p>A0&nbsp;\u88ab\u5b9a\u4e49\u4e3a\u6307\u793a\u751f\u6210\u5f00\u59cb\u7684\u786e\u5b9a\u6027\u6807\u8bb0\u3002\u7136\u540e\uff0c\u8f83\u5c0f\u89c4\u6a21\u7684<em>\u6df1\u5ea6<\/em>\u53d8\u6362\u5668\u5728\u91cf\u5316\u5668\u8f74\u4e0a\u5bf9\u6807\u8bb0&nbsp;At,1,\u2026,At,Q&nbsp;\u8fdb\u884c\u81ea\u56de\u5f52\u5efa\u6a21\uff0c\u4f8b\u5982\uff0c\u5bf9\u4e8e\u6240\u6709&nbsp;t\u2264fr\u22c5d&nbsp;\u548c&nbsp;q\u2264Q&nbsp;\uff1a<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/07\/image-11.png\" alt=\"\" class=\"wp-image-27563\" width=\"346\" height=\"30\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/07\/image-11.png 523w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/07\/image-11-300x26.png 300w\" sizes=\"(max-width: 346px) 100vw, 346px\" \/><\/figure><\/div>\n\n\n\n<p>At,0&nbsp;\u4e5f\u662f\u4e00\u4e2a\u7279\u6b8a\u4ee4\u724c\uff0c\u5176\u76ee\u6807\u662f\uff1a<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/07\/image-12.png\" alt=\"\" class=\"wp-image-27565\" width=\"357\" height=\"30\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/07\/image-12.png 586w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/07\/image-12-300x25.png 300w\" sizes=\"(max-width: 357px) 100vw, 357px\" \/><\/figure><\/div>\n\n\n\n<p>\u6211\u4eec\u8fdb\u4e00\u6b65\u5f15\u5165\u4e862\u4e2a\u65f6\u95f4\u6b65\u957f\u7684\u58f0\u5b66\u5ef6\u8fdf\uff0c\u8fd9\u610f\u5473\u7740\u6211\u4eec\u5efa\u6a21\u7684\u662f \u03c4(A)t,q\u800c\u975e\u76f4\u63a5\u7684 At,q\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\/07\/image-13.png\" alt=\"\" class=\"wp-image-27567\" width=\"308\" height=\"62\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/07\/image-13.png 618w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/07\/image-13-300x60.png 300w\" sizes=\"(max-width: 308px) 100vw, 308px\" \/><\/figure><\/div>\n\n\n\n<p>0 \u4e3a\u7279\u6b8a\u6807\u8bb0\u3002\u5728\u4f7f\u7528\u7f16\u89e3\u7801\u5668\u89e3\u7801\u97f3\u9891\u4e4b\u524d\uff0c\u4f1a\u79fb\u9664\u5ef6\u8fdf\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"762\" height=\"607\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/07\/image-9.png\" alt=\"\" class=\"wp-image-27498\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/07\/image-9.png 762w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/07\/image-9-300x239.png 300w\" sizes=\"(max-width: 762px) 100vw, 762px\" \/><figcaption>\u751f\u6210\u201c\u5185\u5fc3\u72ec\u767d\u201d\uff08\u5373\u4e0e\u751f\u6210\u97f3\u9891\u5185\u5bb9\u5bf9\u9f50\u7684\u586b\u5145\u6587\u672c\u6807\u8bb0\uff09\u6709\u52a9\u4e8e\u63d0\u5347\u751f\u6210\u97f3\u9891\u7684\u8d28\u91cf\u548c\u7a33\u5b9a\u6027<\/figcaption><\/figure>\n\n\n\n<h4>Translation as multistream modeling<\/h4>\n\n\n\n<p>\u6211\u4eec\u5df2\u7ecf\u4ecb\u7ecd\u4e86\u65b9\u7a0b\uff081\uff09\u548c\uff082\uff09\u4e2d\u7684 RQ-Transformer \u5982\u4f55\u5b9e\u73b0\u5bf9\u591a\u8def\u79bb\u6563\u6807\u8bb0\u6d41\u7684\u8054\u5408\u5efa\u6a21\u3002\u6211\u4eec\u5c06\u8be5\u6846\u67b6\u6539\u7f16\u7528\u4e8e\u8054\u5408\u8bed\u97f3\u5230\u8bed\u97f3\u4e0e\u8bed\u97f3\u5230\u6587\u672c\u7684\u540c\u6b65\u7ffb\u8bd1\u4efb\u52a1\u3002\u5177\u4f53\u505a\u6cd5\u662f\u5c06\u76ee\u6807\u8bd1\u6587 Y \u7684\u97f3\u9891\u6807\u8bb0 A<em><sup>Y<\/sup><\/em> \u4e0e\u6e90\u8bed\u97f3 X\u7684\u6807\u8bb0 A<em><sup>X<\/sup><\/em> \u5728\u91cf\u5316\u5668\u7ef4\u5ea6 q \u4e0a\u8fdb\u884c\u62fc\u63a5\uff0c\u5373\uff1a<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/07\/image-14.png\" alt=\"\" class=\"wp-image-27573\" width=\"286\" height=\"24\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/07\/image-14.png 478w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/07\/image-14-300x25.png 300w\" sizes=\"(max-width: 286px) 100vw, 286px\" \/><\/figure><\/div>\n\n\n\n<p>Hibiki \u8fd8\u9884\u6d4b\u4e00\u4e2a\u6587\u672c\u6d41 Wt\u200b\uff0c\u5bf9\u5e94\u4e8e\u8f93\u51fa Y \u7684\u8f6c\u5f55\u6587\u672c\uff0c\u5e76\u5728\u8bcd\u4e0e\u8bcd\u4e4b\u95f4\u52a0\u5165\u8db3\u591f\u7684\u586b\u5145\u4ee5\u4fdd\u8bc1\u5176\u4e0e\u97f3\u9891\u4fdd\u6301\u5bf9\u9f50\u3002\u9700\u8981\u6ce8\u610f\u7684\u662f\uff0c\u4e0e\u4ee5\u5f80\u591a\u4efb\u52a1\u7ffb\u8bd1\u5de5\u4f5c\u4e0d\u540c\uff0cHibiki \u5728\u63a8\u7406\u9636\u6bb5\u4e3b\u52a8\u5229\u7528\u4e86\u8fd9\u4e00\u80fd\u529b\u3002\u8fd9\u91cc\u6211\u4eec\u7528 Wt\u8868\u793a\u6587\u672c\u6d41\uff0c\u5176\u57fa\u6570\u4e3a N<em><sub>W\u200b<\/sub><\/em>\uff0c\u4e14\u5e27\u7387\u4e0e\u97f3\u9891\u6d41\u76f8\u540c\uff0c\u5747\u4e3a <em><strong>fr<\/strong><\/em>\u200b\u3002<\/p>\n\n\n\n<h3>Alignment and synthetic interpretation data<\/h3>\n\n\n\n<p>\u6211\u4eec\u5047\u8bbe\u5bf9&nbsp;(X,Y)&nbsp;\u5c0a\u91cd\u540c\u58f0\u4f20\u8bd1\u7684\u9650\u5236\u3002 \u6211\u4eec\u73b0\u5728\u5f15\u5165\u4e00\u4e2a\u65e0\u76d1\u7763\u7684\u6807\u51c6\u6765\u4f30\u8ba1\u548c\u6267\u884c\u56e0\u679c\u5173\u7cfb \u6e90\u8bed\u53e5\u548c\u76ee\u6807\u8bed\u53e5\u4e4b\u95f4\u7684\u4f9d\u8d56\u5173\u7cfb\u3002<\/p>\n\n\n\n<h4>&nbsp;\u6587\u672c\u57df\u6bd4\u9f50<\/h4>\n\n\n\n<p>\u6211\u4eec\u9996\u5148\u5728\u6587\u672c\u57df\u4e2d\u5f62\u5f0f\u5316\u5730\u8868\u8fbe\u8fd9\u4e9b\u7ea6\u675f\u3002\u8bbe S=(S1,\u2026,Sn)\u8868\u793a\u6e90\u8bed\u53e5 X\u4e2d\u7684\u8bcd\u5e8f\u5217\uff0cT=(T1,\u2026,Tm) \u8868\u793a\u76ee\u6807\u8bed\u53e5 Y \u4e2d\u7684\u8bcd\u5e8f\u5217\u3002<\/p>\n\n\n\n<p><strong>\u7406\u60f3\u5bf9\u9f50\uff08Ideal alignment\uff09<\/strong>\uff1a\u6211\u4eec\u5e0c\u671b\u5b9a\u4e49\u4e00\u4e2a\u7406\u60f3\u7684\u5bf9\u9f50\u5e8f\u5217 (a<em><sub>j<\/sub><sup>ideal<\/sup><\/em>\u200b)\u2208{1,\u2026,n}<em><sup>m<\/sup><\/em>\uff0c\u5176\u4e2d  a<em><sub>j<\/sub><sup>ideal<\/sup><\/em>\u200b  \u8868\u793a\u7b2c <em>j<\/em>\u4e2a\u76ee\u6807\u8bcd T<em><sub>j<\/sub><\/em> \u5728\u751f\u6210\u524d\u5e94\u7b49\u5f85\u7684\u6e90\u8bcd <em>Si<\/em>\u200b \u7684\u7d22\u5f15\uff0c\u4ee5\u6700\u5c0f\u5316\u5bf9 T<em>j<\/em>\u200b \u7684\u4e0d\u786e\u5b9a\u6027\u3002<\/p>\n\n\n\n<p>\u82e5\u8bad\u7ec3\u4f7f\u7528\u7684\u5bf9\u9f50\u6bd4 a<em><sup>ideal <\/sup><\/em>\u66f4<strong>\u6fc0\u8fdb<\/strong>\uff08\u5373\u76ee\u6807\u8bcd\u63d0\u524d\u751f\u6210\uff09\uff0c\u5219\u6a21\u578b\u5728\u63a8\u7406\u65f6\u53ef\u80fd\u51fa\u73b0<strong>\u5e7b\u89c9\u73b0\u8c61<\/strong>\uff08hallucination\uff09\uff1b\u800c\u82e5\u5bf9\u9f50\u66f4<strong>\u4fdd\u5b88<\/strong>\uff08\u5373\u76ee\u6807\u8bcd\u5ef6\u540e\u751f\u6210\uff09\uff0c\u5219\u6a21\u578b\u4f9d\u7136\u4fdd\u6301\u56e0\u679c\u6027\uff0c\u4f46\u4f1a\u5f15\u5165\u989d\u5916\u7684<strong>\u5ef6\u8fdf<\/strong>\u3002<\/p>\n\n\n\n<p><strong>\u4e0a\u4e0b\u6587\u5bf9\u9f50\uff08Contextual alignment\uff09<\/strong>\uff1a<\/p>\n\n\n\n<p>\u6211\u4eec\u5f15\u5165\u4e00\u4e2a\u6807\u51c6\u6765\u4f30\u8ba1&nbsp; a<em><sup>ideal<\/sup><\/em> &nbsp;\u3002\u6211\u4eec\u5c06\u5176\u8868\u793a\u4e3a\u6761\u4ef6\u5bf9\u6570\u4f3c\u7136\uff1a<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/07\/image-16.png\" alt=\"\" class=\"wp-image-27594\" width=\"391\" height=\"26\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/07\/image-16.png 681w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/07\/image-16-300x20.png 300w\" sizes=\"(max-width: 391px) 100vw, 391px\" \/><\/figure><\/div>\n\n\n\n<p>\u6211\u4eec\u9884\u671f <em>logp<sub>j,i\u200b <\/sub><\/em>\u968f\u7740 <em>i<\/em> \u7684\u589e\u52a0\u800c\u4e0a\u5347\uff0c\u56e0\u4e3a\u66f4\u591a\u7684\u4e0a\u4e0b\u6587\u4fe1\u606f\u901a\u5e38\u66f4\u6709\u5229\u4e8e\u751f\u6210\u6b63\u786e\u7684\u7ffb\u8bd1\u3002\u6211\u4eec\u7684\u5047\u8bbe\u662f\uff0c\u5bf9\u4e8e\u67d0\u4e2a\u76ee\u6807\u8bcd T<em><sub>j<\/sub><\/em>\u200b\uff0c<strong>\u589e\u91cf<em> \u03b4j,i=log\u2061(p<sub>j,i<\/sub>)\u2212log\u2061(p<sub>j,i\u2212<\/sub>1)<\/em> \u5728<em> i=a<sub>j\u200b<\/sub> <\/em>\u65f6\u8fbe\u5230\u6700\u5927\u503c<\/strong>\u3002\u4e5f\u5c31\u662f\u8bf4\uff0c<strong>\u7b2c <em>j<\/em>\u4e2a\u76ee\u6807\u8bcd\u7684\u751f\u6210\u5728\u8be5\u4f4d\u7f6e\u83b7\u5f97\u4e86\u6700\u5927\u7684\u4e0a\u4e0b\u6587\u6536\u76ca<\/strong>\u3002<\/p>\n\n\n\n<p>\u4e3a\u4f30\u8ba1 <em>log\u2061(p<sub>j,i<\/sub>)<\/em>\uff0c\u6211\u4eec\u4f7f\u7528\u73b0\u6210\u7684\u6587\u672c\u7ffb\u8bd1\u8bed\u8a00\u6a21\u578b MADLAD-3B\uff0c\u5c06\u5176\u8f93\u5165\u622a\u65ad\u4e3a\u524d<em> i<\/em> \u4e2a\u6e90\u8bcd\uff0c\u5e76\u8ba1\u7b97\u9884\u6d4b\u7b2c <em>j<\/em>\u4e2a\u76ee\u6807\u8bcd\u7684\u5bf9\u6570\u6982\u7387log(p<em>^<\/em><sub><em>\u200bj,i<\/em>\u200b<\/sub>)\u3002\u636e\u6b64\uff0c\u6211\u4eec\u5b9a\u4e49\u4e86\u4e00\u79cd<strong>\u4e0a\u4e0b\u6587\u5bf9\u9f50<\/strong>\u65b9\u6cd5\uff0c\u7528\u4ee5\u4f30\u7b97\u6bcf\u4e2a\u76ee\u6807\u8bcd\u6700\u4f18\u7684\u7b49\u5f85\u4f4d\u7f6e\uff0c\u5e76\u4ee5\u56fe 3 \u7684\u5f62\u5f0f\u52a0\u4ee5\u793a\u610f\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"675\" height=\"79\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/07\/image-17.png\" alt=\"\" class=\"wp-image-27606\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/07\/image-17.png 675w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/07\/image-17-300x35.png 300w\" sizes=\"(max-width: 675px) 100vw, 675px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large is-resized\"><img loading=\"lazy\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/07\/image-15-1024x456.png\" alt=\"\" class=\"wp-image-27582\" width=\"607\" height=\"270\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/07\/image-15-1024x456.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/07\/image-15-300x133.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/07\/image-15-768x342.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/07\/image-15.png 1027w\" sizes=\"(max-width: 607px) 100vw, 607px\" \/><figcaption>\u56fe3\uff1a\u6211\u4eec\u4f7f\u7528\u4e00\u4e2a\u9884\u8bad\u7ec3\u7684\u6587\u672c\u7ffb\u8bd1\u6a21\u578b\uff0c\u8ba1\u7b97\u76ee\u6807\u8bcd \u201cinto\u201d \u5728\u4e0d\u540c\u8f93\u5165\u622a\u65ad\u6761\u4ef6\u4e0b\u7684\u5bf9\u6570\u4f3c\u7136\uff08log-likelihood\uff09\u3002\u5f53\u5bf9\u5e94\u7684\u6e90\u8bcd \u201cen\u201d \u51fa\u73b0\u5728\u8f93\u5165\u4e2d\u65f6\uff0c\u6211\u4eec\u89c2\u5bdf\u5230\u201cinto\u201d\u7684\u5bf9\u6570\u4f3c\u7136\u663e\u8457\u4e0a\u5347\uff08\u8be6\u89c1\u516c\u5f0f\uff086\uff09\uff09\u3002\u8fd9\u8868\u660e\u8be5\u6e90\u8bcd\u63d0\u4f9b\u4e86\u5173\u952e\u7684\u4e0a\u4e0b\u6587\u4fe1\u606f\uff0c\u4ece\u800c\u652f\u6301\u4e86\u6211\u4eec\u5bf9\u6700\u4f18\u5bf9\u9f50\u70b9\u7684\u5224\u5b9a\u65b9\u6cd5\u3002<\/figcaption><\/figure>\n\n\n\n<h4>&nbsp;\u97f3\u9891\u57df\u5bf9\u9f50<\/h4>\n\n\n\n<p>\u7ed9\u5b9a\u4e00\u5bf9\u8bed\u97f3\u5bf9\u9f50\u6837\u672c (X,Y)\uff0c\u6211\u4eec\u4f7f\u7528 Whisper \u6a21\u578b\u5bf9\u5176\u8fdb\u884c\u8f6c\u5f55\u5e76\u63d0\u53d6\u65f6\u95f4\u6233\uff0c\u7136\u540e\u5e94\u7528\u516c\u5f0f\uff086\uff09\u8ba1\u7b97\u5bf9\u9f50\u4f4d\u7f6e\u3002\u5982\u679c\u76ee\u6807\u8bed\u53e5 <em>Y<\/em> \u4e2d\u7b2c <em>j <\/em>\u4e2a\u8bcd\u7684\u65f6\u95f4\u6233\u5728\u6e90\u8bed\u53e5 X \u4e2d\u7b2c a<em><sub>j<\/sub><sup>ctx\u200b <\/sup><\/em>\u4e2a\u8bcd\u4e4b\u540e\uff0c\u5219\u8ba4\u4e3a\u8be5\u5bf9\u9f50 ( a<em><sub>j<\/sub><sup>ctx\u200b <\/sup><\/em> ) \u662f\u88ab\u9075\u5b88\u7684\u3002<\/p>\n\n\n\n<p>\u4e3a\u4e86\u964d\u4f4e\u5bf9\u9f50\u9519\u8bef\u7684\u5f71\u54cd\uff0c\u6211\u4eec\u8981\u6c42\u76ee\u6807\u8bed\u97f3<em> Y<\/em> \u76f8\u6bd4\u4e0a\u4e0b\u6587\u5bf9\u9f50\u7ed3\u679c\u81f3\u5c11\u6ede\u540e <strong>2 \u79d2<\/strong>\uff1b\u540c\u65f6\uff0c\u6211\u4eec\u4f1a\u6392\u9664\u5c40\u90e8\u5ef6\u8fdf\u4e2d\u9ad8\u4e8e\u6ed1\u52a8\u7a97\u53e3\uff085 \u4e2a\u8bcd\uff09\u5e73\u5747\u5ef6\u8fdf 25% \u7684\u201c\u5c16\u5cf0\u201d\u5f02\u5e38\u3010<strong>\u67d0\u4e2a\u8bcd\u7684\u65f6\u95f4\u5ef6\u8fdf\u76f8\u5bf9\u4e8e\u5176\u4e0a\u4e0b\u6587\u660e\u663e\u504f\u9ad8<\/strong>\uff0c\u9ad8\u51fa\u5468\u56f4\u8bcd\u5e73\u5747\u5ef6\u8fdf\u7684 25% \u4ee5\u4e0a\u3011\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\/07\/image-8.png\" alt=\"\" class=\"wp-image-27496\" width=\"462\" height=\"385\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/07\/image-8.png 793w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/07\/image-8-300x250.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/07\/image-8-768x640.png 768w\" sizes=\"(max-width: 462px) 100vw, 462px\" \/><\/figure>\n\n\n\n<p><strong>\u9759\u97f3\u63d2\u5165\uff08Silence insertion\uff09<\/strong>\uff1a<\/p>\n\n\n\n<p>\u82e5 Y \u4e0d\u6ee1\u8db3\u5bf9\u9f50\u8981\u6c42\uff0c\u53ef\u901a\u8fc7\u5728\u76ee\u6807\u8bcd\u524d\u63d2\u5165\u9002\u91cf\u9759\u97f3\u6bb5\u6765\u8c03\u6574\u5176\u65f6\u5e8f\uff0c\u5982\u56fe 1 \u6240\u793a\u3002\u7136\u800c\u8be5\u65b9\u6cd5\u5b58\u5728\u4e24\u70b9\u9650\u5236\uff1a<\/p>\n\n\n\n<ol><li>\u5f53\u65f6\u95f4\u6233\u4e0d\u51c6\u786e\u6216\u8bcd\u4e4b\u95f4\u6ca1\u6709\u81ea\u7136\u505c\u987f\u65f6\uff0c\u9759\u97f3\u63d2\u5165\u53ef\u80fd\u9020\u6210\u751f\u786c\u7684\u8bed\u97f3\u5207\u65ad\uff1b<\/li><li>\u8c03\u6574\u540e\u7684 Y \u53ef\u80fd\u76f8\u5bf9\u7406\u60f3\u5bf9\u9f50\u4e25\u91cd\u6ede\u540e\uff0c\u4f8b\u5982\u5f53 Y\u7684\u8bed\u901f\u6162\u4e8e X \u65f6\u3002<\/li><\/ol>\n\n\n\n<p><strong>\u8be5\u65b9\u6cd5\u7528\u4e8e\u8bed\u97f3\u7ffb\u8bd1\u8bad\u7ec3\u9636\u6bb5\u7684\u6837\u672c\u5bf9\u9f50\u3002<\/strong><\/p>\n\n\n\n<p><strong>\u5bf9\u9f50\u611f\u77e5\u7684\u8bed\u97f3\u5408\u6210\uff08Alignment-aware TTS\uff09<\/strong><\/p>\n\n\n\n<p>\u4e3a\u4e86\u83b7\u5f97\u66f4\u52a0\u81ea\u7136\u7684\u5bf9\u9f50\u8bed\u97f3\u6570\u636e\uff0c\u6211\u4eec\u4f7f\u7528\u5177\u5907<strong>\u786c\u6027\u4e0e\u8f6f\u6027\u4f4d\u7f6e\u63a7\u5236\u80fd\u529b<\/strong>\u7684 TTS \u6a21\u578b\u5bf9 Y \u8fdb\u884c\uff08\u91cd\u65b0\uff09\u5408\u6210\uff0c\u540c\u65f6\u4fdd\u7559\u5bf9\u8bf4\u8bdd\u4eba\u98ce\u683c\u7684\u51c6\u786e\u5efa\u6a21\u3002\u8fd9\u79cd\u65b9\u6cd5\u4e0d\u4ec5\u53ef\u4ee5\u751f\u6210\u5bf9\u9f50\u66f4\u597d\u7684\u8bad\u7ec3\u6570\u636e\uff0c\u8fd8\u53ef\u63d0\u5347\u8bcd\u9519\u8bef\u7387\uff08WER\uff09\u548c\u8bf4\u8bdd\u4eba\u76f8\u4f3c\u5ea6\u3002<\/p>\n\n\n\n<p>\u6211\u4eec\u8bad\u7ec3\u4e00\u4e2a TTS \u6a21\u578b\uff0c\u5176\u8f93\u51fa\u540c\u65f6\u5305\u62ec\u97f3\u9891\u548c\u4e0e\u4e4b\u540c\u6b65\u7684\u6587\u672c\u5e8f\u5217\uff0c\u5e76\u5728\u8f93\u5165\u4e2d\u52a0\u5165\u8bf4\u8bdd\u4eba\u6761\u4ef6\u3002\u6587\u672c\u6d41\u88ab\u5f3a\u5236\u4e0e\u76ee\u6807\u6587\u672c<strong>\u5b8c\u5168\u4e00\u81f4<\/strong>\uff0c\u6a21\u578b\u4ec5\u5141\u8bb8\u63d2\u5165<strong>\u586b\u5145\u6807\u8bb0<\/strong>\u3002\u97f3\u9891\u8f93\u51fa\u76f8\u5bf9\u4e8e\u6587\u672c\u662f\u6ede\u540e\u7684\uff0c\u4ee5\u4fbf\u5176\u5185\u5bb9\u53d7\u6587\u672c\u63a7\u5236\uff0c\u4e0d\u8bba\u662f\u5185\u5bb9\u8fd8\u662f\u65f6\u95f4\u6233\u3002<\/p>\n\n\n\n<p>\u5f53 TTS \u63d0\u524d\u4e8e\u5bf9\u9f50\u70b9 a<em><sup>ctx<\/sup><\/em> \u65f6\uff0c\u586b\u5145\u6807\u8bb0\u4f1a\u88ab\u5f3a\u5236\u63d2\u5165\u4ee5\u5ef6\u8fdf\u4e0b\u4e00\u4e2a\u8bcd\u7684\u751f\u6210\uff1b\u5f53 TTS \u6ede\u540e\u4e8e\u76ee\u6807\u65f6\uff0c\u4f1a\u5728\u586b\u5145\u6807\u8bb0\u7684 logits \u4e0a\u65bd\u52a0\u60e9\u7f5a\uff0c\u60e9\u7f5a\u503c\u968f\u7740\u6ede\u540e\u65f6\u95f4\u4ece 1 \u79d2\u589e\u52a0\u5230 2 \u79d2\u65f6\u7ebf\u6027\u4ece 0 \u589e\u52a0\u5230 -2\u3002\u8fd9\u6837\u80fd\u5e73\u6ed1\u63d0\u5347\u8bed\u901f\uff0c\u4ece\u800c\u8ffd\u4e0a\u6e90\u8bed\u97f3\u7684\u8282\u594f\u3002<\/p>\n\n\n\n<p>\u6211\u4eec\u5bf9\u6bcf\u4e2a\u8f93\u5165\u751f\u6210 6 \u5230 8 \u4e2a\u5019\u9009\u6837\u672c\uff0c\u4f18\u5148\u6839\u636e\u8bcd\u9519\u8bef\u7387\u9009\u51fa\u6700\u4f73\u7ed3\u679c\uff0c\u5176\u6b21\u8003\u8651\u8bf4\u8bdd\u4eba\u76f8\u4f3c\u5ea6\u3002\u8be5\u65b9\u6cd5\u4ec5\u5e94\u7528\u4e8e<strong>\u8bed\u97f3\u7ffb\u8bd1\u5fae\u8c03\u6570\u636e\u96c6<\/strong>\u7684\u6784\u5efa\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\/07\/image-18.png\" alt=\"\" class=\"wp-image-27610\" width=\"468\" height=\"327\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/07\/image-18.png 751w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/07\/image-18-300x210.png 300w\" sizes=\"(max-width: 468px) 100vw, 468px\" \/><\/figure>\n\n\n\n<h3>\u58f0\u97f3\u8fc1\u79fb\uff08Voice Transfer\uff09<\/h3>\n\n\n\n<p><strong>\u6539\u8fdb\u8bed\u97f3\u8fc1\u79fb\u6570\u636e<\/strong>\uff1a\u5728\u8bad\u7ec3\u5e26\u6709\u58f0\u97f3\u8fc1\u79fb\u529f\u80fd\u7684\u8bed\u97f3\u7ffb\u8bd1\u6a21\u578b\u65f6\uff0c\u901a\u5e38\u91c7\u7528<strong>\u540c\u4e00\u8bf4\u8bdd\u4eba\u7684\u5408\u6210\u914d\u5bf9\u5e8f\u5217<\/strong>\u8fdb\u884c\u76d1\u7763\u8bad\u7ec3\u3002\u7136\u800c\uff0c\u56fe 4 \u663e\u793a\uff0c\u8be5\u6570\u636e\u96c6\u4e2d<strong>\u6e90\u8bed\u97f3\u548c\u76ee\u6807\u8bed\u97f3\u7684\u8bf4\u8bdd\u4eba\u76f8\u4f3c\u5ea6<\/strong>\uff08\u4ee5\u8bf4\u8bdd\u4eba\u5d4c\u5165\u7684\u4f59\u5f26\u76f8\u4f3c\u5ea6\u8861\u91cf\uff09\u5e73\u5747\u4ec5\u4e3a <strong>0.23<\/strong>\uff0c\u76f8\u5f53\u4f4e\u3002\u4f5c\u4e3a\u53c2\u8003\uff0c\u5f53\u524d\u6700\u5148\u8fdb\u7684\u8de8\u8bed\u79cd\u58f0\u97f3\u8fc1\u79fb\u7cfb\u7edf\u7684\u5e73\u5747\u8bf4\u8bdd\u4eba\u76f8\u4f3c\u5ea6\u7ea6\u4e3a <strong>0.40<\/strong>\u3002\u56e0\u6b64\uff0c\u6211\u4eec\u4f7f\u7528<strong>\u5bf9\u9f50\u611f\u77e5\u7684 TTS<\/strong> \u91cd\u65b0\u751f\u6210\u4e86 CVSS-T \u6570\u636e\uff0c\u8fd9\u4f7f\u5f97\u8fc1\u79fb\u8bed\u97f3\u53ef\u4ee5\u66f4\u597d\u5730\u4fdd\u7559\u8bf4\u8bdd\u4eba\u7279\u5f81\u3002\u5982\u56fe 4 \u6240\u793a\uff0c\u91cd\u65b0\u5408\u6210\u540e\u7684 CVSS-T \u6570\u636e\u7684\u5e73\u5747\u8bf4\u8bdd\u4eba\u76f8\u4f3c\u5ea6\u63d0\u5347\u81f3 <strong>0.47<\/strong>\u3002\u5c3d\u7ba1\u5982\u6b64\uff0c\u6211\u4eec\u7684\u8bad\u7ec3\u6570\u636e\u6df7\u5408\u4e86\u5408\u6210\u6570\u636e\u4e0e\u91cd\u65b0\u5408\u6210\u7684 CVSS-T\uff0c<strong>\u6574\u4f53\u76f8\u4f3c\u5ea6\u4ecd\u5206\u5e03\u8f83\u5e7f\u6cdb<\/strong>\uff0c\u5176\u4e2d\u4ecd\u6709\u5927\u91cf\u6837\u672c\u4f4e\u4e8e 0.40\u3002<\/p>\n\n\n\n<p><strong>\u6761\u4ef6\u8bad\u7ec3\uff08Conditional Training\uff09<\/strong>\u5982\u679c\u76f4\u63a5\u7b5b\u9009\u51fa\u8bf4\u8bdd\u4eba\u76f8\u4f3c\u5ea6\u9ad8\u7684\u6570\u636e\u7528\u4e8e\u8bad\u7ec3\uff0c\u786e\u5b9e\u53ef\u4ee5\u63d0\u9ad8\u58f0\u97f3\u8fc1\u79fb\u6548\u679c\uff0c\u4f46\u4f1a\u5bfc\u81f4\u8bad\u7ec3\u6837\u672c\u663e\u8457\u51cf\u5c11\uff0c\u4ece\u800c\u53ef\u80fd\u635f\u5bb3\u7ffb\u8bd1\u8d28\u91cf\u3002\u4f8b\u5982\uff0c\u82e5\u4ec5\u4fdd\u7559\u8bf4\u8bdd\u4eba\u76f8\u4f3c\u5ea6\u5927\u4e8e <strong>0.40<\/strong> \u7684\u6837\u672c\uff0c\u5c06\u5bfc\u81f4 <strong>\u8bad\u7ec3\u6570\u636e\u51cf\u5c11\u7ea6 45%<\/strong>\u3002\u56e0\u6b64\u6211\u4eec\u91c7\u7528<strong>\u6761\u4ef6\u8bad\u7ec3\uff08conditional training\uff09<\/strong>\uff0c\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d<strong>\u544a\u77e5\u751f\u6210\u6a21\u578b\u6bcf\u4e2a\u6837\u672c\u5728\u58f0\u97f3\u8fc1\u79fb\u65b9\u9762\u7684\u53ef\u9760\u6027<\/strong>\u3002\u6211\u4eec\u4e3a\u6bcf\u4e2a\u8bad\u7ec3\u6837\u672c\u6253\u4e0a\u4e00\u4e2a\u79bb\u6563\u7684\u201c\u58f0\u97f3\u8fc1\u79fb\u8bc4\u5206\u201d\uff0c\u5176\u6807\u7b7e\u6765\u81ea\u4ee5\u4e0b\u96c6\u5408\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\"><code>{ very_bad, bad, neutral, good, very_good }\n<\/code><\/pre>\n\n\n\n<p>\u8bc4\u5206\u4f9d\u636e\u662f\u8bf4\u8bdd\u4eba\u76f8\u4f3c\u5ea6\u7684\u5206\u4f4d\u6570\u5212\u5206\uff0c\u6bcf\u4e2a\u8bc4\u5206\u6807\u7b7e\u5bf9\u5e94\u4e00\u4e2a\u53ef\u5b66\u4e60\u7684\u5d4c\u5165\uff08embedding\uff09\uff0c\u5728\u6a21\u578b\u7684\u6bcf\u4e2a\u65f6\u95f4\u6b65\u52a0\u5165\u8f93\u5165\u4e2d\u3002\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c\u8fd9\u4e9b\u5206\u4f4d\u70b9\u662f\u5728\u5408\u6210\u6570\u636e\u548c CVSS-T \u6570\u636e\u5408\u5e76\u524d\u8ba1\u7b97\u7684\uff0c\u4ee5\u786e\u4fdd\u6a21\u578b<strong>\u5b66\u4e60\u7684\u662f\u5b9e\u9645\u7684\u8bf4\u8bdd\u4eba\u76f8\u4f3c\u5ea6<\/strong>\uff0c\u800c\u4e0d\u662f\u5c06\u67d0\u6807\u7b7e\u201c\u8bef\u7ed1\u5b9a\u201d\u5230\u67d0\u7279\u5b9a\u6570\u636e\u96c6\u3002\u5728\u63a8\u7406\u9636\u6bb5\uff0c\u6211\u4eec\u59cb\u7ec8\u4f20\u5165 <strong>&#8220;very_good&#8221;<\/strong> \u6807\u7b7e\uff0c\u4ee5\u671f\u751f\u6210\u5177\u6709\u826f\u597d\u8bf4\u8bdd\u4eba\u4fdd\u6301\u80fd\u529b\u7684\u8bed\u97f3\u3002<\/p>\n\n\n\n<p><strong>\u65e0\u5206\u7c7b\u5668\u5f15\u5bfc\uff08Classifier-Free Guidance\uff09<\/strong>\u6211\u4eec\u91c7\u7528**\u65e0\u5206\u7c7b\u5668\u5f15\u5bfc\uff08classifier-free guidance\uff09**\u6765\u589e\u5f3a\u6761\u4ef6\u8bad\u7ec3\u7684\u6548\u679c\u3002\u5177\u4f53\u505a\u6cd5\u662f\uff1a\u5206\u522b\u4f7f\u7528 <code>very_good<\/code> \u548c <code>very_bad<\/code> \u6761\u4ef6\u4e0b\u8ba1\u7b97\u8f93\u51fa logits\uff0c\u7136\u540e\u7ed3\u5408\u4e24\u8005\u4ee5\u8c03\u6574\u91c7\u6837\u8fc7\u7a0b\uff0c\u4ece\u800c\u589e\u5f3a\u6a21\u578b\u5728\u63a8\u7406\u65f6\u5bf9\u8bf4\u8bdd\u4eba\u98ce\u683c\u7684\u63a7\u5236\u80fd\u529b\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\/07\/image-19.png\" alt=\"\" class=\"wp-image-27628\" width=\"442\" height=\"44\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/07\/image-19.png 571w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/07\/image-19-300x30.png 300w\" sizes=\"(max-width: 442px) 100vw, 442px\" \/><\/figure><\/div>\n\n\n\n<p>\u8fd9\u4e0e\u5b9e\u65f6\u63a8\u7406\u517c\u5bb9\uff0c\u56e0\u4e3a\u5b83\u80fd\u4ee5\u6279\u5927\u5c0f\u4e3a 2 \u540c\u65f6\u751f\u6210\u4e24\u7ec4 logits\u3002\u7ed3\u679c\u8868\u660e\uff0c\u8fd9\u79cd\u65b9\u6cd5\u80fd\u663e\u8457\u63d0\u5347\u8bed\u97f3\u8f6c\u6362\u6548\u679c\u3002<\/p>\n\n\n\n<h3>Experiments<\/h3>\n\n\n\n<h4>\u8bad\u7ec3\u7b56\u7565<\/h4>\n\n\n\n<p>\u901a\u8fc7\u4ee5\u4e0b\u6b65\u9aa4\u8bad\u7ec3\u4e00\u4e2a\u6cd5\u8bed-\u82f1\u8bed\u7684\u8bed\u97f3\u7ffb\u8bd1\u7cfb\u7edf\uff1a<\/p>\n\n\n\n<p><strong>\u6587\u672c\u9884\u8bad\u7ec3\u3002<\/strong> \u6211\u4eec\u9996\u5148\u5728\u591a\u8bed\u8a00\u7684\u7eaf\u6587\u672c\u6570\u636e\u4e0a\uff0c\u4ece\u5934\u5f00\u59cb\u9884\u8bad\u7ec3 Temporal Transformer\uff0c\u91c7\u7528\u4e0b\u4e00\u4e2a\u8bcd\u9884\u6d4b\u4efb\u52a1<\/p>\n\n\n\n<p><strong>\u97f3\u9891\u9884\u8bad\u7ec3\u3002<\/strong> \u5728\u9884\u8bad\u7ec3\u597d\u7684\u6587\u672c\u6a21\u578b\u57fa\u7840\u4e0a\uff0c\u4f7f\u7528\u975e\u5e73\u884c\u7684\u6cd5\u8bed\u548c\u82f1\u8bed\u6570\u636e\uff0c\u5728\u5355\u6d41\u8bbe\u7f6e\u4e0b\u8fdb\u884c\u97f3\u9891\u9884\u8bad\u7ec3<\/p>\n\n\n\n<p><strong>\u8bed\u97f3\u7ffb\u8bd1\u8bad\u7ec3\u3002<\/strong> \u6211\u4eec\u6784\u5efa\u4e86\u4e00\u4e2a\u7ea6\u5305\u542b 4 \u4e07\u5c0f\u65f6\u6cd5\u8bed\u548c\u82f1\u8bed\u8bed\u97f3\u7684\u7ffb\u8bd1\u6570\u636e\u96c6\u3002\u9996\u5148\u4ece\u4e00\u6279\u5bcc\u6709\u8868\u73b0\u529b\u7684\u6cd5\u8bed\u97f3\u9891\u4e2d\u63d0\u53d6\u7ea6 230 \u4e07\u6761\u5355\u8bf4\u8bdd\u4eba\u7684\u8bed\u97f3\u7247\u6bb5\uff0c\u6bcf\u6bb5\u65f6\u957f\u7ea6 60 \u79d2\u3002\u6211\u4eec\u4f7f\u7528 Whisper\u7684 large-v3 \u6a21\u578b\u5bf9\u8fd9\u4e9b\u7247\u6bb5\u8fdb\u884c\u8f6c\u5f55\uff0c\u5e76\u501f\u52a9 PySBD\u5c06\u8f6c\u5f55\u6587\u672c\u5206\u53e5\uff0c\u7136\u540e\u4f7f\u7528 MADLAD-3B\u5206\u522b\u7ffb\u8bd1\u6bcf\u4e2a\u53e5\u5b50\uff0c\u6700\u540e\u91cd\u65b0\u62fc\u63a5\u6210\u82f1\u6587\u7ffb\u8bd1\u6587\u672c\u3002\u6211\u4eec\u5229\u7528 TTS \u7cfb\u7edf\u5408\u6210\u8bed\u97f3\uff0c\u6761\u4ef6\u662f\u539f\u59cb\u6cd5\u8bed\u8bf4\u8bdd\u4eba\u7684\u8eab\u4efd\uff08\u4f7f\u7528\u4e00\u6bb5 10 \u79d2\u7684\u8bed\u97f3\uff09\u3002\u6211\u4eec\u5e94\u7528\u9759\u97f3\u63d2\u5165\u6280\u672f\uff0c\u4ee5\u83b7\u5f97\u540c\u58f0\u4f20\u8bd1\u7684\u8bed\u97f3\u5bf9\u3002<\/p>\n\n\n\n<p>\u6211\u4eec\u8fdb\u884c\u57fa\u4e8e\u8bf4\u8bdd\u4eba\u76f8\u4f3c\u5ea6\u7684\u6761\u4ef6\u8bad\u7ec3\uff0c\u5e76\u5bf9\u6e90\u8bed\u97f3\u9891\u65bd\u52a0\u566a\u58f0\u589e\u5f3a\u3002\u5728\u6bcf\u5bf9\u8bad\u7ec3\u6570\u636e\u4e2d\uff0c\u6211\u4eec\u5728\u6e90\u8bed\u97f3\u6d41\u4e2d\u8bed\u97f3\u7ed3\u675f\u540e\u9996\u5e27\u52a0\u5165\u4e00\u4e2a\u7279\u6b8a\u7684\u8f93\u5165 EOS \u6807\u8bb0\uff0c\u5728\u6587\u672c\u6d41\u4e2d\u4e5f\u52a0\u5165\u53e6\u4e00\u4e2a\u7279\u6b8a EOS \u6807\u8bb0\uff0c\u6307\u793a\u6a21\u578b\u751f\u6210\u8bed\u97f3\u7684\u7ed3\u675f\u3002<\/p>\n\n\n\n<p><strong>\u8bed\u97f3\u7ffb\u8bd1\u5fae\u8c03\u3002<\/strong> \u6211\u4eec\u4f7f\u7528\u5f15\u5165\u7684\u5bf9\u9f50\u611f\u77e5 TTS \u6280\u672f\uff0c\u6784\u5efa\u4e86\u4e00\u4e2a\u5305\u542b\u957f\u53e5\u5f0f\u7684\u5408\u6210\u6570\u636e\u96c6\uff0c\u5e76\u6539\u8fdb\u4e86 CVSS-T\/train \u6570\u636e\u96c6\uff0c\u5177\u6709\u81ea\u7136\u505c\u987f\u548c\u8f83\u9ad8\u7684\u8bf4\u8bdd\u4eba\u76f8\u4f3c\u5ea6\uff0c\u603b\u8ba1\u7ea6 900 \u5c0f\u65f6\u3002<\/p>\n\n\n\n<p><strong>Hibiki-M \u7684\u8bad\u7ec3\u3002<\/strong> \u5176\u8bad\u7ec3\u6d41\u7a0b\u4e0e Hibiki \u76f8\u540c\uff0c\u5148\u8fdb\u884c\u6587\u672c\u548c\u97f3\u9891\u9884\u8bad\u7ec3\u3002\u5728\u8bed\u97f3\u7ffb\u8bd1\u8bad\u7ec3\u9636\u6bb5\uff0c\u901a\u8fc7\u8f6f\u84b8\u998f\u4ece Hibiki \u83b7\u5f97\u77e5\u8bc6\uff0c\u518d\u8fdb\u884c\u76f8\u540c\u7684\u5fae\u8c03\u6b65\u9aa4\uff08\u4e0d\u518d\u8fdb\u884c\u84b8\u998f\uff09\u3002<\/p>\n\n\n\n<h4>\u63a8\u7406\uff1a<\/h4>\n\n\n\n<p>\u6211\u4eec\u4f7f\u7528\u6d41\u5f0f\u7f16\u89e3\u7801\u5668\u5bf9\u97f3\u9891\u8fdb\u884c\u7f16\u7801\uff0c\u5e76\u5c06\u751f\u6210\u7684 token \u8f93\u5165 Hibiki\uff0c\u540c\u65f6\u89e3\u7801\u8f93\u51fa token \u4ee5\u83b7\u5f97\u6d41\u5f0f\u7ffb\u8bd1\u3002\u5728\u8f93\u5165\u7ed3\u675f\u65f6\uff0c\u6211\u4eec\u5411\u6a21\u578b\u53d1\u9001\u4e00\u4e2a EOS\uff08\u7ed3\u675f\uff09\u6807\u8bb0\uff0c\u5e76\u6301\u7eed\u91c7\u6837\uff0c\u76f4\u5230\u6a21\u578b\u81ea\u884c\u751f\u6210\u4e00\u4e2a EOS\u3002\u63a8\u7406\u53c2\u6570\u901a\u8fc7\u5bf9 Audio-NTREX \u7684\u4fdd\u7559 8% \u6570\u636e\u548c CVSS-C \u7684\u9a8c\u8bc1\u96c6\u5206\u522b\u8fdb\u884c\u4ea4\u53c9\u9a8c\u8bc1\u6765\u786e\u5b9a\u3002\u5bf9\u4e8e Audio-NTREX\uff0c\u6700\u4f18\u53c2\u6570\u4e3a \u03b3 = 3.0\uff0c\u6e29\u5ea6\u4e3a 0.8\uff0caudio token \u7684 top-k \u4e3a 250\uff0ctext token \u7684 top-k \u4e3a 50\u3002\u5728 CVSS \u4e0a\uff0c\u9664\u4e86\u5bf9 text token \u4f7f\u7528\u6e29\u5ea6\u4e3a 0.1 \u7684\u91c7\u6837\u5916\uff0c\u5176\u4f59\u914d\u7f6e\u76f8\u540c\u3002\u6211\u4eec\u63a8\u6d4b\uff0c<strong>\u8f83\u4f4e\u7684\u6587\u672c\u91c7\u6837\u6e29\u5ea6\u901a\u5e38\u6709\u52a9\u4e8e\u63d0\u5347\u7ffb\u8bd1\u8d28\u91cf\uff0c\u4f46\u53ef\u80fd\u5bfc\u81f4\u6a21\u578b\u8fc7\u65e9\u751f\u6210 EOS \u6807\u8bb0<\/strong>\u3002<\/p>\n\n\n\n<h4>Results<\/h4>\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\/07\/image-20.png\" alt=\"\" class=\"wp-image-27638\" width=\"449\" height=\"289\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/07\/image-20.png 892w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/07\/image-20-300x193.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/07\/image-20-768x494.png 768w\" sizes=\"(max-width: 449px) 100vw, 449px\" \/><figcaption><strong>\u8868 1\uff1a<\/strong> \u4e0e\u79bb\u7ebf\u57fa\u7ebf\u7cfb\u7edf\u7684\u5bf9\u6bd4\u7ed3\u679c\u3002\u6211\u4eec\u8fd8\u62a5\u544a\u4e86\u4e00\u4e2a\u95ed\u6e90\u6d41\u5f0f\u6a21\u578b\uff08*\uff09\u7684\u6027\u80fd\uff0c\u56e0\u4e3a\u5b83\u91c7\u7528\u4e86\u76f8\u540c\u7684\u8bc4\u4f30\u534f\u8bae\u3002<\/figcaption><\/figure>\n\n\n\n<p>\u8868\u00a01\u00a0\u5c06 Hibiki \u4e0e\u5728\u7ffb\u8bd1\u65f6\u53ef\u4ee5\u8bbf\u95ee\u5b8c\u6574\u6e90\u97f3\u9891\u7684\u79bb\u7ebf\u57fa\u7ebf\u6a21\u578b\u8fdb\u884c\u4e86\u6bd4\u8f83\u3002\u5c3d\u7ba1 Hibiki \u8fdb\u884c\u7684\u662f\u540c\u58f0\u4f20\u8bd1\uff0c\u4f46\u5b83\u7684\u8868\u73b0\u4f18\u4e8e\u6240\u6709\u6a21\u578b\uff0c\u5305\u62ec StreamSpeech \u7684\u79bb\u7ebf\u7248\u672c\u3002\u8868\u00a02\u00a0\u5c06 Hibiki \u4e0e\u53ef\u7528\u7684\u540c\u58f0\u4f20\u8bd1\u57fa\u7ebf\u6a21\u578b\u8fdb\u884c\u4e86\u5bf9\u6bd4\u3002\u5728\u77ed\u683c\u5f0f\u8bbe\u7f6e\u4e2d\uff0c\u6211\u4eec\u7684\u6a21\u578b\u4f18\u4e8e StreamSpeech \u548c Seamless\uff0c\u4f46\u5e73\u5747\u5ef6\u8fdf\u65f6\u95f4\u589e\u52a0\u4e86 0.7 \u79d2\u3002\u957f\u683c\u5f0f\u6570\u636e\u96c6\u7684\u6311\u6218\u66f4\u5927\uff0c\u56e0\u4e3a StreamSpeech \u65e0\u6cd5\u751f\u6210\u6e05\u6670\u6613\u61c2\u7684\u7ffb\u8bd1\u3002Hibiki \u7684\u8868\u73b0\u4f18\u4e8e Seamless\uff0c\u4f46\u5ef6\u8fdf\u65f6\u95f4\u5e73\u5747\u9ad8\u51fa 0.8 \u79d2\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"234\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/07\/image-21-1024x234.png\" alt=\"\" class=\"wp-image-27641\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/07\/image-21-1024x234.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/07\/image-21-300x69.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/07\/image-21-768x175.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/07\/image-21-1536x351.png 1536w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/07\/image-21.png 1594w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p><strong>\u97f3\u9891\u4fdd\u771f\u5ea6\u3002<\/strong><\/p>\n\n\n\n<p>\u5982\u8868 2 \u6240\u793a\uff0c\u5173\u4e8e\u8bf4\u8bdd\u4eba\u76f8\u4f3c\u5ea6\u7684\u5ba2\u89c2\u8bc4\u4f30\u7ed3\u679c\u8868\u660e\uff0cHibiki \u5728\u8bed\u97f3\u8f6c\u6362\u65b9\u9762\u663e\u8457\u4f18\u4e8e Seamless\uff08\u6211\u4eec\u672a\u8bc4\u4f30 StreamSpeech\uff0c\u56e0\u4e3a\u5b83\u4e0d\u6267\u884c\u8bed\u97f3\u8f6c\u6362\uff09\u3002\u8868 3 \u4e2d\u7684\u4eba\u7c7b\u8bc4\u4f30\u7ed3\u679c\u8fdb\u4e00\u6b65\u9a8c\u8bc1\u4e86\u8fd9\u4e00\u70b9\uff0c\u5e76\u663e\u793a Hibiki \u5728\u97f3\u8d28\u548c\u81ea\u7136\u5ea6\u65b9\u9762\u8fdc\u9ad8\u4e8e Seamless\uff0c\u63a5\u8fd1\u4e13\u4e1a\u4eba\u5de5\u53e3\u8bd1\u97f3\u9891\u7684\u771f\u5b9e\u6c34\u5e73\u3002<\/p>\n\n\n\n<p>\u8fd9\u610f\u5473\u7740 Hibiki \u4e0d\u4ec5\u80fd\u591f\u751f\u6210\u9ad8\u8d28\u91cf\u7684\u97f3\u9891\uff0c\u8fd8\u80fd\u5728\u8bed\u6d41\u4e2d\u63d2\u5165\u6d41\u7545\u4e14\u81ea\u7136\u7684\u505c\u987f\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\/07\/image-22.png\" alt=\"\" class=\"wp-image-27649\" width=\"527\" height=\"299\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/07\/image-22.png 711w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/07\/image-22-300x170.png 300w\" sizes=\"(max-width: 527px) 100vw, 527px\" \/><\/figure>\n\n\n\n<p><strong>\u6d88\u878d\u5b9e\u9a8c\uff1a\u5bf9\u9f50\u7b56\u7565\u3002<\/strong><br>\u6211\u4eec\u5c06\u6240\u63d0\u51fa\u7684\u4e0a\u4e0b\u6587\u5bf9\u9f50\u65b9\u6cd5\u4e0e\u5176\u4ed6\u65b9\u6848\u8fdb\u884c\u6bd4\u8f83\u3002\u8868 4 \u663e\u793a\uff0c\u5728\u8bad\u7ec3\u65f6\u5bf9\u76ee\u6807\u8bed\u97f3\u4e0d\u65bd\u52a0\u5ef6\u8fdf\u4f1a\u5bfc\u81f4\u7ffb\u8bd1\u8d28\u91cf\u975e\u5e38\u4f4e\uff0c\u8fd9\u662f\u53ef\u4ee5\u9884\u671f\u7684\uff0c\u56e0\u4e3a\u6a21\u578b\u7f3a\u4e4f\u8db3\u591f\u7684\u4e0a\u4e0b\u6587\u6765\u751f\u6210\u7ffb\u8bd1\u3002\u4e3a\u8bad\u7ec3\u6837\u672c\u6dfb\u52a0\u5ef6\u8fdf\u80fd\u591f\u63d0\u5347 ASR-BLEU \u5206\u6570\uff0c\u5176\u4e2d 10 \u79d2\u7684\u5ef6\u8fdf\u8868\u73b0\u4e3a\u4e00\u4e2a\u5408\u7406\u7684\u9009\u62e9\uff1b\u4f46\u5e73\u5747\u5ef6\u8fdf\uff08\u4ee5 LAAL \u8868\u793a\uff09\u6bd4\u4f7f\u7528\u4e0a\u4e0b\u6587\u5bf9\u9f50\u5dee\u5f97\u591a\uff0c\u56e0\u4e3a\u6a21\u578b\u65e0\u6cd5\u6839\u636e\u4e0a\u4e0b\u6587\u81ea\u9002\u5e94\u8c03\u6574\u751f\u6210\u8282\u594f\u3002\u201c\u53e5\u5b50\u5bf9\u9f50\u201d\u4f5c\u4e3a\u5e38\u91cf\u5ef6\u8fdf\u4e0e\u4e0a\u4e0b\u6587\u5bf9\u9f50\u4e4b\u95f4\u7684\u6298\u4e2d\u65b9\u6848\uff0c\u5c06\u6bcf\u4e2a\u8f93\u51fa\u53e5\u5b50\u7684\u8d77\u59cb\u65f6\u95f4\u5bf9\u9f50\u5230\u76f8\u5e94\u6e90\u8bed\u53e5\u5b50\u7684\u7ed3\u675f\u65f6\u95f4\u3002\u8fd9\u79cd\u505a\u6cd5\u63d0\u9ad8\u4e86\u7ffb\u8bd1\u8d28\u91cf\uff0c\u4f46\u5ef6\u8fdf\u53cd\u800c\u66f4\u4e25\u91cd\u3002<\/p>\n\n\n\n<p>\u603b\u4f53\u800c\u8a00\uff0c\u4e0a\u4e0b\u6587\u5bf9\u9f50\u5728\u7ffb\u8bd1\u8d28\u91cf\u4e0e\u5ef6\u8fdf\u4e4b\u95f4\u63d0\u4f9b\u4e86\u6700\u4f73\u5e73\u8861\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator\"\/>\n\n\n\n<p><strong>\u6d88\u878d\u5b9e\u9a8c\uff1a\u65e0\u5206\u7c7b\u5668\u5f15\u5bfc\uff08Classifier-free guidance\uff09\u3002<\/strong><br>\u8868 5 \u663e\u793a\uff0c\u4f7f\u7528\u201cvery good\u201d\u6807\u7b7e\u65f6\uff0c\u8bf4\u8bdd\u4eba\u76f8\u4f3c\u5ea6\u4e3a 0.42\uff0c\u4e0e Seamless\uff080.43\uff09\u76f8\u5f53\u3002\u91c7\u7528\u65e0\u5206\u7c7b\u5668\u5f15\u5bfc\uff08\u03b3 = 3.0\uff09\u53ef\u4ee5\u663e\u8457\u63d0\u5347\u8bf4\u8bdd\u4eba\u76f8\u4f3c\u5ea6\uff0c\u540c\u65f6\u4e0d\u4f1a\u660e\u663e\u635f\u5bb3\u7ffb\u8bd1\u8d28\u91cf\u3002\u4f46\u5982\u679c\u6743\u91cd\u8bbe\u5f97\u8fc7\u9ad8\uff0c\u6a21\u578b\u6027\u80fd\u4f1a\u4e0b\u964d\uff0c\u8868\u73b0\u4e3a\u751f\u6210\u7684\u8bed\u97f3\u4e0d\u53ef\u7406\u89e3\u3002<\/p>\n\n\n\n<p>\u9644\u5f55\u4e2d\u6709\u8da3\u5730\u5c55\u793a\u4e86\uff1a\u5c06 \u03b3 \u589e\u5927\u5230\u6781\u7aef\u503c\u65f6\uff0c\u4f1a\u5bfc\u81f4\u751f\u6210\u7684\u8bed\u97f3\u51fa\u73b0\u5938\u5f20\u7684\u6cd5\u8bed\u53e3\u97f3\uff08\u5373\u6211\u4eec\u7684\u5b9e\u9a8c\u4e2d\u4f7f\u7528\u7684\u6e90\u8bed\u8a00\uff09\uff0c\u6211\u4eec\u8ba4\u4e3a\u8fd9\u662f\u7531\u4e8e\u7528\u4e8e\u6807\u6ce8\u6570\u636e\u7684\u8bf4\u8bdd\u4eba\u6a21\u578b\u5b58\u5728\u504f\u5dee\u6240\u81f4\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator\"\/>\n\n\n\n<p><strong>\u6d88\u878d\u5b9e\u9a8c\uff1a\u901a\u7528\u6d88\u878d\u3002<\/strong><br>\u540c\u65f6\u9884\u6d4b\u6587\u672c token \u5982\u4f55\u4f5c\u4e3a\u8bed\u97f3\u751f\u6210\u7684\u6846\u67b6\u3002\u8868 4 \u9a8c\u8bc1\u4e86\u8fd9\u4e00\u70b9\uff1a\u5c06 Hibiki \u4f5c\u4e3a\u5355\u6a21\u6001\u6a21\u578b\u8bad\u7ec3\uff08\u5373\u4e0d\u9884\u6d4b\u6587\u672c\u8f93\u51fa\uff09\uff0c\u4f1a\u5bfc\u81f4\u6027\u80fd\u5927\u5e45\u4e0b\u964d\uff1b\u540c\u6837\u5730\uff0c\u4ece\u4e00\u4e2a\u9884\u8bad\u7ec3\u6587\u672c\u8bed\u8a00\u6a21\u578b\u51fa\u53d1\uff0c\u76f4\u63a5\u8fdb\u884c\u8bed\u97f3\u5230\u8bed\u97f3\u7ffb\u8bd1\uff08S2ST\uff09\u8bad\u7ec3\uff0c\u6548\u679c\u4e5f\u5f88\u5dee\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\/07\/image-23.png\" alt=\"\" class=\"wp-image-27650\" width=\"452\" height=\"327\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/07\/image-23.png 855w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/07\/image-23-300x217.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/07\/image-23-768x556.png 768w\" sizes=\"(max-width: 452px) 100vw, 452px\" \/><\/figure>\n\n\n\n<h4>\u63a8\u7406\u80fd\u529b<\/h4>\n\n\n\n<p><strong>\u6279\u91cf\u63a8\u7406\u3002<\/strong>Hibiki \u7684\u63a8\u7406\u91c7\u7528\u6052\u5b9a\u5e27\u7387\u4e0b\u7684\u6e29\u5ea6\u91c7\u6837\uff0c\u8fd9\u4f7f\u5f97\u6d41\u5f0f\u7684\u65e0\u5206\u7c7b\u5668\u5f15\u5bfc\u548c\u591a\u4e2a\u8bed\u97f3\u6e90\u7684\u5e76\u884c\u5904\u7406\u53d8\u5f97\u975e\u5e38\u7b80\u5355\u3002\u8fd9\u4e00\u70b9\u4e0d\u540c\u4e8e Seamless \u548c StreamSpeech\uff0c\u5b83\u4eec\u7684\u63a8\u7406\u7b56\u7565\u66f4\u590d\u6742\uff0c\u9700\u5bf9\u6bcf\u4e2a\u5e8f\u5217\u505a\u51fa\u52a8\u6001\u4e14\u4e0d\u89c4\u5219\u7684\u51b3\u7b56\uff0c\u56e0\u800c\u96be\u4ee5\u6279\u91cf\u5904\u7406\u3002\u56fe 5 \u663e\u793a\uff0c\u5373\u4fbf\u540c\u65f6\u5904\u7406 320 \u6761\u8bed\u97f3\u5e8f\u5217\uff08\u6216\u5728\u65e0\u5206\u7c7b\u5668\u5f15\u5bfc\u4e0b\u5904\u7406 160 \u6761\uff09\uff0cHibiki \u5728 H100 \u4e0a\u4ecd\u80fd\u4fdd\u6301\u5feb\u4e8e\u5b9e\u65f6\u7684\u63a8\u7406\u901f\u5ea6\u3002<\/p>\n\n\n\n<p><strong>\u7aef\u4fa7\u63a8\u7406\u3002<\/strong>\u6211\u4eec\u84b8\u998f\u5f97\u5230\u7684 Hibiki-M \u5728\u77ed\u6587\u672c\u548c\u957f\u6587\u672c\u7ffb\u8bd1\u4efb\u52a1\u4e0a\u90fd\u80fd\u4e0e Seamless \u76f8\u5ab2\u7f8e\uff0c\u5982\u8868 2 \u6240\u793a\u3002\u6211\u4eec\u5c06\u5176\u5728\u957f\u97f3\u9891\u4e0a\u7684\u8f83\u4f4e\u8bf4\u8bdd\u4eba\u76f8\u4f3c\u5ea6\u5f52\u56e0\u4e8e\u5176\u5efa\u6a21\u7684\u91cf\u5316\u5668\u6570\u91cf\u8f83\u5c11\uff088 \u4e2a\u800c\u975e 16 \u4e2a\uff09\uff0c\u8fd9\u4f7f\u5f97\u97f3\u9891\u6bd4\u7279\u7387\u964d\u4f4e\u4e86\u4e00\u534a\u3002\u56fe 6 \u5c55\u793a\u4e86 Hibiki-M \u5728 iPhone 16 Pro \u4e0a\u7684\u63a8\u7406\u8f68\u8ff9\u3002\u5373\u4f7f\u4f7f\u7528\u652f\u6301\u65e0\u5206\u7c7b\u5668\u5f15\u5bfc\u6240\u9700\u7684\u6279\u91cf\u5927\u5c0f\u4e3a 2\uff0cHibiki-M \u5728\u4e00\u5206\u949f\u7684\u63a8\u7406\u8fc7\u7a0b\u4e2d\u4ecd\u80fd\u4fdd\u6301\u5feb\u4e8e\u5b9e\u65f6\u7684\u901f\u5ea6\u3002\u82e5\u4f7f\u7528\u6ed1\u52a8\u7a97\u53e3\u6ce8\u610f\u529b\u5bf9 Hibiki-M \u8fdb\u884c\u8bad\u7ec3\uff0c\u8fd8\u53ef\u8fdb\u4e00\u6b65\u63d0\u5347\u5176\u5b9e\u65f6\u6027\u80fd\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator\"\/>\n\n\n\n<h4> \u5c40\u9650\u6027<\/h4>\n\n\n\n<p>\u672c\u7814\u7a76\u4ec5\u805a\u7126\u4e8e\u4e00\u4e2a\u7ffb\u8bd1\u4efb\u52a1\uff08\u6cd5\u8bed\u5230\u82f1\u8bed\uff09\uff0c\u82e5\u6269\u5c55\u5230\u66f4\u591a\u8bed\u8a00\uff0c\u53ef\u80fd\u9700\u8981\u501f\u52a9 MADLAD \u8fd9\u7c7b\u5927\u89c4\u6a21\u591a\u8bed\u8a00\u6a21\u578b\uff0c\u4f46\u8fd9\u4e5f\u610f\u5473\u7740\u9700\u4e3a\u66f4\u591a\u8bed\u8a00\u8bad\u7ec3\u76f8\u5e94\u7684 TTS \u7cfb\u7edf\u3002\u6b64\u5916\uff0c\u867d\u7136 Hibiki \u5728\u4e0e CVSS-C \u7684\u771f\u5b9e\u76ee\u6807\u5bf9\u6bd4\u65f6\u80fd\u8fbe\u5230 35.5 \u7684 ASR-BLEU \u5206\u6570\uff0c\u4f46\u82e5\u5c06\u5176\u8f93\u51fa\u4e0e MADLAD \u7684\u6587\u672c\u7ffb\u8bd1\u5bf9\u6bd4\uff0c\u5219\u53ef\u8fbe\u5230 47.9 \u7684 ASR-BLEU\u3002\u8fd9\u8868\u660e Hibiki \u975e\u5e38\u64c5\u957f\u751f\u6210\u4e0e MADLAD \u7c7b\u4f3c\u7684\u7ffb\u8bd1\u7ed3\u679c\uff1b\u82e5\u4f7f\u7528\u66f4\u4f18\u6216\u66f4\u4e30\u5bcc\u7684\u4f2a\u76ee\u6807\uff08pseudo-target\uff09\u5bf9\u5176\u8fdb\u884c\u8bad\u7ec3\uff0cHibiki \u6709\u671b\u8fdb\u4e00\u6b65\u63d0\u5347\u76f8\u5bf9\u4e8e\u771f\u5b9e\u76ee\u6807\u7684\u7ffb\u8bd1\u8d28\u91cf\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Github: https:\/\/github.com\/kyutai-labs\/hibiki paper: Hi &hellip; <a href=\"http:\/\/139.9.1.231\/index.php\/2025\/07\/06\/hibiki-streaming-speech-translation-kyutai\/\" class=\"more-link\">\u7ee7\u7eed\u9605\u8bfb<span class=\"screen-reader-text\">Hibiki- \u6d41\u5f0f\u8bed\u97f3\u7ffb\u8bd1[Kyutai]<\/span><\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[40,4,9,38,34],"tags":[],"_links":{"self":[{"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts\/27387"}],"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=27387"}],"version-history":[{"count":173,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts\/27387\/revisions"}],"predecessor-version":[{"id":27654,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts\/27387\/revisions\/27654"}],"wp:attachment":[{"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/media?parent=27387"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/categories?post=27387"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/tags?post=27387"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}