{"id":29871,"date":"2026-01-03T16:26:00","date_gmt":"2026-01-03T08:26:00","guid":{"rendered":"http:\/\/139.9.1.231\/?p=29871"},"modified":"2026-01-02T16:26:47","modified_gmt":"2026-01-02T08:26:47","slug":"fun-audio-chat","status":"publish","type":"post","link":"http:\/\/139.9.1.231\/index.php\/2026\/01\/03\/fun-audio-chat\/","title":{"rendered":"Fun-Audio-Chat\uff1a\u7aef\u5230\u7aef\u8bed\u97f3\u4ea4\u4e92\u6a21\u578b"},"content":{"rendered":"\n<p>Fun-Audio-Chat \u662f\u4e3a\u81ea\u7136\u3001\u4f4e\u5ef6\u8fdf\u8bed\u97f3\u4ea4\u4e92\u6784\u5efa\u7684\u5927\u578b\u97f3\u9891\u8bed\u8a00\u6a21\u578b\u3002\u5b83\u5f15\u5165\u4e86\u53cc\u5206\u8fa8\u7387\u8bed\u97f3\u8868\u793a\uff08\u4e00\u4e2a\u9ad8\u6548\u7684 5Hz \u5171\u4eab\u4e3b\u5e72 + \u4e00\u4e2a 25Hz \u7684\u7cbe\u70bc\u5934\uff09\u4ee5\u5728\u964d\u4f4e\u8ba1\u7b97\u7684\u540c\u65f6\u4fdd\u6301\u9ad8\u8bed\u97f3\u8d28\u91cf\uff0c\u5e76\u91c7\u7528 Core-Cocktail \u8bad\u7ec3\u4ee5\u4fdd\u7559\u5f3a\u5927\u7684\u6587\u672c&nbsp;LLM&nbsp;\u80fd\u529b\u3002\u5b83\u5728\u8bed\u97f3\u95ee\u7b54\u3001\u97f3\u9891\u7406\u89e3\u3001\u8bed\u97f3\u51fd\u6570\u8c03\u7528\u4ee5\u53ca\u8bed\u97f3\u6307\u4ee4\u9075\u5faa\u548c\u60c5\u611f\u5171\u9e23\u57fa\u51c6\u4e0a\u90fd\u53d6\u5f97\u4e86\u9876\u7ea7\u6210\u679c\u3002<\/p>\n\n\n\n<ul class=\"has-light-gray-background-color has-background\"><li><strong><em>\u8bad\u7ec3\/\u63a8\u7406\u4ee3\u7801\uff1a<\/em><\/strong><a style=\"font-weight: bold; font-style: italic;\" href=\"https:\/\/github.com\/FunAudioLLM\/Fun-Audio-Chat\">https:\/\/github.com\/FunAudioLLM\/Fun-Audio-Chat<\/a><\/li><li><strong><em><a href=\"https:\/\/funaudiollm.github.io\/funaudiochat\/\">https:\/\/funaudiollm.github.io\/funaudiochat\/<\/a><\/em><\/strong><\/li><li><strong><em><a href=\"https:\/\/arxiv.org\/pdf\/2512.20156\">https:\/\/arxiv.org\/pdf\/2512.20156<\/a><\/em><\/strong><\/li><\/ul>\n\n\n\n\n\n<p>\u73b0\u6709\u6a21\u578b\u9762\u4e34\u7684\u6311\u6218\uff1a\u8bed\u97f3 Token\uff08\u901a\u5e38\u7ea6 25Hz\uff09\u4e0e\u6587\u672c Token\uff08\u7ea6 3Hz\uff09\u5728\u65f6\u95f4\u5206\u8fa8\u7387\u4e0a\u7684\u4e0d\u5339\u914d\u4f1a<strong>\u524a\u5f31\u8bed\u4e49\u4fe1\u606f<\/strong>\uff0c\u540c\u65f6\u5e26\u6765\u9ad8\u8ba1\u7b97\u6210\u672c\u3001\u9650\u5236\u5b9e\u9645\u90e8\u7f72\uff0c\u5e76\u5728\u591a\u6a21\u6001\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u5bfc\u81f4<strong>\u6587\u672c LLM \u77e5\u8bc6\u7684\u707e\u96be\u6027\u9057\u5fd8\u3002<\/strong><\/p>\n\n\n\n<p><strong>Fun-Audio-Chat<\/strong>\u91c7\u7528 <strong>\u53cc\u5206\u8fa8\u7387\u8bed\u97f3\u8868\u5f81\uff08Dual-Resolution Speech Representations, DRSR\uff09<\/strong> \u67b6\u6784\uff1a\u5171\u4eab\u7684 LLM \u4e3b\u5e72\u4ee5\u9ad8\u6548\u7684 <strong>5Hz \u5e27\u7387<\/strong> \u5904\u7406\u97f3\u9891\uff08\u901a\u8fc7\u8bed\u97f3 Token \u5206\u7ec4\u5b9e\u73b0\uff09\uff0c\u800c <strong>Speech Refined Head\uff08SRH\uff09<\/strong> \u5219\u4ee5 <strong>25Hz \u5206\u8fa8\u7387<\/strong> \u751f\u6210\u9ad8\u8d28\u91cf\u8bed\u97f3 Token\u3002\u8be5\u53cc\u5206\u8fa8\u7387\u8bbe\u8ba1\u5728\u8ba1\u7b97\u6548\u7387\u4e0e\u8bed\u97f3\u751f\u6210\u8d28\u91cf\u4e4b\u95f4\u5b9e\u73b0\u4e86\u6709\u6548\u5e73\u8861\uff0c\u4f7f GPU \u8bad\u7ec3\u65f6\u957f\u964d\u4f4e\u8fd1 <strong>50%<\/strong>\u3002<\/p>\n\n\n\n<p>\u4e0d\u540c\u4e8e\u67d0\u4e9b\u8bed\u97f3\u6a21\u578b\u7684\u5927\u89c4\u6a21\u97f3\u9891-\u6587\u672c\u9884\u8bad\u7ec3\u4e0e\u540e\u8bad\u7ec3\u65b9\u6cd5\uff0cFun-Audio-Chat\u57fa\u4e8e\u9884\u8bad\u7ec3\u6a21\u578b\uff0c\u5168\u91cf\u76d1\u7763\u5fae\u8c03\u9636\u6bb5\u91c7\u7528 <strong>Core-Cocktail Training<\/strong> \u7b56\u7565\u7f13\u89e3\u707e\u96be\u6027\u9057\u5fd8\u95ee\u9898\uff0c\u540e\u8bad\u7ec3\u4f7f\u7528<strong>\u591a\u4efb\u52a1 DPO \u8bad\u7ec3<\/strong>\u4ee5\u589e\u5f3a\u6a21\u578b\u5728\u9c81\u68d2\u6027\u3001\u97f3\u9891\u7406\u89e3\u3001\u6307\u4ee4\u9075\u5faa\u53ca\u60c5\u611f\u5316\u8bed\u97f3\u5171\u60c5\u80fd\u529b\u65b9\u9762\u7684\u8868\u73b0\u3002Fun-Audio-Chat \u5728\u6709\u6548\u4fdd\u7559\u539f\u59cb\u6587\u672c LLM \u77e5\u8bc6\u7684\u540c\u65f6\uff0c\u83b7\u5f97\u4e86\u5f3a\u5927\u7684\u97f3\u9891\u7406\u89e3\u3001\u63a8\u7406\u4e0e\u751f\u6210\u80fd\u529b\u3002<\/p>\n\n\n\n<p>\u6a21\u578b\u5728\u8bed\u97f3\u8f6c\u6587\u672c\u4e0e\u8bed\u97f3-\u8bed\u97f3\u751f\u6210\u4efb\u52a1\u4e0a\u53d6\u5f97\u4e86\u5177\u6709\u7ade\u4e89\u529b\u7684\u6027\u80fd\uff0c\u5e76\u5728\u591a\u9879\u53e3\u8bed\u95ee\u7b54\u57fa\u51c6\u6d4b\u8bd5\u4e2d\u4f4d\u5217\u540c\u89c4\u6a21\u6a21\u578b\u7684\u9886\u5148\u6c34\u5e73\u3002\u540c\u65f6\uff0c\u5176\u5728\u97f3\u9891\u7406\u89e3\u3001\u8bed\u97f3\u51fd\u6570\u8c03\u7528\u3001\u8bed\u97f3\u6307\u4ee4\u9075\u5faa\u4ee5\u53ca\u8bed\u97f3\u5171\u60c5\u7b49\u4efb\u52a1\u4e0a\u4ea6\u5c55\u73b0\u51fa\u5ab2\u7f8e\u751a\u81f3\u4f18\u4e8e\u540c\u7c7b\u6a21\u578b\u7684\u8868\u73b0\u3002\u6784\u5efa\u4e86 <strong>Fun-Audio-Chat-Duplex<\/strong>\uff0c\u4e00\u79cd\u5168\u53cc\u5de5\u53d8\u4f53\uff0c\u5728\u53e3\u8bed\u95ee\u7b54\u57fa\u51c6\u4e0e\u5168\u53cc\u5de5\u4ea4\u4e92\u573a\u666f\u4e2d\u5747\u53d6\u5f97\u4e86\u4f18\u5f02\u6027\u80fd\u3002<\/p>\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\/2026\/01\/image-845x1024.png\" alt=\"\" class=\"wp-image-29887\" width=\"344\" height=\"417\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/01\/image-845x1024.png 845w, http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/01\/image-248x300.png 248w, http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/01\/image-768x931.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/01\/image.png 877w\" sizes=\"(max-width: 344px) 100vw, 344px\" \/><figcaption>Spoken QA tasks\uff1a\u5176\u4e2dMimo-Auido \u8fdb\u884c\u5927\u89c4\u6a21\u8bed\u97f3\u9884\u8bad\u7ec3<\/figcaption><\/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\/2026\/01\/image-1-830x1024.png\" alt=\"\" class=\"wp-image-29888\" width=\"313\" height=\"386\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/01\/image-1-830x1024.png 830w, http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/01\/image-1-243x300.png 243w, http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/01\/image-1-768x947.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/01\/image-1.png 852w\" sizes=\"(max-width: 313px) 100vw, 313px\" \/><figcaption>other tasks<\/figcaption><\/figure>\n\n\n\n<h1>Introduction<\/h1>\n\n\n\n<p>\u73b0\u6709\u8bed\u97f3\u5927\u6a21\u578b\u9762\u4e34\u4ee5\u4e0b\u6311\u6218\uff1a<\/p>\n\n\n\n<ul><li>\u8bed\u97f3token\u4e0e\u6587\u672ctoken\u901f\u7387\u4e0d\u5339\u914d\uff0c\u8de8\u6a21\u6001\u5bf9\u9f50\u65f6<strong>\u591a\u4e2a\u8bed\u97f3\u5e27\u6620\u5c04\u5230\u5355\u4e2a\u6587\u672c token \u7684\u8bed\u4e49\u7a7a\u95f4<\/strong>\uff0c\u4f1a\u5f71\u54cd\u8bed\u4e49\u4fe1\u606f\u4e14LLM \u96be\u4ee5\u590d\u7528\u5176\u539f\u751f token-level \u63a8\u7406\u80fd\u529b\uff1b<\/li><li>\u591a\u6a21\u6001\u7684\u9884\u8bad\u7ec3\u4e0e\u540e\u8bad\u7ec3\uff0c\u4f1a\u5bfc\u81f4\u5176\u539f\u6709\u77e5\u8bc6\u53d1\u751f\u707e\u96be\u6027\u9057\u5fd8\uff1b<\/li><li>\u9891\u5e27\u7387\u901a\u5e38\u8f83\u9ad8\uff08\u5982 12.5Hz \u6216 25Hz\uff09\uff0c\u6574\u4f53\u8ba1\u7b97\u6210\u672c\u504f\u9ad8\uff0c\u9650\u5236\u4e86\u6a21\u578b\u5728\u5b9e\u9645\u573a\u666f\u90e8\u7f72\u3002<\/li><\/ul>\n\n\n\n<p>\u9488\u5bf9\u4ee5\u4e0a\u95ee\u9898\uff0c\u63d0\u51fa&nbsp;<strong>Fun-Audio-Chat<\/strong>\uff1a<\/p>\n\n\n\n<ul><li>\u5927\u89c4\u6a21\u540e\u8bad\u7ec3\u4e0e\u6a21\u578b\u6269\u5c55\u80fd\u529b\u3002\u57fa\u4e8e<strong>DrVoice<\/strong>\u7684\u4e24\u9879\u5173\u952e\u521b\u65b0\u2014\u2014<strong>\u53cc\u5206\u8fa8\u7387\u8bed\u97f3\u8868\u5f81\uff08DRSR\uff09\u67b6\u6784<\/strong> \u4e0e <strong>Core-Cocktail \u8bad\u7ec3\u7b56\u7565<\/strong>\u2014\u2014\u57fa\u7840\u4e0a\uff0c\u8fdb\u4e00\u6b65\u6269\u5c55\u5230\u663e\u8457\u66f4\u5927\u7684\u6570\u636e\u4e0e\u6a21\u578b\u89c4\u6a21\uff0c\u5305\u62ec\u8986\u76d6 <strong>\u6570\u767e\u4e07\u5c0f\u65f6\u7684\u591a\u6837\u5316\u97f3\u9891\u6570\u636e<\/strong>\uff0c\u4ee5\u53ca <strong><strong>dense\u00a0<\/strong> 8B \u53c2\u6570\u6a21\u578b\u4e0e MoE 30B-A3B \u53c2\u6570\u6a21\u578b<\/strong>\u3002DRSR \u4f9d\u6258\u4e8e <strong>\u4e3b\u5e72 LLM \u7684\u9ad8\u6548 5Hz \u5904\u7406<\/strong> \u4e0e <strong>25Hz \u751f\u6210\u5934<\/strong>\uff0c\u5373\u4f7f\u5728\u66f4\u5927\u89c4\u6a21\u8bad\u7ec3\u4e2d\uff0c\u4ecd\u80fd\u4fdd\u6301\u9ad8\u8ba1\u7b97\u6548\u7387\uff08\u8bad\u7ec3 GPU \u65f6\u957f\u7ea6 <strong>\u964d\u4f4e 50%<\/strong>\uff09\uff1b\u540c\u65f6\uff0c<strong>Core-Cocktail \u8bad\u7ec3\u7b56\u7565<\/strong> \u901a\u8fc7 <strong>\u4e24\u9636\u6bb5\u8bad\u7ec3\u3001\u5206\u9636\u6bb5\u5b66\u4e60\u7387\u53ca\u4e2d\u95f4\u6a21\u578b\u5408\u5e76\u673a\u5236<\/strong>\uff0c\u5728 <strong>8B \u4e0e 30B-A3B \u6a21\u578b<\/strong> \u4e2d\u5747\u6709\u6548\u7f13\u89e3\u4e86\u707e\u96be\u6027\u9057\u5fd8\u95ee\u9898\u3002<\/li><li>\u591a\u4efb\u52a1 DPO \u8bad\u7ec3\u4ee5\u63d0\u5347\u9c81\u68d2\u6027\u4e0e\u6cdb\u5316\u80fd\u529b\u3002<strong>DPO \u8bad\u7ec3<\/strong>\u589e\u5f3a Fun-Audio-Chat \u7684\u80fd\u529b\uff0c\u5305\u62ec\uff1a<strong>\u5bf9\u771f\u5b9e\u8bed\u97f3\u6570\u636e\u7684\u9c81\u68d2\u6027\u3001\u6307\u4ee4\u9075\u5faa\u80fd\u529b\u3001\u97f3\u9891\u7406\u89e3\u80fd\u529b\u4ee5\u53ca\u8bed\u97f3\u5171\u60c5\u80fd\u529b<\/strong>\u3002\u901a\u8fc7\u591a\u4efb\u52a1 DPO \u8bad\u7ec3\uff0cFun-Audio-Chat \u83b7\u5f97\u4e86\u8d85\u8d8a\u57fa\u7840\u8bed\u97f3-\u6587\u672c\u4ea4\u4e92\u7684<strong>\u9ad8\u7ea7\u80fd\u529b<\/strong>\uff0c\u5305\u62ec <strong>\u8bed\u97f3\u51fd\u6570\u8c03\u7528\u3001\u8bed\u97f3\u6307\u4ee4\u9075\u5faa\uff0c\u4ee5\u53ca\u8bed\u97f3\u5171\u60c5\uff08\u8bc6\u522b\u5e76\u63a8\u7406\u7528\u6237\u60c5\u7eea\u72b6\u6001\u5e76\u751f\u6210\u5177\u6709\u5171\u60c5\u7279\u8d28\u7684\u54cd\u5e94\uff09<\/strong>\uff0c\u4f7f\u6a21\u578b\u80fd\u591f\u4ee5\u9002\u5f53\u7684\u60c5\u611f\u667a\u80fd\u4e0e\u529f\u80fd\u6267\u884c\u80fd\u529b\uff0c\u7406\u89e3\u5e76\u5e94\u5bf9\u590d\u6742\u8bed\u97f3\u4ea4\u4e92\u573a\u666f\u3002<\/li><li><strong>\u5168\u53cc\u5de5\u8bed\u97f3\u4ea4\u4e92\u80fd\u529b\u3002Fun-Audio-Chat-Duplex<\/strong>\uff0c\u4e00\u79cd\u652f\u6301<strong>\u53cc\u5411\u540c\u65f6\u8bed\u97f3\u901a\u4fe1\u7684\u5168\u53cc\u5de5\u53d8\u4f53<\/strong>\u3002\u8be5\u6a21\u578b\u5728\u53e3\u8bed\u95ee\u7b54\u57fa\u51c6\u4efb\u52a1\u4e0a\u8868\u73b0\u51fa\u5177\u6709\u7ade\u4e89\u529b\u7684\u6027\u80fd\uff0c\u540c\u65f6\u5728\u5168\u53cc\u5de5\u4ea4\u4e92\u6307\u6807\u4e0a\u4ea6\u53d6\u5f97\u4f18\u5f02\u7ed3\u679c\uff0c\u5c55\u73b0\u51fa\u5728\u81ea\u7136\u5bf9\u8bdd\u4e0e\u8f6e\u6d41\u53d1\u8a00\uff08turn-taking\uff09\u65b9\u9762\u7684\u5f3a\u5927\u80fd\u529b\u3002<\/li><\/ul>\n\n\n\n<h1>Methodology<\/h1>\n\n\n\n<div class=\"wp-block-group\"><div class=\"wp-block-group__inner-container\">\n<p class=\"has-light-gray-background-color has-background\"><em>ps\uff1a DrVoice\uff1a<a href=\"https:\/\/arxiv.org\/pdf\/2506.09349\">https:\/\/arxiv.org\/pdf\/2506.09349<\/a><\/em><\/p>\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\/2026\/01\/image-2-1024x668.png\" alt=\"\" class=\"wp-image-29891\" width=\"502\" height=\"327\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/01\/image-2-1024x668.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/01\/image-2-300x196.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/01\/image-2-768x501.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/01\/image-2.png 1076w\" sizes=\"(max-width: 502px) 100vw, 502px\" \/><\/figure>\n<\/div><\/div>\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\/12\/image-49.png\" alt=\"\" class=\"wp-image-29876\" width=\"401\" height=\"407\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/12\/image-49.png 793w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/12\/image-49-296x300.png 296w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/12\/image-49-768x780.png 768w\" sizes=\"(max-width: 401px) 100vw, 401px\" \/><figcaption>\u8bed\u97f3\u8f93\u5165\u7ecf\u8fc7 <strong>MLLM\uff08\u591a\u6a21\u6001\u5927\u8bed\u8a00\u6a21\u578b\uff09<\/strong> \u7684 <strong>Tokenization<\/strong>\u3001<strong>\u5206\u7ec4\u5904\u7406<\/strong> \u548c <strong>\u7f16\u7801<\/strong>\uff0c\u5206\u522b\u7528\u4e8e\u4e24\u79cd\u81ea\u56de\u5f52\u9884\u6d4b\u4efb\u52a1\uff1a<strong>Text Head<\/strong>\uff1a\u9884\u6d4b\u6587\u672c token\uff0c<strong>Speech Refined Head\uff08SRH\uff09<\/strong>\uff1a\u9884\u6d4b\u8bed\u97f3 token\u3002\u751f\u6210\u7684\u8bed\u97f3 token \u968f\u540e\u901a\u8fc7 <strong>speech detokenizer<\/strong> \u8f6c\u6362\u4e3a\u8bed\u97f3\u6ce2\u5f62\u3002\u9700\u8981\u6ce8\u610f\u7684\u662f\uff1aSRH \u901a\u8fc7 <strong>5 \u6b21\u81ea\u56de\u5f52\u524d\u5411\u4f20\u64ad<\/strong> \u751f\u6210 <strong>5 \u4e2a\u8bed\u97f3 token<\/strong>\uff0c\u5176\u4e2d 5 \u4e3a\u5206\u7ec4\u56e0\u5b50\u3002<\/figcaption><\/figure>\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\/12\/image-48.png\" alt=\"\" class=\"wp-image-29875\" width=\"396\" height=\"399\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/12\/image-48.png 811w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/12\/image-48-298x300.png 298w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/12\/image-48-150x150.png 150w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/12\/image-48-768x774.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/12\/image-48-120x120.png 120w\" sizes=\"(max-width: 396px) 100vw, 396px\" \/><figcaption>Fun-Audio-Chat \u7684\u5168\u53cc\u5de5\u901a\u4fe1\u6a21\u5f0f<\/figcaption><\/figure>\n\n\n\n<p>\u4e0a\u56fe\u5c55\u793a\u4e86 Fun-Audio-Chat \u53ca\u5176\u5168\u53cc\u5de5\u53d8\u4f53 Fun-Audio-Chat-Duplex \u7684\u67b6\u6784\u3002<\/p>\n\n\n\n<p>Fun-Audio-Chat \u7684\u6846\u67b6\u4e3b\u8981\u7531\u4e09\u4e2a\u6a21\u5757\u7ec4\u6210\uff1a<\/p>\n\n\n\n<ol><li><strong>\u8bed\u97f3\u8f93\u5165\u5904\u7406\u6a21\u5757<\/strong>\uff1a\u901a\u8fc7 <strong>Speech Encoder<\/strong> \u4e0e <strong>Speech Tokenizer<\/strong> \u5c06\u539f\u59cb\u97f3\u9891\u6ce2\u5f62\u8f6c\u6362\u4e3a\u7ed3\u6784\u5316\u8868\u793a\uff0c\u5206\u522b\u7528\u4e8e\u7528\u6237\u7aef\uff08User\uff09\u548c\u52a9\u624b\u7aef\uff08Assistant\uff09\u3002<\/li><li><strong>\u591a\u6a21\u6001\u5927\u8bed\u8a00\u6a21\u578b<\/strong>\uff1a\u6574\u5408 <strong>\u5171\u4eab LLM \u4e3b\u5e72<\/strong> \u4e0e\u4e13\u95e8\u7684 <strong>Text Head<\/strong> \u548c <strong>Speech Refined Head\uff08SRH\uff09<\/strong>\uff0c\u7528\u4e8e\u751f\u6210\u6587\u672c token \u4e0e\u8bed\u97f3 token\u3002<\/li><li><strong>Speech Detokenizer<\/strong>\uff1a\u5c06\u751f\u6210\u7684\u8bed\u97f3 token \u91cd\u5efa\u4e3a\u97f3\u9891\u6ce2\u5f62\u3002<\/li><\/ol>\n\n\n\n<p>\u8be5\u67b6\u6784\u5b9e\u73b0\u4e86<strong>\u7edf\u4e00\u7684\u97f3\u9891-\u6587\u672c\u7f16\u7801<\/strong>\u548c<strong>\u540c\u6b65\u7684\u8bed\u97f3-\u6587\u672c\u751f\u6210<\/strong>\u3002\u5728\u63a8\u7406\u9636\u6bb5\uff0c\u65e0\u8bba\u8f93\u5165\u4e3a\u6587\u672c\u8fd8\u662f\u8bed\u97f3\uff0c\u5747\u4f1a\u88ab\u8f6c\u6362\u5230\u4e00\u4e2a<strong>\u7edf\u4e00\u7684\u8bed\u4e49\u8868\u793a\u7a7a\u95f4<\/strong>\uff0c\u7531 MLLM \u5904\u7406\uff0c\u4ece\u800c\u901a\u8fc7 <strong>SRH<\/strong> \u548c <strong>Text Head<\/strong> \u540c\u65f6\u751f\u6210\u8bed\u97f3\u548c\u6587\u672c\u8f93\u51fa\u3002<\/p>\n\n\n\n<h2>Speech Tokenization and Detokenization<\/h2>\n\n\n\n<p>Fun-Audio-Chat \u91c7\u7528 <strong>Whisper-Large-v3<\/strong>\u4f5c\u4e3a <strong>\u8bed\u97f3\u7f16\u7801\u5668<\/strong>\uff0c\u4ece\u7528\u6237\u8bed\u97f3\u8f93\u5165\u4e2d\u63d0\u53d6\u8fde\u7eed\u8868\u5f81\u3002\u968f\u540e\uff0c <strong>Adapter \u6a21\u5757<\/strong> \u5bf9\u8fd9\u4e9b\u7279\u5f81\u8fdb\u884c<strong>\u65f6\u95f4\u5206\u8fa8\u7387\u964d\u91c7\u6837<\/strong>\uff0c\u5e76\u5c06\u5176\u7ef4\u5ea6\u5339\u914d\u5230 LLM \u7684\u9690\u85cf\u7a7a\u95f4\u3002<\/p>\n\n\n\n<p>\u9274\u4e8e\u8bed\u4e49 token \u5728\u8bed\u97f3\u8868\u5f81\u4e2d\u7684\u6709\u6548\u6027\u5176\uff0c\u5c24\u662f\u5176\u4e0e\u6587\u672c\u5185\u5bb9\u7684\u9ad8\u5ea6\u5bf9\u5e94\u6027\uff0c\u91c7\u7528 <a href=\"https:\/\/github.com\/xingchensong\/S3Tokenizer\" target=\"_blank\" rel=\"noreferrer noopener\"><strong>S3Tokenizer<\/strong> <\/a>\u4f5c\u4e3a <strong>\u8bed\u97f3\u5206\u8bcd\u5668<\/strong>\uff0c\u5c06\u97f3\u9891\u6ce2\u5f62\u8f6c\u6362\u4e3a\u79bb\u6563\u7684\u8bed\u4e49 token \u5e8f\u5217\u3002<em>S=[s0\u200b,s1\u200b,\u2026,sT\u22121\u200b]<\/em>\u5176\u4e2d T \u8868\u793a\u5e8f\u5217\u957f\u5ea6\uff0c\u7528\u4e8e\u52a9\u624b\u7aef\uff08Assistant\uff09\u7684\u8f93\u51fa\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\/2026\/01\/image-3.png\" alt=\"\" class=\"wp-image-29899\" width=\"518\" height=\"372\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/01\/image-3.png 553w, http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/01\/image-3-300x215.png 300w\" sizes=\"(max-width: 518px) 100vw, 518px\" \/><figcaption>S3Tokenizer \u6700\u521d\u662f\u5728 CosyVoice&nbsp;<a href=\"https:\/\/arxiv.org\/abs\/2407.04051v2\">[\u8bba\u6587]<\/a>&nbsp;<a href=\"https:\/\/github.com\/FunAudioLLM\/CosyVoice\">[\u4ee3\u7801\u5e93]<\/a>&nbsp;\u4e2d\u5f15\u5165\u7684\uff0c\u5b83\u662f\u4e00\u4e2a\u57fa\u4e8e\u9884\u8bad\u7ec3\u7684 SenseVoice-Large \u6a21\u578b\u7684\u76d1\u7763\u8bed\u4e49\u8bed\u97f3\u5206\u8bcd\u5668\uff0c\u5b83\u589e\u5f3a\u4e86\u63d0\u53d6\u7684\u8bcd\u5143\u4e0e\u6587\u672c\u548c\u526f\u8bed\u8a00\u4fe1\u606f\u7684\u8bed\u4e49\u5173\u7cfb\uff0c\u5bf9\u6570\u636e\u566a\u58f0\u5177\u6709\u9c81\u68d2\u6027\uff0c\u5e76\u51cf\u5c11\u4e86\u5bf9\u5e72\u51c0\u6570\u636e\u6536\u96c6\u7684\u4f9d\u8d56\uff0c\u4ece\u800c\u4f7f\u6a21\u578b\u8bad\u7ec3\u53ef\u4ee5\u4f7f\u7528<strong>\u66f4\u5e7f\u6cdb\u7684\u6570\u636e\u6765\u6e90<\/strong>\u3002<\/figcaption><\/figure><\/div>\n\n\n\n<p>\u5728\u9006\u5411\u8fc7\u7a0b\u4e2d\uff0c<strong>Speech Detokenizer<\/strong> [CosyVoice3\u7684\u6a21\u578b\u89e3\u7801\u5408\u6210\u97f3\u9891]\u5229\u7528 speaker-specific embeddings \u7f16\u7801\u97f3\u8272\u7b49\u58f0\u5b66\u7279\u5f81\u3002\u968f\u540e\uff0c<strong>Flow Matching \u6a21\u578b <\/strong>\u5c06\u8fd9\u4e9b token \u8f6c\u6362\u4e3a Mel \u9891\u8c31\u8868\u793a\uff0c\u518d\u901a\u8fc7 <strong>HiFi-GAN \u58f0\u7801\u5668<\/strong> \u5c06 Mel \u9891\u8c31\u91cd\u5efa\u4e3a\u97f3\u9891\u6ce2\u5f62\u3002<\/p>\n\n\n\n<h2>Dual-Resolution Speech Representations (DRSR)<\/h2>\n\n\n\n<p>\u4e3a\u4e86\u5728\u652f\u6301\u8de8\u6a21\u6001\u80fd\u529b\u7684\u540c\u65f6 <strong>\u4fdd\u6301\u9884\u8bad\u7ec3\u6587\u672c LLM \u7684\u6587\u672c\u80fd\u529b<\/strong>\uff0cFun-Audio-Chat \u91c7\u7528\u4e86\u5148\u524d\u5de5\u4f5c <strong>DrVoice<\/strong>\u4e2d\u63d0\u51fa\u7684 <strong>\u53cc\u5206\u8fa8\u7387\u8bed\u97f3\u8868\u5f81\uff08Dual-Resolution Speech Representations\uff0cDRSR\uff09<\/strong> \u67b6\u6784\u3002\u8be5\u67b6\u6784\u6709\u6548\u89e3\u51b3\u4e86 <strong>\u8bed\u97f3 token\uff08\u901a\u5e38\u7ea6 25Hz\uff09\u4e0e\u6587\u672c token\uff08\u7ea6 3Hz\uff09\u4e4b\u95f4\u7684\u65f6\u95f4\u5206\u8fa8\u7387\u4e0d\u5339\u914d\u95ee\u9898<\/strong>\uff0c\u540c\u65f6\u63d0\u5347\u8ba1\u7b97\u6548\u7387\uff0c\u5e76\u5b9e\u73b0\u9ad8\u8d28\u91cf\u8bed\u97f3\u751f\u6210\u3002<\/p>\n\n\n\n<p><strong>\u8bed\u97f3 Token \u5206\u7ec4<\/strong>\u3002\u4e3a\u5f25\u5408\u65f6\u95f4\u5206\u8fa8\u7387\u5dee\u5f02\uff0c\u91c7\u7528 DrVoice\u4e2d\u7684\u5206\u7ec4\u6280\u672f\uff0c\u5c06 <strong>25Hz \u7684\u8bed\u97f3 token<\/strong> \u8f6c\u6362\u4e3a <strong>5Hz \u7684\u8868\u793a<\/strong>\uff0c\u5e76\u8f93\u5165\u81f3 <strong>\u5171\u4eab LLM \u4e3b\u5e72<\/strong>\u3002\u8be5\u5206\u7ec4\u53d8\u6362\u53ef\u8868\u793a\u4e3a\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\/2026\/01\/image-4.png\" alt=\"\" class=\"wp-image-29907\" width=\"329\" height=\"41\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/01\/image-4.png 506w, http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/01\/image-4-300x37.png 300w\" sizes=\"(max-width: 329px) 100vw, 329px\" \/><\/figure><\/div>\n\n\n\n<p>\u5176\u4e2d&nbsp;<em>\ud835\udc2c<\/em><sub><em>j<\/em>&nbsp;<\/sub>\u8868\u793a\u5355\u4e2a\u8bed\u97f3 Token \uff0c<em>Concat&nbsp;<\/em>\u8868\u793a\u4e32\u8054\uff0c<em>k=5&nbsp;<\/em>\u662f\u57fa\u4e8e\u8bed\u97f3 Token \u9891\u7387 (25Hz) \u4e0e\u6240\u9700 LLM \u5904\u7406\u9891\u7387 (5Hz) \u4e4b\u6bd4\u7684\u5206\u7ec4\u56e0\u5b50\u3002\u8fd9\u79cd\u673a\u5236\u5c06\u5e8f\u5217\u957f\u5ea6\u4ece<em>T<\/em>\u51cf\u5c11\u5230<em>T\/k<\/em>\uff0c\u5141\u8bb8\u5171\u4eabLLM\u4ee55Hz\u5e27\u901f\u7387\u8fd0\u884c\uff0c\u8fd9\u5927\u5927\u51cf\u5c11\u4e86\u8ba1\u7b97\u5f00\u9500\uff08\u8bad\u7ec3GPU\u65f6\u95f4\u51cf\u5c11\u4e86\u5927\u7ea650%\uff09\uff0c\u540c\u65f6\u4fdd\u7559\u4e86LLM\u7684\u8bed\u4e49\u63a8\u7406\u80fd\u529b\u3002<\/p>\n\n\n\n<p><strong>Speech Refined Head (SRH).<\/strong>\u5206\u7ec4\u673a\u5236\u63d0\u5347\u4e86\u8ba1\u7b97\u6548\u7387\uff0c\u4f46\u5176\u540c\u65f6\u4f1a\u4e22\u5931\u5bf9<strong>\u81ea\u7136\u8bed\u97f3\u5408\u6210\u81f3\u5173\u91cd\u8981\u7684\u7ec6\u7c92\u5ea6\u58f0\u5b66\u4fe1\u606f<\/strong>\u3002\u4e3a\u5f25\u8865\u8fd9\u4e00\u4e0d\u8db3\uff0cFun-Audio-Chat \u5f15\u5165\u4e86\u4e00\u4e2a\u4e13\u7528\u7684 <strong>SRH<\/strong>\uff0c\u7528\u4e8e\u5728 <strong>\u5b8c\u6574\u7684 25Hz \u5206\u8fa8\u7387<\/strong>\u4e0b\u751f\u6210\u8bed\u97f3 token\u3002SRH \u6267\u884c\u4e00\u79cd<strong>\u53cd\u5206\u7ec4\uff08ungrouping\uff09\u64cd\u4f5c<\/strong>\uff0c\u6765\u81ea <strong>\u5171\u4eab LLM \u7684\u6700\u7ec8\u9690\u85cf\u72b6\u6001<\/strong><em>h<sub>L<\/sub><sup>[SLLM]<\/sup><\/em>\u9996\u5148\u901a\u8fc7<strong>\u7ebf\u6027\u6295\u5f71<\/strong>\u88ab\u8f6c\u6362\u4e3a\u4e0e\u5206\u7ec4\u5927\u5c0f\u4e00\u81f4\u7684\u5d4c\u5165\u8868\u793a\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\/2026\/01\/image-5.png\" alt=\"\" class=\"wp-image-29910\" width=\"347\" height=\"39\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/01\/image-5.png 545w, http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/01\/image-5-300x34.png 300w\" sizes=\"(max-width: 347px) 100vw, 347px\" \/><\/figure><\/div>\n\n\n\n<p>\u63a5\u4e0b\u6765\u5206\u89e3\u4e3a&nbsp;k&nbsp;\u6bb5\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\/2026\/01\/image-6.png\" alt=\"\" class=\"wp-image-29913\" width=\"327\" height=\"29\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/01\/image-6.png 487w, http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/01\/image-6-300x26.png 300w\" sizes=\"(max-width: 327px) 100vw, 327px\" \/><\/figure><\/div>\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\/2026\/01\/image-8.png\" alt=\"\" class=\"wp-image-29916\" width=\"164\" height=\"29\"\/><\/figure><\/div>\n\n\n\n<p>\u751f\u6210\u7684&nbsp;\ud835\udc07&nbsp;\u4e3a SRH \u63d0\u4f9b\u6761\u4ef6\u4e0a\u4e0b\u6587\uff0cSRH \u4ee5 25Hz \u81ea\u56de\u5f52\u65b9\u5f0f\u751f\u6210\u8bed\u97f3\u6807\u8bb0\u3002&nbsp;\u8bad\u7ec3\u76ee\u6807\u4f18\u5316\u8bed\u97f3\u6807\u8bb0\u9884\u6d4b\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\/2026\/01\/image-7.png\" alt=\"\" class=\"wp-image-29915\" width=\"269\" height=\"63\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/01\/image-7.png 411w, http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/01\/image-7-300x70.png 300w\" sizes=\"(max-width: 269px) 100vw, 269px\" \/><\/figure><\/div>\n\n\n\n<p>\u5176\u4e2d&nbsp;<em>si<\/em>&nbsp;\u8868\u793a\u7b2c<em>&nbsp;i&nbsp;<\/em>\u4e2a\u8bed\u97f3\u6807\u8bb0\u3002&nbsp;\u8fd9\u79cd\u53cc\u5206\u8fa8\u7387\u6846\u67b6\u5141\u8bb8 Fun-Audio-Chat \u9075\u5faa DrVoice&nbsp;\u4e2d\u5efa\u7acb\u7684\u8bbe\u8ba1\u539f\u5219\uff0c\u540c\u65f6\u5b9e\u73b0\u8ba1\u7b97\u6548\u7387\uff08\u5171\u4eab LLM \u5c42\u4e2d\u7684 5Hz \u5904\u7406\uff09\u548c\u9ad8\u4fdd\u771f\u8bed\u97f3\u5408\u6210\uff08\u901a\u8fc7 SRH \u751f\u6210 25Hz\uff09\u3002<\/p>\n\n\n\n<h2>Multimodal Large Language Model (MLLM)<\/h2>\n\n\n\n<p>MLLM \u67b6\u6784\u5728\u9884\u8bad\u7ec3\u6587\u672c LLM \u7684\u57fa\u7840\u4e0a\u8fdb\u884c\u6269\u5c55\uff0c\u4f7f\u5176\u5177\u5907\u7edf\u4e00\u7684\u97f3\u9891-\u6587\u672c\u5904\u7406\u80fd\u529b\uff0c\u4ece\u800c\u80fd\u591f\u63a5\u6536\u8bed\u97f3\u6216\u6587\u672c\u4efb\u4e00\u6a21\u6001\u8f93\u5165\uff0c\u5e76\u540c\u65f6\u751f\u6210\u8bed\u97f3\u4e0e\u6587\u672c\u8f93\u51fa\u3002Fun-Audio-Chat \u5c5e\u4e8e\u5e76\u884c\u5f0f\u8054\u5408\u8bed\u97f3-\u6587\u672c\u6a21\u578b\u3002\u501f\u9274 <strong>Moshi<\/strong> \u7684\u505a\u6cd5\uff0c\u6211\u4eec\u5728\u6a21\u578b\u4e2d\u5f15\u5165 <strong>\u663e\u5f0f\u6587\u672c\u6d41<\/strong>\uff0c\u7528\u4e8e\u4e3a\u8bed\u97f3\u751f\u6210\u63d0\u4f9b\u8bed\u4e49\u5f15\u5bfc\u3002\u6a21\u578b\u8bbe\u8ba1\u4ec5\u5728 <strong>\u52a9\u624b\u4fa7<\/strong>\u8fdb\u884c\u6a21\u6001\u5bf9\u9f50\uff0c\u8fd9\u53cd\u6620\u4e86\u4eba\u673a\u5bf9\u8bdd\u4e2d\u7684<strong>\u56fa\u6709\u975e\u5bf9\u79f0\u6027<\/strong>\uff1a\u7528\u6237\u901a\u5e38\u53ea\u63d0\u4f9b<strong>\u5355\u4e00\u6a21\u6001\u8f93\u5165\uff08\u6587\u672c\u6216\u8bed\u97f3\uff09<\/strong>\uff0c\u800c\u52a9\u624b\u5219\u80fd\u591f\u8f93\u51fa<strong>\u534f\u8c03\u4e00\u81f4\u7684\u591a\u6a21\u6001\u54cd\u5e94<\/strong>\uff08\u5373\u8054\u5408\u8bed\u97f3-\u6587\u672c\u8f93\u51fa\u6216\u4ec5\u6587\u672c\u8f93\u51fa\uff09\u3002<\/p>\n\n\n\n<p>\u6a21\u578b\u5229\u7528 LLM \u7684<strong>\u81ea\u56de\u5f52\u7279\u6027<\/strong>\uff0c\u5728\u6bcf\u4e00\u6b65\u8fed\u4ee3\u5730\u5c06 <strong>\u8bed\u97f3 token <em>s<sub>t<\/sub>\u200b<\/em><\/strong> \u4e0e <strong>\u6587\u672c token <em>t<sub>t\u200b<\/sub><\/em><\/strong> \u4e00\u5e76\u8f93\u5165\u81f3 <strong>\u5171\u4eab LLM \u5c42<\/strong>\u3002\u4e24\u7c7b token \u7684\u5d4c\u5165\u5411\u91cf\u901a\u8fc7\u9010\u5143\u7d20\u76f8\u52a0\uff08addition\uff09\u8fdb\u884c\u878d\u5408\uff0c\u5f62\u6210\u7edf\u4e00\u7684\u8f93\u5165\u8868\u793a\u3002\u7b2c t\u6b65\u7684\u590d\u5408\u5d4c\u5165\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\/2026\/01\/image-9.png\" alt=\"\" class=\"wp-image-29923\" width=\"260\" height=\"35\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/01\/image-9.png 356w, http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/01\/image-9-300x40.png 300w\" sizes=\"(max-width: 260px) 100vw, 260px\" \/><\/figure><\/div>\n\n\n\n<p>\u5176\u4e2d\uff0c<em>E<sub>speech<\/sub><\/em><sub>\u200b <\/sub>\u4e0e<em>E<sub>text\u200b<\/sub> <\/em>\u5206\u522b\u8868\u793a\u8bed\u97f3\u4e0e\u6587\u672c token \u7684\u5d4c\u5165\u51fd\u6570\u3002\u4e3a\u89e3\u51b3\u8bed\u97f3\u5e8f\u5217\u4e0e\u6587\u672c\u5e8f\u5217\u5728\u957f\u5ea6\u4e0a\u7684\u4e0d\u5339\u914d\u95ee\u9898\uff0c\u6211\u4eec\u5bf9\u8f83\u77ed\u7684\u5e8f\u5217\u8fdb\u884c\u586b\u5145\uff0c\u5e76\u5728\u6bcf\u4e2a\u8bdd\u8bed\u4e2d\u4f7f\u7528\u7279\u6b8a\u9759\u97f3\u6807\u8bb0 &lt;|SIL|>\u4f5c\u4e3a\u586b\u5145\u503c\u3002<\/p>\n\n\n\n<p>\u6a21\u578b\u7684\u751f\u6210\u8fc7\u7a0b\u9075\u5faa\u81ea\u56de\u5f52\u8303\u5f0f\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\/2026\/01\/image-10.png\" alt=\"\" class=\"wp-image-29926\" width=\"298\" height=\"50\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/01\/image-10.png 403w, http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/01\/image-10-300x50.png 300w\" sizes=\"(max-width: 298px) 100vw, 298px\" \/><\/figure><\/div>\n\n\n\n<p>\u5176\u4e2d\uff0cx \u8868\u793a\u8f93\u5165\uff0c<em>y<sub>t\u200b<\/sub>=(s<sub>t<\/sub>\u200b,t<sub>t\u200b<\/sub>)<\/em> \u8868\u793a\u5728\u65f6\u95f4\u6b65 t \u7684\u8054\u5408\u8bed\u97f3\u2013\u6587\u672c\u8f93\u51fa\u3002\u8be5\u5efa\u6a21\u65b9\u5f0f\u5728\u540c\u4e00\u81ea\u56de\u5f52\u8fc7\u7a0b\u4e2d\u7edf\u4e00\u4e86\u8bed\u97f3\u4e0e\u6587\u672c\u7684\u8054\u5408\u751f\u6210\u3002<\/p>\n\n\n\n<h2>Post-Training<\/h2>\n\n\n\n<p>Fun-Audio-Chat \u57fa\u4e8e\u5df2\u6709\u7684\u9884\u8bad\u7ec3\u6a21\u578b\u6784\u5efa\uff0c\u5e76\u91c7\u7528\u591a\u9636\u6bb5\u540e\u8bad\u7ec3\u6d41\u7a0b\u8fdb\u884c\u8bad\u7ec3\uff0c\u5229\u7528\u8986\u76d6\u591a\u9886\u57df\u3001\u591a\u4efb\u52a1\u7684\u6570\u767e\u4e07\u5c0f\u65f6\u8bed\u97f3\u6570\u636e\uff0c\u5176\u4e2d\u5305\u62ec\u5bf9\u8bdd\u8bed\u97f3\u4e0e\u591a\u8bed\u8a00\u8bed\u97f3\uff0c\u4ee5\u53ca\u9762\u5411\u8bed\u97f3\u7406\u89e3\u4efb\u52a1\u7684\u97f3\u9891\u6570\u636e\uff0c\u4ece\u800c\u4fdd\u8bc1\u5bf9\u591a\u79cd\u5e94\u7528\u573a\u666f\u4e0e\u4f7f\u7528\u9700\u6c42\u7684\u5168\u9762\u8986\u76d6\u3002\u81ea\u5efa\u6570\u636e\u5219\u5305\u62ec\u6587\u672c\u3001ASR\u3001TTS\u3001\u97f3\u9891\u7406\u89e3\u3001\u8bed\u97f3\u6307\u4ee4\u8ddf\u968f\u4ee5\u53ca\u8bed\u97f3\u5171\u60c5\u6570\u636e\u3002<\/p>\n\n\n\n<p>\u6574\u4e2a\u591a\u9636\u6bb5\u8bad\u7ec3\u6d41\u7a0b\u5305\u62ec\u4ee5\u4e0b\u4e09\u4e2a\u9636\u6bb5\uff1a<br>(1) <strong>Pre-alignment<\/strong>\uff1a\u5229\u7528\u5927\u89c4\u6a21\u8bed\u97f3-\u6587\u672c\u914d\u5bf9\u6570\u636e\uff0c<strong>\u5bf9 Speech Encoder\u3001Adapter \u4e0e Speech Refined Head \u8fdb\u884c\u5bf9\u9f50\u8bad\u7ec3<\/strong>\uff1b<br>(2) <strong>Core-Cocktail \u8bad\u7ec3\u9636\u6bb5<\/strong>\uff1a\u7528\u4e8e<strong>\u76d1\u7763\u5f0f\u5168\u53c2\u6570\u5fae\u8c03<\/strong>\uff0c\u91c7\u7528\u7531 CosyVoice 3\u57fa\u4e8e\u6570\u5341\u4ebf\u6587\u672c token \u5408\u6210\u7684\u9ad8\u8d28\u91cf\u8bed\u97f3\u6570\u636e\uff0c<strong>\u5e76\u901a\u8fc7\u5408\u6210\u8bed\u97f3\u7684\u8bcd\u9519\u8bef\u7387\uff08WER\uff09\u9608\u503c\u7b5b\u9009\u5f97\u5230<\/strong>\uff1b<br>(3) <strong>\u591a\u4efb\u52a1 DPO \u8bad\u7ec3\u9636\u6bb5<\/strong>\uff1a\u5f15\u5165\u591a\u6837\u5316\u771f\u5b9e\u8bed\u97f3\u6570\u636e\u4ee5\u63d0\u5347\u9c81\u68d2\u6027\uff0c\u5f15\u5165\u97f3\u9891\u7406\u89e3\u4e0e ASR \u6570\u636e\u4ee5\u589e\u5f3a\u7406\u89e3\u4e0e\u611f\u77e5\u80fd\u529b\uff0c\u540c\u65f6\u4f7f\u7528\u6307\u4ee4\u8ddf\u968f\u6570\u636e\uff08\u5305\u542b\u60c5\u611f\u3001\u98ce\u683c\u4e0e\u97f5\u5f8b\u63a7\u5236\uff09\u4ee5\u63d0\u5347\u8bed\u97f3\u6307\u4ee4\u8ddf\u968f\u80fd\u529b\uff0c\u5e76\u7ed3\u5408\u8bed\u97f3\u5171\u60c5\u6570\u636e\u4ee5\u5f3a\u5316\u60c5\u611f\u7406\u89e3\u4e0e\u5171\u60c5\u5f0f\u54cd\u5e94\u751f\u6210\u80fd\u529b\u3002<\/p>\n\n\n\n<h3><strong>\u9884\u5bf9\u9f50\u9636\u6bb5<\/strong><\/h3>\n\n\n\n<p>Speech Encoder \u91c7\u7528 Whisper-Large-v3\u7684\u6743\u91cd\u8fdb\u884c\u521d\u59cb\u5316\uff0c\u4ece\u800c\u63d0\u4f9b\u7a33\u5065\u7684\u8bed\u97f3\u7406\u89e3\u80fd\u529b\u3002Shared LLM Layer \u4f7f\u7528 Qwen3-30B-A3B\u8fdb\u884c\u521d\u59cb\u5316\uff0c\u6216\u53ef\u66ff\u4ee3\u6027\u5730\u91c7\u7528\u89c6\u89c9-\u8bed\u8a00\u57fa\u7840\u6a21\u578b Qwen3-VL-8B\uff0c\u4ee5\u5145\u5206\u5229\u7528\u9884\u8bad\u7ec3\u6587\u672c LLM \u5f3a\u5927\u7684\u8bed\u4e49\u7406\u89e3\u80fd\u529b\u3002\u6b64\u5916\uff0c\u6765\u81ea CosyVoice 3\u7684\u9884\u8bad\u7ec3 <strong>Speech Tokenizer <\/strong>\u4e0e <strong>Speech Detokenizer<\/strong> \u88ab\u76f4\u63a5\u5f15\u5165\uff0c\u5e76\u5728 Fun-Audio-Chat \u7684\u6574\u4e2a\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u4fdd\u6301\u51bb\u7ed3\u3002<\/p>\n\n\n\n<p><strong>\u9884\u5bf9\u9f50\u8bad\u7ec3<\/strong>\uff1a\u4f7f\u7528\u5927\u89c4\u6a21\u8bed\u97f3-\u6587\u672c\u914d\u5bf9\u6570\u636e\uff0c\u5bf9 Speech Encoder\u3001Adapter \u4e0e Speech Refined Head \u8fdb\u884c\u8054\u5408\u5bf9\u9f50\u5b66\u4e60\u3002\u5728\u8be5\u9636\u6bb5\u4e2d\uff0cShared LLM Layer \u88ab\u4fdd\u6301\u51bb\u7ed3\uff0c\u4ee5\u786e\u4fdd\u5176\u9884\u8bad\u7ec3\u80fd\u529b\u4e0d\u53d7\u7834\u574f\u3002<\/p>\n\n\n\n<h3><strong>Core-Cocktail \u8bad\u7ec3\u9636\u6bb5<\/strong><\/h3>\n\n\n\n<p>\u5b9e\u9a8c\u89c2\u5bdf\u5230\uff0c<strong>\u591a\u6a21\u6001\u6a21\u578b\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u5b58\u5728\u4e00\u4e2a\u57fa\u7840\u6027\u7684\u5b66\u4e60\u7387\u6298\u8877\u95ee\u9898\uff1a\u5b66\u4e60\u7387\u8fc7\u9ad8\u5c06\u5bfc\u81f4 MLLM \u6027\u80fd\u9000\u5316\uff0c\u5e76\u52a0\u5267\u57fa\u7840\u6587\u672c LLM \u77e5\u8bc6\u7684\u707e\u96be\u6027\u9057\u5fd8\uff1b\u800c\u5b66\u4e60\u7387\u8fc7\u4f4e\u5219\u4f1a\u5bfc\u81f4\u6536\u655b\u7f13\u6162\uff0c\u751a\u81f3\u8bad\u7ec3\u505c\u6ede\u3002<\/strong>\u4e3a\u89e3\u51b3\u8fd9\u4e00\u4f18\u5316\u96be\u9898\u5e76\u907f\u514d\u77e5\u8bc6\u6d41\u5931\uff0c\u91c7\u7528\u4e86\u6b64\u524d\u5728 DrVoice\u4e2d\u63d0\u51fa\u7684 <strong>Core-Cocktail Training \u65b9\u6cd5\u8bba<\/strong>\uff0c\u5176\u6838\u5fc3\u662f\u4e00\u79cd <strong>\u4e24\u9636\u6bb5\u8bad\u7ec3\u7b56\u7565<\/strong>\u3002<\/p>\n\n\n\n<p><strong>\u9636\u6bb5\u4e00\uff1a\u9ad8\u5b66\u4e60\u7387\u5fae\u8c03\u3002<\/strong> \u5728\u8be5\u521d\u59cb\u9636\u6bb5\uff0c\u6211\u4eec\u5bf9\u5168\u90e8 MLLM \u53c2\u6570\u3001Audio Encoder \u4e0e Adapter \u8fdb\u884c\u5168\u91cf\u5fae\u8c03\uff0c\u5e76\u91c7\u7528\u8f83\u9ad8\u7684\u5b66\u4e60\u7387\u3002\u5bf9\u4e8e Fun-Audio-Chat\uff0c\u5728\u9636\u6bb5\u4e00\u4e2d\u5b66\u4e60\u7387\u6309\u7167\u4f59\u5f26\u9000\u706b\u7b56\u7565\u4ece 1\u00d710<sup>\u22124 <\/sup>\u9010\u6b65\u8870\u51cf\u81f3 1\u00d710<sup>\u22125<\/sup>\u3002\u8be5\u9636\u6bb5\u7684\u76ee\u6807\u662f\u4f7f\u6a21\u578b\u53c2\u6570\u80fd\u591f\u5feb\u901f\u8fc1\u79fb\u81f3\u66f4\u6709\u5229\u4e8e\u591a\u6a21\u6001\u5b66\u4e60\u7684\u635f\u5931\u66f2\u9762\u533a\u57df\uff0c\u4ece\u800c\u5b9e\u73b0\u5feb\u901f\u4efb\u52a1\u9002\u914d\u3002<\/p>\n\n\n\n<p><strong>\u4e2d\u95f4\u6a21\u578b\u5408\u5e76\u3002<\/strong> \u4e3a\u7f13\u89e3\u9636\u6bb5\u4e00\u9ad8\u5f3a\u5ea6\u8bad\u7ec3\u53ef\u80fd\u5e26\u6765\u7684 MLLM \u6027\u80fd\u9000\u5316\u95ee\u9898\uff0c\u5f15\u5165\u4e2d\u95f4\u6a21\u578b\u5408\u5e76\u64cd\u4f5c\u3002\u5c06\u9636\u6bb5\u4e00\u8bad\u7ec3\u540e\u7684 MLLM \u53c2\u6570 <em>M<sub>1<\/sub><\/em>\u200b \u4e0e\u539f\u59cb\u9884\u8bad\u7ec3 LLM \u53c2\u6570 <em>M<sub>0<\/sub><\/em> \u8fdb\u884c\u52a0\u6743\u63d2\u503c\uff0c\u5f97\u5230\u5408\u5e76\u6a21\u578b\uff1a                           <em>M<sub>r\u200b<\/sub>\u2190\u03b1M<sub>1<\/sub>\u200b+(1\u2212\u03b1)M<sub>0<\/sub>\u200b<\/em><\/p>\n\n\n\n<p>\u5176\u4e2d \u03b1\u7528\u4e8e\u63a7\u5236\u63d2\u503c\u5e73\u8861\u3002\u8be5\u5408\u5e76\u8fc7\u7a0b\u91cd\u65b0\u5f15\u5165\u57fa\u7840 LLM \u7684\u6838\u5fc3\u77e5\u8bc6\uff0c\u4ece\u800c\u4fdd\u62a4\u5176\u539f\u6709\u7684\u6587\u672c\u7406\u89e3\u80fd\u529b\u3002\u8f83\u5c0f\u7684 \u03b1\u503c\u5c06\u66f4\u6709\u5229\u4e8e\u4fdd\u7559\u57fa\u7840 LLM \u7684\u77e5\u8bc6\u3002\u5728\u6211\u4eec\u7684\u5b9e\u73b0\u4e2d\uff0c\u03b1=0.5\u3002<\/p>\n\n\n\n<p><strong>\u9636\u6bb5\u4e8c\uff1a\u4f4e\u5b66\u4e60\u7387\u7cbe\u8c03\u3002<\/strong> \u5728\u9636\u6bb5\u4e8c\u4e2d\uff0c\u6211\u4eec\u5bf9\u5408\u5e76\u540e\u7684\u6a21\u578b <em>M<sub>r<\/sub><\/em> \u4ee5\u66f4\u4f4e\u7684\u5b66\u4e60\u7387\u8fdb\u884c\u5168\u91cf\u5fae\u8c03\u3002\u5bf9\u4e8e Fun-Audio-Chat\uff0c\u5b66\u4e60\u7387\u540c\u6837\u6309\u4f59\u5f26\u9000\u706b\u7b56\u7565\u4ece 1\u00d710\u22125 \u8870\u51cf\u81f3 1\u00d710\u22126\u3002\u8be5\u9636\u6bb5\u5b9e\u73b0\u4e86\u7a33\u5b9a\u4e14\u7cbe\u7ec6\u7684\u4f18\u5316\uff0c\u5728\u907f\u514d\u9ad8\u5b66\u4e60\u7387\u76f8\u5173\u4e0d\u7a33\u5b9a\u6027\u7684\u540c\u65f6\u8fdb\u4e00\u6b65\u63d0\u5347\u6a21\u578b\u6027\u80fd\u3002Core-Cocktail Training \u7b56\u7565\u5728\u5feb\u901f\u9002\u914d\u4e0e\u77e5\u8bc6\u4fdd\u6301\u4e4b\u95f4\u5b9e\u73b0\u4e86\u6709\u6548\u5e73\u8861\uff0c\u663e\u8457\u7f13\u89e3\u4e86\u707e\u96be\u6027\u9057\u5fd8\u95ee\u9898\uff0c\u5e76\u4fc3\u8fdb\u9ad8\u6548\u7684\u591a\u6a21\u6001\u5b66\u4e60\u3002<\/p>\n\n\n\n<h3>\u591a\u4efb\u52a1 DPO \u8bad\u7ec3<\/h3>\n\n\n\n<p>\u5728\u5b8c\u6210 Core-Cocktail \u8bad\u7ec3\u4e4b\u540e\uff0c\u91c7\u7528\u591a\u4efb\u52a1 DPO \u8bad\u7ec3\u63d0\u5347\u6a21\u578b\u5728\u771f\u5b9e\u8bed\u97f3\u6570\u636e\u4e0a\u7684\u9c81\u68d2\u6027\u3001\u97f3\u9891\u7406\u89e3\u80fd\u529b\u3001\u8bed\u97f3\u6307\u4ee4\u9075\u5faa\u80fd\u529b\u4ee5\u53ca\u8bed\u97f3\u5171\u60c5\u80fd\u529b\u3002\u591a\u4efb\u52a1 DPO \u9636\u6bb5\u5f15\u5165\u4e86\u591a\u7ef4\u5ea6\u7684\u504f\u597d\u5b66\u4e60\u76ee\u6807\uff1a\uff081\uff09<strong>\u9c81\u68d2\u6027\u504f\u597d<\/strong>\uff1a\u66f4\u504f\u597d\u5728\u566a\u58f0\u73af\u5883\u6216\u591a\u6837\u5316\u8bed\u97f3\u8f93\u5165\u4e0b\u4ecd\u80fd\u4fdd\u6301\u8f93\u51fa\u8d28\u91cf\u7684\u54cd\u5e94\uff1b\uff082\uff09<strong>\u6307\u4ee4\u9075\u5faa\u504f\u597d<\/strong>\uff1a\u66f4\u504f\u597d\u80fd\u591f\u51c6\u786e\u9075\u5faa\u8bed\u97f3\u6307\u4ee4\uff08\u5305\u62ec\u60c5\u7eea\u3001\u98ce\u683c\u4e0e\u97f5\u5f8b\u63a7\u5236\uff09\u7684\u54cd\u5e94\uff1b\uff083\uff09<strong>\u97f3\u9891\u7406\u89e3\u504f\u597d<\/strong>\uff1a\u66f4\u504f\u597d\u4f53\u73b0\u5bf9\u97f3\u9891\u5185\u5bb9\u8fdb\u884c\u51c6\u786e\u7406\u89e3\u4e0e\u63a8\u7406\u7684\u54cd\u5e94\uff1b\uff084\uff09<strong>\u8bed\u97f3\u5171\u60c5\u504f\u597d<\/strong>\uff1a\u66f4\u504f\u597d\u80fd\u591f\u5c55\u73b0\u6070\u5f53\u60c5\u7eea\u7406\u89e3\u4e0e\u5bcc\u6709\u5171\u60c5\u53cd\u9988\u7684\u54cd\u5e94\u3002DPO \u8bad\u7ec3\u635f\u5931\u5728\u8fd9\u4e9b\u504f\u597d\u7ef4\u5ea6\u4e0a\u8054\u5408\u8ba1\u7b97\uff0c\u4ece\u800c\u4f7f\u6a21\u578b\u80fd\u591f\u5b66\u4e60\u5230\u4e00\u4e2a\u5728\u591a\u79cd\u80fd\u529b\u4e4b\u95f4\u53d6\u5f97\u5e73\u8861\u7684\u7edf\u4e00\u504f\u597d\u4fe1\u53f7\u3002\u8be5\u591a\u4efb\u52a1 DPO \u8bad\u7ec3\u9636\u6bb5\u4f7f\u6a21\u578b\u80fd\u591f\u66f4\u597d\u5730\u5bf9\u9f50\u4eba\u7c7b\u504f\u597d\uff0c\u5e76\u5728\u771f\u5b9e\u4e16\u754c\u4f1a\u8bdd\u573a\u666f\u4e2d\u8868\u73b0\u51fa\u66f4\u4f18\u6027\u80fd\uff0c\u4ece\u800c\u533a\u522b\u4e8e\u4e3b\u8981\u4f9d\u8d56\u76d1\u7763\u5fae\u8c03\u7684\u65e2\u6709\u5de5\u4f5c\u3002<\/p>\n\n\n\n<h3>\u5168\u53cc\u5de5\u4ea4\u4e92\u8bad\u7ec3<\/h3>\n\n\n\n<p>\u4e3a\u5b9e\u73b0\u5b9e\u65f6\u5168\u53cc\u5de5\u8bed\u97f3\u4ea4\u4e92\uff0c\u63d0\u51fa\u5e76\u91c7\u7528\u5e76\u884c\u8bed\u97f3\u2013\u6587\u672c\u8f93\u5165\u6d41\u67b6\u6784\uff0c\u5e76\u5c06 Fun-Audio-Chat \u6269\u5c55\u4e3a\u5168\u53cc\u5de5\u53d8\u4f53 Fun-Audio-Chat-Duplex\uff0c\u4ece\u800c\u652f\u6301\u81ea\u7136\u3001\u7c7b\u4eba\u5316\u7684\u65e0\u7f1d\u53cc\u5411\u901a\u4fe1\u3002\u5177\u4f53\u800c\u8a00\uff0c<strong>\u5e76\u884c\u8bed\u97f3\u2013\u6587\u672c\u8f93\u5165\u6d41\u5141\u8bb8\u6a21\u578b\u5728\u52a9\u624b\u751f\u6210\u8bed\u97f3\u7684\u540c\u65f6\u7ee7\u7eed\u63a5\u6536\u7528\u6237\u8bed\u97f3\u8f93\u5165\uff0c\u4ece\u800c\u6709\u6548\u5229\u7528\u539f\u672c\u7a7a\u95f2\u7684\u65f6\u95f4\u7247\u3002<\/strong>\u8be5\u5e76\u884c\u8f93\u5165\u673a\u5236\u80fd\u591f\u540c\u65f6\u5904\u7406\u6765\u81ea\u7528\u6237\u4e0e\u52a9\u624b\u7684\u8bed\u97f3\u8f93\u5165\uff0c\u4f7f\u6a21\u578b\u80fd\u591f\u5e94\u5bf9\u91cd\u53e0\u8bed\u97f3\u7247\u6bb5\u5e76\u4fdd\u6301\u4f1a\u8bdd\u8bed\u5883\u4e00\u81f4\u6027\u3002<strong>\u5168\u53cc\u5de5\u4ea4\u4e92\u8bad\u7ec3\u4ece Core-Cocktail \u9636\u6bb5\u5f97\u5230\u7684\u68c0\u67e5\u70b9\u7ee7\u7eed\u8bad\u7ec3<\/strong>\uff0c\u5728\u5176\u5df2\u5177\u5907\u7684\u591a\u6a21\u6001\u80fd\u529b\u57fa\u7840\u4e0a\u8fdb\u4e00\u6b65\u5f3a\u5316\u3002\u8be5\u9636\u6bb5\u91c7\u7528\u901a\u8fc7<strong>\u6570\u636e\u589e\u5f3a\u65b9\u5f0f\u6784\u9020\u7684\u5168\u53cc\u5de5\u5bf9\u8bdd\u6570\u636e\u8fdb\u884c\u8bad\u7ec3\uff1a\u5373\u57fa\u4e8e\u9ad8\u8d28\u91cf\u534a\u53cc\u5de5\u5bf9\u8bdd\u6570\u636e\uff0c\u5e76\u6309\u7167 OmniFlatten\u4e2d\u7684\u65b9\u6cd5\u6a21\u62df\u5168\u53cc\u5de5\u4ea4\u4e92\u884c\u4e3a<\/strong>\uff0c<strong>\u5c06\u4f20\u7edf\u8f6e\u6d41\u53d1\u8a00\u7684\u6587\u672c\u5bf9\u8bdd\u8f6c\u5316\u4e3a\u5e76\u884c\u53cc\u6d41\u5f0f\u4ea4\u4e92\uff0c\u5176\u4e2d\u7528\u6237\u4e0e\u52a9\u624b\u5747\u53ef\u540c\u65f6\u53d1\u58f0\u3002<\/strong>\u901a\u8fc7\u5168\u53cc\u5de5\u8bad\u7ec3\uff0c\u6a21\u578b\u80fd\u591f\u5b66\u4e60\u81ea\u7136\u7684\u8f6e\u6b21\u5207\u6362\u3001\u6253\u65ad\u5904\u7406\u4e0e\u8ddf\u8fdb\u53cd\u9988\u7b49\u4ea4\u4e92\u884c\u4e3a\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"385\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/01\/image-11-1024x385.png\" alt=\"\" class=\"wp-image-29943\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/01\/image-11-1024x385.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/01\/image-11-300x113.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/01\/image-11-768x289.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/01\/image-11.png 1468w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><figcaption>OmniFlatten\uff1ahttps:\/\/aclanthology.org\/2025.acl-long.709.pdf <\/figcaption><\/figure>\n\n\n\n<h1>Experiments<\/h1>\n\n\n\n<h2>\u8bc4\u4f30\u4efb\u52a1\u548c\u6307\u6807\uff1a<\/h2>\n\n\n\n<ul><li><strong>\u8bed\u97f3\u8f6c\u6587\u672c (<\/strong>S\u2192T<strong>) \u8bc4\u4f30\u3002VoiceBench<\/strong>\u00a0\u3001<strong>OpenAudioBench<\/strong>\u4e24\u79cd\u7c7b\u578b\u7684\u53e3\u8bed\u95ee\u7b54\u57fa\u51c6<\/li><li><strong>\u8bed\u97f3\u5230\u8bed\u97f3 (<\/strong>S\u2192S<strong>) \u8bc4\u4f30\u3002<\/strong>UltraEval-Audio\u00a0\u7528\u4e8e\u7aef\u5230\u7aef\u8bed\u97f3\u8f6c\u8bed\u97f3\u95ee\u7b54\u8bc4\u4ef7\u3002<\/li><li><strong>\u97f3\u9891\u7406\u89e3\u3002<\/strong>\u00a0MMAU\u3001MMAU-Pro\u00a0\u548c MMSU\u6765\u8bc4\u4f30\u7efc\u5408\u97f3\u9891\u7406\u89e3\u80fd\u529b\u3002<\/li><li><strong>\u8bed\u97f3\u8bc6\u522b\u3002<\/strong>\u9a8c\u8bc1\u82f1\u8bed\u548c\u666e\u901a\u8bdd (ZH)\u00a0\u6027\u80fd<\/li><li><strong>\u8bed\u97f3\u529f\u80fd\u8c03\u7528\u3002<\/strong>\u00a0Speech-ACEBench\u3001Speech-BFCL \u548c Speech-SmartInteract\u8bc4\u4f30\u6a21\u578b\u57fa\u4e8e\u8bed\u97f3\u6307\u4ee4\u6267\u884c\u51fd\u6570\u8c03\u7528\u7684\u80fd\u529b\u3002<\/li><li><strong>\u8bed\u97f3\u6307\u4ee4\u8ddf\u968f\u548c\u8bed\u97f3\u540c\u7406\u5fc3\u3002<\/strong>\u00a0VStyle \u57fa\u51c6\u8bc4\u4f30\u6a21\u578b\u7406\u89e3\u548c\u6267\u884c\u8bed\u97f3\u6307\u4ee4\u7684\u80fd\u529b\uff0c\u4ee5\u63a7\u5236\u8bed\u97f3\u751f\u6210\u5c5e\u6027\uff0c\u5982\u60c5\u7eea\u3001\u8bf4\u8bdd\u98ce\u683c\u3001\u901f\u5ea6\u3001\u97f3\u8c03\u548c\u97f3\u91cf\u3002<\/li><\/ul>\n\n\n\n<p><strong>\u8bc4\u4f30\u6307\u6807<\/strong>\uff1a<\/p>\n\n\n\n<p>\u5bf9\u4e8e<strong>\u5168\u53cc\u5de5\u4ea4\u4e92\u8bc4\u4f30<\/strong>\uff0c\u6211\u4eec\u4f7f\u7528<strong>S2M-T<\/strong>\uff08\u591a\u6a21\u6001\u54cd\u5e94\u4e2d\u7684\u6587\u672c\u8f93\u51fa\u51c6\u786e\u6027\uff09\u548c<strong>S2M-S<\/strong>\uff08\u591a\u6a21\u6001\u54cd\u5e94\u4e2d\u7684\u8bed\u97f3\u8f93\u51fa\u51c6\u786e\u6027\uff09\u6765\u8861\u91cf\u77e5\u8bc6\u7406\u89e3\u6027\u80fd\uff0c\u5e76\u4f7f\u7528<strong>\u8f6e\u6d41\u6210\u529f\u7387<\/strong>\u6765\u8861\u91cf\u6a21\u578b\u5728\u5168\u53cc\u5de5\u573a\u666f\u4e0b\u6b63\u786e\u5904\u7406\u8f6e\u6d41\u7684\u4ea4\u4e92\u767e\u5206\u6bd4\u3002<\/p>\n\n\n\n<h2>\u7ed3\u679c<\/h2>\n\n\n\n<p><strong>\u8bed\u97f3\u95ee\u7b54\uff1a<\/strong>Fun-Audio-Chat-8B \u5728 OpenAudioBench \u4e0a\u53d6\u5f97 76.61% \u7684\u6574\u4f53\u6700\u4f73\u6210\u7ee9\uff0c\u5728 VoiceBench \u4e0a\u53d6\u5f97 83.21% \u7684\u6574\u4f53\u6700\u4f73\u6210\u7ee9\uff0c\u5c45\u4e8e\u7ea6 8B \u89c4\u6a21\u6a21\u578b\u4e2d\u7684\u9886\u5148\u6c34\u5e73\uff1b\u540c\u65f6\uff0cFun-Audio-Chat-30B-A3B \u5728\u4e0e\u5927\u89c4\u6a21\u57fa\u7ebf\u6a21\u578b\uff08\u542b\u9876\u7ea7\u95ed\u6e90\u6a21\u578b\uff09\u7684\u6bd4\u8f83\u4e2d\u4ea6\u5c55\u73b0\u51fa\u5177\u6709\u7ade\u4e89\u529b\u7684\u7ed3\u679c\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"933\" height=\"730\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/01\/image-12.png\" alt=\"\" class=\"wp-image-29951\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/01\/image-12.png 933w, http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/01\/image-12-300x235.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/01\/image-12-768x601.png 768w\" sizes=\"(max-width: 933px) 100vw, 933px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"922\" height=\"760\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/01\/image-13.png\" alt=\"\" class=\"wp-image-29952\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/01\/image-13.png 922w, http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/01\/image-13-300x247.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/01\/image-13-768x633.png 768w\" sizes=\"(max-width: 922px) 100vw, 922px\" \/><\/figure>\n\n\n\n<p>\u8bed\u97f3\u7406\u89e3\uff1aFun-Audio-Chat \u5728\u7efc\u5408\u97f3\u9891\u7406\u89e3\u57fa\u51c6\uff08\u5305\u62ec MMAU\u3001MMAU-Pro \u548c MMSU\uff09\u4e0a\u53d6\u5f97\u4e86\u6700\u4f18\u8868\u73b0\uff0c\u4f18\u4e8e\u591a\u79cd\u5f3a\u5927\u7684\u5f00\u6e90\u57fa\u7ebf\u6a21\u578b<\/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\/2026\/01\/image-14.png\" alt=\"\" class=\"wp-image-29953\" width=\"690\" height=\"281\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/01\/image-14.png 940w, http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/01\/image-14-300x123.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/01\/image-14-768x314.png 768w\" sizes=\"(max-width: 690px) 100vw, 690px\" \/><\/figure>\n\n\n\n<p><strong>\u8bed\u97f3\u529f\u80fd\u8c03\u7528<\/strong> <\/p>\n\n\n\n<p>Fun-Audio-Chat-30B-A3B \u5728\u6240\u6709\u8bc4\u6d4b\u6a21\u578b\u4e2d\u53d6\u5f97\u4e86\u6700\u9ad8\u7684\u603b\u4f53\u5f97\u5206\uff0879.63%\uff09\uff0c\u5e76\u5728 Speech-ACEBench\uff08\u5355\u8f6e\uff1a76.40%\uff09\u548c Speech-SmartInteract\uff0884.13%\uff09\u7b49\u4efb\u52a1\u4e0a\u8868\u73b0\u5c24\u4e3a\u7a81\u51fa\u3002\u8be5\u6a21\u578b\u5728\u7406\u89e3\u57fa\u4e8e\u8bed\u97f3\u7684\u51fd\u6570\u8c03\u7528\u6307\u4ee4\u5e76\u51c6\u786e\u6267\u884c\u65b9\u9762\u5c55\u73b0\u51fa\u5f3a\u5927\u80fd\u529b\uff0c\u8fd9\u5bf9\u4e8e\u6784\u5efa\u5b9e\u9645\u53ef\u7528\u7684\u8bed\u97f3\u63a7\u5236\u5e94\u7528\u81f3\u5173\u91cd\u8981\u3002 \u5728\u5e76\u884c\u51fd\u6570\u8c03\u7528\u573a\u666f\u4e2d\uff08Fun-Audio-Chat-8B \u5728 ACEBench-Parallel \u4e0a\u53d6\u5f97 54.50%\uff0c\u5728 BFCL-Parallel \u4e0a\u53d6\u5f97 87.63%\uff09\uff0c\u7ed3\u679c\u8fdb\u4e00\u6b65\u51f8\u663e\u4e86 Fun-Audio-Chat \u5728\u8bed\u97f3\u4ea4\u4e92\u4e2d\u5904\u7406\u590d\u6742\u3001\u591a\u6b65\u9aa4\u6307\u4ee4\u7684\u80fd\u529b\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"931\" height=\"250\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/01\/image-15.png\" alt=\"\" class=\"wp-image-29954\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/01\/image-15.png 931w, http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/01\/image-15-300x81.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/01\/image-15-768x206.png 768w\" sizes=\"(max-width: 931px) 100vw, 931px\" \/><\/figure>\n\n\n\n<p><strong>\u8bed\u97f3\u6307\u4ee4\u8ddf\u968f\u548c\u8bed\u97f3\u540c\u7406\u5fc3<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"780\" height=\"817\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/01\/image-16.png\" alt=\"\" class=\"wp-image-29955\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/01\/image-16.png 780w, http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/01\/image-16-286x300.png 286w, http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/01\/image-16-768x804.png 768w\" sizes=\"(max-width: 780px) 100vw, 780px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"811\" height=\"190\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/01\/image-17.png\" alt=\"\" class=\"wp-image-29956\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/01\/image-17.png 811w, http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/01\/image-17-300x70.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/01\/image-17-768x180.png 768w\" sizes=\"(max-width: 811px) 100vw, 811px\" \/><\/figure>\n\n\n\n<p><strong>\u5168\u53cc\u5de5\u4ea4\u4e92<\/strong><\/p>\n\n\n\n<p><strong>\u5168\u53cc\u5de5\u77e5\u8bc6\u7406\u89e3\u3002<\/strong>\u00a0\u88687\u5c55\u793a\u4e86Fun-Audio-Chat-Duplex\u7684\u5168\u53cc\u5de5\u77e5\u8bc6\u7406\u89e3\u6027\u80fd\u3002\u00a0\u7ed3\u679c\u8868\u660e\uff0c<strong>Fun-Audio-Chat-Duplex \u5728\u5168\u53cc\u5de5\u5bf9\u8bdd\u573a\u666f\u4e2d\u4fdd\u6301\u4e86\u5f3a\u5927\u7684\u77e5\u8bc6\u7406\u89e3\u80fd\u529b<\/strong>\u3002\u5168\u53cc\u5de5\u67b6\u6784\u6210\u529f\u5730\u4fdd\u7559\u4e86\u6a21\u578b\u7684\u77e5\u8bc6\u7406\u89e3\u80fd\u529b\uff0c\u540c\u65f6\u5b9e\u73b0\u4e86\u540c\u6b65\u53cc\u5411\u901a\u4fe1\uff0c\u4f7f\u7cfb\u7edf\u5373\u4f7f\u5728\u5904\u7406\u91cd\u53e0\u7684\u8bed\u97f3\u8f93\u5165\u548c\u8f93\u51fa\u65f6\u4e5f\u80fd\u4fdd\u6301\u4e0a\u4e0b\u6587\u548c\u7406\u89e3\u3002<\/p>\n\n\n\n<p>Fun-Audio-Chat-Duplex-30B-A3B \u5b9e\u73b0\u4e86\u5b8c\u7f8e\u7684\u8f6e\u6d41\u6210\u529f\u7387\uff08100.00%\uff09\uff0c\u4f18\u4e8e Moshi\uff0899.77%\uff09\u548c FreezeOmni\u00a0\uff0893.87%\uff09\u3002\u00a0Fun-Audio-Chat-Duplex-8B \u8fbe\u5230\u4e86 99.94%\uff0c\u4e5f\u5c55\u73b0\u4e86\u51fa\u8272\u7684\u8f6e\u6d41\u80fd\u529b\u3002\u00a0\u8fd9\u4e9b\u7ed3\u679c\u8868\u660e\uff0cFun-Audio-Chat-Duplex \u6210\u529f\u5b9e\u73b0\u4e86\u81ea\u7136\u9ad8\u6548\u7684\u5168\u53cc\u5de5\u8bed\u97f3\u4ea4\u4e92\uff0c\u8be5\u6a21\u578b\u80fd\u591f\u5904\u7406\u540c\u65f6\u8bed\u97f3\u5e76\u4fdd\u6301\u9002\u5f53\u7684\u5bf9\u8bdd\u6d41\u7a0b\uff0c\u5bc6\u5207\u53cd\u6620\u4e86\u4eba\u4e0e\u4eba\u5bf9\u8bdd\u7684\u52a8\u6001\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"416\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/01\/image-18-1024x416.png\" alt=\"\" class=\"wp-image-29958\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/01\/image-18-1024x416.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/01\/image-18-300x122.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/01\/image-18-768x312.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/01\/image-18.png 1249w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p><strong>\u8ba1\u7b97\u6548\u7387<\/strong>\uff1a<strong>\u53cc\u5206\u8fa8\u7387\u8bbe\u8ba1\u663e\u7740\u964d\u4f4e\u4e86\u8ba1\u7b97\u8981\u6c42\u548c\u6f5c\u5728\u5ef6\u8fdf\uff0c\u7ecf\u9a8c\u6d4b\u91cf\u663e\u793a\uff0c\u4e0e\u4ee5\u66f4\u9ad8\u5e27\u901f\u7387\u8fd0\u884c\u7684\u6a21\u578b\u76f8\u6bd4\uff0c\u8bad\u7ec3\u671f\u95f4\u7684 GPU \u65f6\u95f4\u51cf\u5c11\u4e86\u7ea6 50%<\/strong>\uff0c\u4e14\u4e0d\u5f71\u54cd\u8bed\u97f3\u8d28\u91cf<\/p>\n\n\n\n<h1>\u9650\u5236<\/h1>\n\n\n\n<p>\u591a\u8f6e\u5bf9\u8bdd\u4e2d\u7684\u590d\u6742\u95ee\u9898\u56de\u7b54\uff0c\u8be5\u6a21\u578b\u6709\u65f6\u4f1a\u8868\u73b0\u51fa\u4e0a\u4e0b\u6587\u8bb0\u5fc6\u4e22\u5931\uff0c\u5176\u4e2d\u5148\u524d\u8f6e\u6b21\u7684\u4fe1\u606f\u53ef\u80fd\u65e0\u6cd5\u4e00\u81f4\u4fdd\u7559\u3002<\/p>\n\n\n\n<p>\u8bed\u97f3\u6307\u4ee4\u8ddf\u968f\u80fd\u529b\u5728\u8868\u8fbe\u65b9\u9762\u8868\u73b0\u51fa\u4e00\u4e9b\u4e0d\u7a33\u5b9a\u3002\u00a0<\/p>\n\n\n\n<p>\u8bed\u97f3\u5171\u60c5\u80fd\u529b\u8868\u73b0\u51fa\u4e00\u5b9a\u7684\u4e0d\u7a33\u5b9a\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Fun-Audio-Chat \u662f\u4e3a\u81ea\u7136\u3001\u4f4e\u5ef6\u8fdf\u8bed\u97f3\u4ea4\u4e92\u6784\u5efa\u7684\u5927\u578b\u97f3\u9891\u8bed\u8a00\u6a21\u578b\u3002\u5b83\u5f15\u5165\u4e86\u53cc\u5206\u8fa8\u7387\u8bed\u97f3\u8868\u793a\uff08\u4e00\u4e2a\u9ad8 &hellip; <a href=\"http:\/\/139.9.1.231\/index.php\/2026\/01\/03\/fun-audio-chat\/\" class=\"more-link\">\u7ee7\u7eed\u9605\u8bfb<span class=\"screen-reader-text\">Fun-Audio-Chat\uff1a\u7aef\u5230\u7aef\u8bed\u97f3\u4ea4\u4e92\u6a21\u578b<\/span><\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[42,4,9,38,43,34],"tags":[],"_links":{"self":[{"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts\/29871"}],"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=29871"}],"version-history":[{"count":65,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts\/29871\/revisions"}],"predecessor-version":[{"id":29961,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts\/29871\/revisions\/29961"}],"wp:attachment":[{"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/media?parent=29871"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/categories?post=29871"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/tags?post=29871"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}