{"id":23827,"date":"2025-01-16T11:51:35","date_gmt":"2025-01-16T03:51:35","guid":{"rendered":"http:\/\/139.9.1.231\/?p=23827"},"modified":"2025-01-16T15:45:55","modified_gmt":"2025-01-16T07:45:55","slug":"minmo-a-multimodal-large-language-model-for-seamless-voice-interaction","status":"publish","type":"post","link":"http:\/\/139.9.1.231\/index.php\/2025\/01\/16\/minmo-a-multimodal-large-language-model-for-seamless-voice-interaction\/","title":{"rendered":"MinMo: A Multimodal Large Language Model for Seamless Voice Interaction"},"content":{"rendered":"\n<p class=\"has-text-align-center\">FunAudioLLM Team&nbsp;&nbsp;&nbsp;<strong>Tongyi Lab, Alibaba Group<\/strong><\/p>\n\n\n\n<ul class=\"has-light-gray-background-color has-background\"><li><a href=\"https:\/\/funaudiollm.github.io\/minmo\/#MinMo-demo\"><em><strong>https:\/\/funaudiollm.github.io\/minmo\/#MinMo-demo<\/strong><\/em><\/a><\/li><li><strong><em><a href=\"https:\/\/arxiv.org\/abs\/2501.06282\">https:\/\/arxiv.org\/abs\/2501.06282<\/a><\/em><\/strong><\/li><\/ul>\n\n\n\n\n\n<p>\u7528\u4e8e\u8bed\u97f3\u4ea4\u4e92\u7684\u8bed\u97f3-\u6587\u672c\u591a\u6a21\u6001\u6a21\u578b\u7684\u5148\u524d\u5de5\u4f5c\u53ef\u4ee5\u5927\u81f4\u5206\u4e3a <em><strong>\u539f\u751f<\/strong><\/em> \u6a21\u578b\u548c <em><strong>\u5bf9\u9f50<\/strong><\/em> \u6a21\u578b\u3002\u539f\u751f\u591a\u6a21\u6001\u6a21\u578b\u4f7f\u7528\u5355\u4e2a\u6846\u67b6\u540c\u65f6\u5bf9\u8bed\u97f3\u548c\u6587\u672c\u7684\u7aef\u5230\u7aef\u7406\u89e3\u548c\u751f\u6210\u8fdb\u884c\u5efa\u6a21\uff0c\u7136\u800c\uff0c\u4ed6\u4eec\u9762\u4e34\u7740\u8bed\u97f3\u548c\u6587\u672c\u5e8f\u5217\u957f\u5ea6\u4e4b\u95f4\u5de8\u5927\u5dee\u5f02\u3001\u8bed\u97f3\u9884\u8bad\u7ec3\u4e0d\u8db3\u4ee5\u53ca<strong>\u707e\u96be\u6027\u5730\u5fd8\u8bb0\u6587\u672cLLMs\u7684\u6311\u6218<\/strong>\uff1b\u5bf9\u9f50\u7684\u591a\u6a21\u6001\u6a21\u578b\u5728\u4fdd\u6301\u6587\u672cLLMs\uff0c\u7136\u800c\uff0c\u73b0\u6709\u6a21\u578b\u901a\u5e38\u5728\u5c0f\u89c4\u6a21\u8bed\u97f3\u6570\u636e\u4e0a\u8fdb\u884c\u8bad\u7ec3\uff0c\u5728\u6709\u9650\u7684\u8bed\u97f3\u4efb\u52a1\u96c6\u4e0a\u8fdb\u884c\u7814\u7a76\uff0c\u5e76\u4e14\u7f3a\u4e4f\u5bf9\u4e30\u5bcc\u800c\u7ec6\u81f4\u7684\u8bf4\u8bdd\u98ce\u683c\u7684\u6307\u4ee4\u8ddf\u8e2a\u80fd\u529b\u7684\u7cfb\u7edf\u63a2\u7d22<\/p>\n\n\n\n<p> <strong>MinMo<\/strong>\uff0c\u8fd9\u662f\u4e00\u79cd\u591a\u6a21\u6001\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff0c\u5177\u6709\u5927\u7ea6 8B \u53c2\u6570\uff0c\u53ef\u5b9e\u73b0\u65e0\u7f1d\u8bed\u97f3\u4ea4\u4e92\u3002 \u89e3\u51b3\u4e86\u5148\u524d\u5bf9\u9f50\u591a\u6a21\u6001\u6a21\u578b\u7684\u4e3b\u8981\u5c40\u9650\u6027\u3002\u5728 140 \u4e07\u5c0f\u65f6\u7684\u4e0d\u540c\u8bed\u97f3\u6570\u636e\u548c\u5e7f\u6cdb\u7684\u8bed\u97f3\u4efb\u52a1\u4e0a\uff0c<strong>\u901a\u8fc7\u8bed\u97f3\u5230\u6587\u672c\u5bf9\u9f50\u3001\u6587\u672c\u5230\u8bed\u97f3\u5bf9\u9f50\u3001\u8bed\u97f3\u5230\u8bed\u97f3\u5bf9\u9f50\u548c\u53cc\u5de5\u4ea4\u4e92\u5bf9\u9f50\u7b49\u591a\u4e2a\u9636\u6bb5\u6765\u8bad\u7ec3 MinMo<\/strong>\u3002 \u7ecf\u8fc7\u591a\u9636\u6bb5\u8bad\u7ec3\u540e\uff0cMinMo \u5728\u4fdd\u6301\u6587\u672cLLMs\uff0c\u5e76\u4e14\u8fd8\u4fc3\u8fdb\u4e86\u5168\u53cc\u5de5\u5bf9\u8bdd\uff0c\u5373\u7528\u6237\u548c\u7cfb\u7edf\u4e4b\u95f4\u7684\u540c\u65f6\u53cc\u5411\u901a\u4fe1\u3002 \u6b64\u5916\uff0c\u8fd8\u63d0\u51fa\u4e86\u4e00\u79cd\u65b0\u9896\u800c\u7b80\u5355\u7684\u8bed\u97f3\u89e3\u7801\u5668\uff0c\u5b83\u5728\u8bed\u97f3\u751f\u6210\u65b9\u9762\u4f18\u4e8e\u4ee5\u524d\u7684\u6a21\u578b\u3002MinMo \u589e\u5f3a\u7684\u6307\u4ee4\u8ddf\u8e2a\u529f\u80fd\u652f\u6301\u6839\u636e\u7528\u6237\u6307\u4ee4\u63a7\u5236\u8bed\u97f3\u751f\u6210\uff0c\u5305\u62ec\u5404\u79cd\u7ec6\u5fae\u5dee\u522b\uff0c\u5305\u62ec\u60c5\u7eea\u3001\u65b9\u8a00\u548c\u8bed\u901f\uff0c\u5e76\u6a21\u4eff\u7279\u5b9a\u58f0\u97f3\u3002\u5bf9\u4e8e MinMo\uff0c\u8bed\u97f3\u5230\u6587\u672c\u7684\u5ef6\u8fdf\u7ea6\u4e3a 100 \u6beb\u79d2\uff0c\u7406\u8bba\u4e0a\u5168\u53cc\u5de5\u5ef6\u8fdf\u7ea6\u4e3a 600 \u6beb\u79d2\uff0c\u5b9e\u9645\u7ea6\u4e3a 800 \u6beb\u79d2\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"569\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-54-1024x569.png\" alt=\"\" class=\"wp-image-23835\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-54-1024x569.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-54-300x167.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-54-768x427.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-54.png 1393w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<ul><li><strong>\u6700\u5148\u8fdb\u7684 \uff08SOTA\uff09 \u6027\u80fd\uff1a<\/strong>MinMo \u5728\u8bed\u97f3\u5bf9\u8bdd\u3001\u591a\u8bed\u8a00\u8bed\u97f3\u8bc6\u522b\u3001\u591a\u8bed\u8a00\u8bed\u97f3\u7ffb\u8bd1\u3001\u60c5\u611f\u8bc6\u522b\u3001\u8bf4\u8bdd\u4eba\u5206\u6790\u548c\u97f3\u9891\u4e8b\u4ef6\u5206\u6790\u7b49\u57fa\u51c6\u6d4b\u8bd5\u4e2d\u5b9e\u73b0\u4e86\u5f53\u524d\u7684 SOTA \u6027\u80fd\uff0c\u540c\u65f6\u8fd8\u786e\u4fdd\u4e86\u6587\u672c\u5927\u578b\u6a21\u578b\u7684\u529f\u80fd\u57fa\u672c\u4fdd\u6301\u4e0d\u53d8\u3002<\/li><li><strong>\u6307\u4ee4\u63a7\u5236\u97f3\u9891\u751f\u6210\uff1a<\/strong>MinMo \u652f\u6301\u7aef\u5230\u7aef\u8bed\u97f3\u4ea4\u4e92\uff0c\u6309\u7167\u7528\u6237\u6307\u793a\u63a7\u5236\u751f\u6210\u97f3\u9891\u7684\u60c5\u611f\u3001\u65b9\u8a00\u548c\u8bf4\u8bdd\u98ce\u683c\uff0c\u4ee5\u53ca\u6a21\u4eff\u7279\u5b9a\u7684\u8bed\u97f3\u97f3\u8c03\uff0c\u751f\u6210\u6548\u7387\u8d85\u8fc7 90%\u3002<\/li><li><strong>\u4f4e\u5ef6\u8fdf\u53cc\u5de5\u8bed\u97f3\u4ea4\u4e92\uff1a<\/strong>MinMo \u652f\u6301\u5168\u53cc\u5de5\u8bed\u97f3\u4ea4\u4e92\uff0c\u53ef\u5b9e\u73b0\u6d41\u7545\u7684\u591a\u8f6e\u5bf9\u8bdd\u5e76\u9632\u6b62\u80cc\u666f\u566a\u97f3\u6253\u65ad\u3002\u8bed\u97f3\u5230\u6587\u672c\u7684\u5ef6\u8fdf\u7ea6\u4e3a 100 \u6beb\u79d2\uff0c\u5168\u53cc\u5de5\u5ef6\u8fdf\u7406\u8bba\u4e0a\u7ea6\u4e3a 600 \u6beb\u79d2\uff0c\u5b9e\u9645\u7ea6\u4e3a 800 \u6beb\u79d2\u3002<\/li><\/ul>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"661\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-59-1024x661.png\" alt=\"\" class=\"wp-image-23921\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-59-1024x661.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-59-300x194.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-59-768x495.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-59.png 1141w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><figcaption>\u57fa\u51c6\u6d4b\u8bd5\u7684\u6027\u80fd\u6982\u89c8:\u6f14\u793a\u4e86 MinMo \u5728\u81ea\u52a8\u8bed\u97f3\u8bc6\u522b \uff08ASR\uff09\u3001\u8bed\u97f3\u5230\u6587\u672c\u7ffb\u8bd1 \uff08S2TT\uff09\u3001\u53e3\u8bed\u95ee\u7b54 \uff08SQA\uff09 \u65b9\u9762\u7684\u529f\u80fd\uff0c\u5305\u62ec\u8bed\u97f3\u5230\u6587\u672c \uff08S2T\uff09 \u548c\u8bed\u97f3\u5230\u8bed\u97f3 \uff08S2S\uff09\u3001\u8bed\u97f3\u5206\u7c7b \uff08VSC\uff09\u3001\u8bed\u97f3\u60c5\u611f\u8bc6\u522b \uff08SER\uff09\u3001\u8bed\u8a00\u8bc6\u522b \uff08LID\uff09\u3001\u5e74\u9f84\u8bc6\u522b\u548c\u6027\u522b\u68c0\u6d4b\u3002<strong>MinMo \u5728\u6240\u6709\u8fd9\u4e9b\u4efb\u52a1\u4e0a\u90fd\u8d85\u8d8a\u4e86\u4ee5\u524d\u7684 SOTA \u6a21\u578b<\/strong>\u3002<\/figcaption><\/figure>\n\n\n\n<h2>Introduction&nbsp;&nbsp;<\/h2>\n\n\n\n<p>\u65e0\u7f1d\u8bed\u97f3\u4ea4\u4e92\u8868\u793a\u7528\u6237\u4e0e\u7cfb\u7edf\u8fdb\u884c\u5b9e\u65f6\u3001\u81ea\u7136\u3001\u76f8\u5173\u4e14\u7c7b\u4f3c\u4eba\u7c7b\u7684\u8bed\u97f3\u5bf9\u8bdd\u3002\u4fc3\u8fdb\u65e0\u7f1d\u8bed\u97f3\u4ea4\u4e92\u5e26\u6765\u4e86\u5de8\u5927\u7684\u6311\u6218\uff1a<\/p>\n\n\n\n<ul><li>\u7cfb\u7edf\u9700\u8981\u51c6\u786e\u3001\u5168\u9762\u5730\u7406\u89e3\u97f3\u9891\uff0c\u5305\u62ec\u7406\u89e3\u5185\u5bb9\u4ee5\u53ca\u8bed\u97f3\u4e2d\u7684\u526f\u8bed\u8a00\u7ebf\u7d22\uff08\u4f8b\u5982\uff0c\u60c5\u611f\u3001\u97f5\u5f8b\uff09\u4ee5\u53ca\u97f3\u9891\u4e8b\u4ef6;<\/li><li>\u7cfb\u7edf\u5e94\u4ea7\u751f\u81ea\u7136\u4e14\u5bcc\u6709\u8868\u73b0\u529b\u7684\u8bed\u97f3\u54cd\u5e94;<\/li><li>\u7cfb\u7edf\u5e94\u5411\u7528\u6237\u63d0\u4f9b\u76f8\u5173\u4e14\u5408\u7406\u7684\u54cd\u5e94\uff0c\u4f5c\u4e3a\u667a\u80fd\u804a\u5929\u673a\u5668\u4eba;<\/li><li>\u7cfb\u7edf\u5e94\u652f\u6301\u5168\u53cc\u5de5\u5bf9\u8bdd\uff08\u540c\u65f6\u53cc\u5411\u901a\u4fe1\uff09\uff0c\u5373\u7cfb\u7edf\u5728\u8bf4\u8bdd\u65f6\u503e\u542c\uff0c\u7528\u6237\u5728\u7cfb\u7edf\u8bf4\u8bdd\u65f6\u53ef\u4ee5\u81ea\u7531\u6253\u65ad\uff0c\u7136\u540e\u7cfb\u7edf\u8981\u4e48\u7ee7\u7eed\u8bed\u97f3\uff0c\u8981\u4e48\u505c\u6b62\u54cd\u5e94\uff0c\u503e\u542c\u7528\u6237\uff0c\u5e76\u63d0\u4f9b\u5bf9\u65b0\u7528\u6237\u67e5\u8be2\u7684\u54cd\u5e94\u3002<\/li><\/ul>\n\n\n\n<p>\u8fd1\u5e74\u6765\uff0c\u65e0\u7f1d\u8bed\u97f3\u4ea4\u4e92\u7cfb\u7edf\u83b7\u5f97\u4e86\u5de8\u5927\u7684\u53d1\u5c55\u52bf\u5934\uff0c\u5c24\u5176\u662f\u968f\u7740\u591a\u6a21\u6001\u5927\u578b\u8bed\u8a00\u6a21\u578b\u7684\u8fdb\u6b65\uff0c\u4f8b\u5982 GPT-4o\u548c Moshi\u3002\u8fd9\u4e9b\u7cfb\u7edf\u4e0d\u4ec5\u53ef\u4ee5\u4ea7\u751f\u81ea\u7136\u800c\u5bcc\u6709\u8868\u73b0\u529b\u7684\u8bed\u97f3\uff0c\u8fd8\u53ef\u4ee5\u7406\u89e3\u6587\u5b57\u4ee5\u5916\u7684\u7ebf\u7d22\uff0c<strong>\u5305\u62ec\u60c5\u611f\u8bed\u6c14\u548c\u97f3\u9891\u4e8b\u4ef6<\/strong>\u3002\u5f53\u524d\u7528\u4e8e\u8bed\u97f3\u4ea4\u4e92\u7684\u591a\u6a21\u6001\u8bed\u8a00\u6a21\u578b\u53ef\u5206\u4e3a\u4e24\u5927\u7c7b\u3002<\/p>\n\n\n\n<p>\u7b2c\u4e00\u7c7b\u5305\u62ec<em><strong>\u539f\u751f\u591a\u6a21\u6001\u6a21\u578b<\/strong><\/em>\uff0c\u4f8b\u5982 Moshi&nbsp;&nbsp;\u548c GLM-4-Voice&nbsp;\u3002\u8fd9\u4e9b\u6a21\u578b\u901a\u5e38\u4f7f\u7528\u4ec5\u89e3\u7801\u5668\u7684 Transformer \u4f5c\u4e3a\u4e3b\u5e72\uff0c\u5728\u5355\u4e2a\u6846\u67b6\u5185\u540c\u65f6\u5bf9\u8bed\u97f3\u548c\u6587\u672c\u6a21\u6001\u7684\u7406\u89e3\u548c\u751f\u6210\u8fdb\u884c\u5efa\u6a21;\u5b83\u4eec\u901a\u5e38\u9700\u8981\u4f7f\u7528\u8bed\u97f3\u548c\u6587\u672c\u6570\u636e\u8fdb\u884c\u9884\u8bad\u7ec3\u3002\u8fd9\u4e9b\u6a21\u578b\u5b58\u5728\u4e24\u4e2a\u4e3b\u8981\u9650\u5236\u3002\u9996\u5148\uff0c\u5728\u8bed\u97f3\u79bb\u6563\u5316\u4e4b\u540e\uff0c\u8bed\u97f3\u6807\u8bb0\u5e8f\u5217\u7684\u957f\u5ea6\u901a\u5e38\u662f\u6587\u672c\u957f\u5ea6\u7684\u4e24\u500d\u4ee5\u4e0a\uff08\u4f8b\u5982\uff0c\u5728 Moshi \u4e2d\u6bcf\u79d2 12.5 \u4e2a\u6807\u8bb0\uff09\u3002\u968f\u7740\u6a21\u578b\u5927\u5c0f\u7684\u589e\u957f\uff0c\u5e8f\u5217\u957f\u5ea6\u7684\u8fd9\u79cd\u5dee\u5f02\u4f1a\u5e26\u6765\u6311\u6218\uff0c\u4f8b\u5982 175B GPT-3&nbsp;\u3002\u5176\u6b21\uff0c\u4e0e\u6587\u672c\u76f8\u6bd4\uff0c\u8bed\u97f3\u6570\u636e\u7684\u7a00\u7f3a\u6027\u5bfc\u81f4\u8bed\u97f3-\u6587\u672c\u8bad\u7ec3\u6570\u636e\u9ad8\u5ea6\u4e0d\u5e73\u8861\uff0c\u8fdb\u800c\u5bfc\u81f4\u707e\u96be\u6027\u7684\u9057\u5fd8\u3002<\/p>\n\n\n\n<p>\u7b2c\u4e8c\u7c7b\u5305\u62ec<em><strong>\u5bf9\u9f50\u7684\u591a\u6a21\u6001\u6a21\u578b<\/strong><\/em>\uff0c\u96c6\u6210\u8bed\u97f3\u529f\u80fd\uff0c\u540c\u65f6\u65e8\u5728\u4fdd\u6301\u73b0\u6709\u9884\u8bad\u7ec3\u6587\u672cLLM\u3002\u8fd9\u5bfc\u81f4\u4e2d\u95f4\u8f93\u51fa\u4ecd\u7136\u5305\u542b\u6587\u672c\uff0c\u5982 Llama-Omni&nbsp;&nbsp;\u548c Freeze-Omni&nbsp;&nbsp;\u7b49\u6a21\u578b\u6240\u793a\u3002\u7136\u800c\uff0c\u8fd9\u4e9b\u57fa\u4e8e\u5bf9\u9f50\u7684\u6a21\u578b\u901a\u5e38\u662f\u5728\u6709\u9650\u7684\u8bed\u97f3\u6570\u636e\uff08LLaMA-Omni \u4e3a 200K \u6837\u672c\uff0cFreeze-Omni \u4e3a 120K \u5c0f\u65f6\uff09\u4e0a\u8fdb\u884c\u8bad\u7ec3\u7684\uff0c\u8fd9\u5bfc\u81f4\u4e86\u5173\u4e8e\u5927\u578b\u8bed\u97f3\u6570\u636e\u96c6\u5bf9\u6a21\u578b\u529f\u80fd\u7684\u5f71\u54cd\u4ee5\u53ca\u539f\u59cb\u6587\u672cLLM\u53ef\u80fd\u53d7\u5230\u5f71\u54cd\u7684\u95ee\u9898\u3002\u6b64\u5916\uff0c\u5c1a\u672a\u5bf9\u8fd9\u4e9b\u6a21\u578b\u8fdb\u884c\u5e7f\u6cdb\u7684\u8bed\u97f3\u4efb\u52a1\u8c03\u67e5\uff0c\u4f8b\u5982\u8bed\u97f3\u7ffb\u8bd1\u3001\u60c5\u611f\u8bc6\u522b\u3001\u8bf4\u8bdd\u4eba\u5206\u6790\u3001\u8bed\u8a00\u8bc6\u522b\u548c\u97f3\u9891\u4e8b\u4ef6\u68c0\u6d4b\u3002\u6b64\u5916\uff0c\u8fd9\u4e9b\u6a21\u578b\u7f3a\u4e4f\u5bf9\u4e30\u5bcc\u800c\u7ec6\u81f4\u7684\u8bf4\u8bdd\u98ce\u683c\u7684\u6307\u4ee4\u9075\u5faa\u80fd\u529b\u7684\u7cfb\u7edf\u8bc4\u4f30\uff0c\u4e5f\u7f3a\u4e4f\u5bf9\u5168\u53cc\u5de5\u5bf9\u8bdd\u80fd\u529b\u7684\u5f00\u53d1\u548c\u8bc4\u4f30\uff0c\u4ee5\u5b9e\u73b0\u65e0\u7f1d\u8bed\u97f3\u4ea4\u4e92\u3002<\/p>\n\n\n\n<p>\u5728\u8fd9\u9879\u5de5\u4f5c\u4e2d\uff0c\u6211\u4eec\u5f15\u5165\u4e86\u4e00\u79cd\u65b0\u7684\u591a\u6a21\u6001\u5927\u578b\u8bed\u8a00\u6a21\u578b&nbsp;<strong>MinMo<\/strong>\uff0c\u4ee5\u89e3\u51b3\u73b0\u6709\u5bf9\u9f50\u591a\u6a21\u6001\u6a21\u578b\u7684\u8fd9\u4e9b\u5c40\u9650\u6027\u3002MinMo \u7ecf\u8fc7\u8d85\u8fc7 140 \u4e07\u5c0f\u65f6\u7684\u8bed\u97f3\u6570\u636e\u8bad\u7ec3\uff0c\u5305\u62ec\u5404\u79cd\u4efb\u52a1\uff0c\u4f8b\u5982\u8bed\u97f3\u8f6c\u6587\u672c\u3001\u6587\u672c\u8f6c\u8bed\u97f3\u548c\u8bed\u97f3\u8f6c\u8bed\u97f3\u3002\u8fd9\u79cd\u5e7f\u6cdb\u7684\u57f9\u8bad\u4f7f MinMo \u80fd\u591f\u5728\u5404\u79cd\u57fa\u51c6\u4e0a\u5b9e\u73b0\u6700\u5148\u8fdb\u7684 \uff08SOTA\uff09 \u6027\u80fd\u3002\u8fd8\u91c7\u7528\u4e86\u4e00\u4e9b\u65b9\u6cd5\uff0c<strong>\u6709\u6548\u7f13\u89e3\u4e86\u5728\u5927\u89c4\u6a21\u6570\u636e\u96c6\u8bad\u7ec3\u540e\uff0c\u6a21\u578b\u5bf9\u539f\u59cb\u6587\u672c\u8bed\u8a00\u6a21\u578b\uff08text-LLM\uff09\u804a\u5929\u80fd\u529b\u7684\u707e\u96be\u6027\u9057\u5fd8\u95ee\u9898\uff0c\u540c\u65f6\u589e\u5f3a\u4e86\u8bed\u97f3\u7406\u89e3\u548c\u751f\u6210\u80fd\u529b\u3002<\/strong><\/p>\n\n\n\n<p>\u8fd8\u63d0\u51fa\u4e86\u4e00\u79cd\u65b0\u9896\u7684\u8bed\u97f3\u89e3\u7801\u5668\uff0c\u5728\u4fdd\u6301\u7ed3\u6784\u7b80\u5355\u7684\u540c\u65f6\uff0c\u517c\u5177\u4e86\u4f18\u5f02\u7684\u8bed\u97f3\u751f\u6210\u6027\u80fd\u3002LLaMA-Omni \u4f7f\u7528\u4e00\u79cd\u975e\u81ea\u56de\u5f52\uff08NAR\uff09\u6d41\u5f0f Transformer\uff0c\u5b83\u5c06\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u7684\u8f93\u51fa\u9690\u85cf\u72b6\u6001\u4f5c\u4e3a\u8f93\u5165\uff0c\u5e76\u901a\u8fc7\u8fde\u63a5\u65f6\u5e8f\u5206\u7c7b\uff08CTC\uff09\u9884\u6d4b\u54cd\u5e94\u7684\u79bb\u6563\u8bed\u97f3\u6807\u8bb0\u5e8f\u5217\u3002\u7136\u800c\uff0c\u8fd9\u79cd\u65b9\u6cd5\u7684\u6027\u80fd\u76f8\u6bd4\u81ea\u56de\u5f52\u8bed\u97f3\u89e3\u7801\u5668\u8f83\u5dee\u3002Freeze-Omni \u4f7f\u7528\u4e86\u4e09\u79cd\u8bed\u97f3\u89e3\u7801\u5668\uff0c\u5305\u62ec NAR \u524d\u7f00\u8bed\u97f3\u89e3\u7801\u5668\u3001NAR \u8bed\u97f3\u89e3\u7801\u5668\u548c AR\uff08\u81ea\u56de\u5f52\uff09\u8bed\u97f3\u89e3\u7801\u5668\uff0c\u4f7f\u6a21\u578b\u7ed3\u6784\u66f4\u4e3a\u590d\u6742\u3002\u6709\u522b\u4e8e\u8fd9\u4e24\u79cd\u7b56\u7565\uff0c\u6211\u4eec\u4e3a MinMo \u8bbe\u8ba1\u4e86\u4e00\u79cd<strong>\u81ea\u56de\u5f52\uff08AR\uff09\u6d41\u5f0f Transformer\uff0c\u5176\u901a\u8fc7\u56fa\u5b9a\u6bd4\u4f8b\u5c06 LLM \u7684\u8f93\u51fa\u9690\u85cf\u72b6\u6001\u4e0e\u8bed\u97f3\u6807\u8bb0\u6df7\u5408\u5904\u7406\u3002<\/strong><\/p>\n\n\n\n<p>\u5f00\u53d1\u4e86\u4e00\u79cd\u673a\u5236\uff0c\u53ef\u4ee5\u6709\u6548\u5730\u4fc3\u8fdb\u4e0e MinMo \u7684\u5168\u53cc\u5de5\u76f8\u4e92\u4f5c\u7528\u3002\u5177\u4f53\u6765\u8bf4\uff0c\u6211\u4eec\u5b9e\u73b0\u4e86\u4e00\u4e2a<strong>\u5168\u53cc\u5de5\u9884\u6d4b\u6a21\u5757<\/strong>\uff0c\u8be5\u6a21\u5757\u5229\u7528\u6587\u672cLLM \u7684\u8bed\u4e49\u7406\u89e3\u529f\u80fd\u6765\u51b3\u5b9a\u662f\u7ee7\u7eed\u7cfb\u7edf\u54cd\u5e94\uff0c\u8fd8\u662f\u8ba9\u6b65\u3001\u503e\u542c\u548c\u54cd\u5e94\u65b0\u7684\u7528\u6237\u67e5\u8be2\u3002\u5bf9\u4e8e MinMo\uff0c\u8bed\u97f3\u5230\u6587\u672c\u7684\u5ef6\u8fdf\u7ea6\u4e3a 100 \u6beb\u79d2;\u5168\u53cc\u5de5\u5ef6\u8fdf\u7406\u8bba\u4e0a\u7ea6\u4e3a 600 \u6beb\u79d2\uff0c\u5b9e\u9645\u65f6\u7ea6\u4e3a 800 \u6beb\u79d2\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"670\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-60-1024x670.png\" alt=\"\" class=\"wp-image-23944\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-60-1024x670.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-60-300x196.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-60-768x503.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-60.png 1270w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h2>Related Work<\/h2>\n\n\n\n<h3>Multimodal Spoken Dialogue Models:<\/h3>\n\n\n\n<p>\u591a\u79cd\u8bed\u97f3\u57fa\u7840\u6a21\u578b\u5df2\u88ab\u5f00\u53d1\u7528\u4e8e\u901a\u7528\u97f3\u9891\u7406\u89e3\uff0c\u4f46\u5c1a\u672a\u7cfb\u7edf\u5730\u63a2\u7d22\u5176\u5728\u8bed\u97f3\u4ea4\u4e92\u65b9\u9762\u7684\u5e94\u7528\u3002\u4f8b\u5982\uff0cQwen2-Audio \u5c06 Whisper \u8bed\u97f3\u7f16\u7801\u5668\u4e0e\u9884\u8bad\u7ec3\u6587\u672c\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u96c6\u6210\uff0c\u5e76\u901a\u8fc7\u591a\u4efb\u52a1\u9884\u8bad\u7ec3\u548c\u57fa\u4e8e\u6307\u4ee4\u7684\u76d1\u7763\u5fae\u8c03\u4f7f LLM \u5177\u5907\u8bed\u97f3\u7406\u89e3\u80fd\u529b\u3002SALMONN \u662f\u53e6\u4e00\u79cd\u7528\u4e8e\u901a\u7528\u97f3\u9891\u7406\u89e3\u7684\u8bed\u97f3-\u6587\u672c LLM\uff0c\u901a\u8fc7 Q-Former \u5c06\u5355\u72ec\u7684\u8bed\u97f3\u548c\u97f3\u9891\u7f16\u7801\u5668\u4e0e\u9884\u8bad\u7ec3\u6587\u672c LLM \u96c6\u6210\uff0c\u5e76\u91c7\u7528 LoRA \u8fdb\u884c\u6a21\u6001\u5bf9\u9f50\u3002<\/p>\n\n\n\n<p>\u7531\u4e8e\u672c\u7814\u7a76\u65e8\u5728\u5f00\u53d1\u4e00\u79cd\u7aef\u5230\u7aef\u591a\u6a21\u6001\u6a21\u578b\u4ee5\u5b9e\u73b0\u65e0\u7f1d\u8bed\u97f3\u4ea4\u4e92\uff0c\u6211\u4eec\u5c06\u91cd\u70b9\u6bd4\u8f83 MinMo \u4e0e\u7528\u4e8e\u8bed\u97f3\u4ea4\u4e92\u7684\u8bed\u97f3-\u6587\u672c\u6a21\u578b\uff08\u6216\u79f0\u591a\u6a21\u6001\u8bed\u97f3\u5bf9\u8bdd\u6a21\u578b\uff09\u3002\u540c\u65f6\u6216\u53d7\u5230 GPT-4o \u7684\u542f\u53d1\uff0c\u591a\u6a21\u6001\u8bed\u97f3\u5bf9\u8bdd\u6a21\u578b\u7684\u5f00\u53d1\u6b63\u5982\u706b\u5982\u837c\u5730\u8fdb\u884c\uff0c\u4ee5\u5b9e\u73b0\u4e0e\u7528\u6237\u5b9e\u65f6\u8bed\u97f3\u5bf9\u8bdd\u7684\u80fd\u529b\u3002(Ji et al., 2024a) \u5bf9\u8fd1\u671f\u7684\u8bed\u97f3\u5bf9\u8bdd\u6a21\u578b\u8fdb\u884c\u4e86\u6df1\u5165\u7efc\u8ff0\u3002\u4e00\u4e9b\u7814\u7a76\u652f\u6301\u4f20\u7edf\u7684\u56de\u5408\u5236\u8bed\u97f3\u804a\u5929\uff08\u5373\u534a\u53cc\u5de5\u901a\u4fe1\uff09\uff0c\u4f46\u65e0\u6cd5\u5904\u7406\u5168\u53cc\u5de5\u8bed\u97f3\u4ea4\u4e92\uff08\u5373\u540c\u65f6\u53cc\u5411\u901a\u4fe1\uff09\u3002\u8fd9\u4e9b\u6a21\u578b\u5305\u62ec\u534f\u4f5c\u7cfb\u7edf\u548c\u7aef\u5230\u7aef\u6846\u67b6\u3002<\/p>\n\n\n\n<p>PSLM (Mitsui et al., 2024) \u662f\u4e00\u79cd\u534f\u4f5c\u7cfb\u7edf\uff0c\u56e0\u4e3a\u5b83\u4f9d\u8d56 ASR \u5904\u7406\u97f3\u9891\u8f93\u5165\uff0c\u8fd9\u4f1a\u4e22\u5f03\u526f\u8bed\u8a00\u4fe1\u606f\u5e76\u5bfc\u81f4\u9519\u8bef\u4f20\u64ad\u3002PSLM \u540c\u65f6\u751f\u6210\u8bed\u97f3\u548c\u6587\u672c\u6807\u8bb0\uff0c\u4ece\u800c\u51cf\u5c11\u8bed\u97f3\u751f\u6210\u5ef6\u8fdf\uff1b\u7136\u800c\uff0c\u5176\u54cd\u5e94\u8d28\u91cf\u8f83\u4f4e\u3002\u4e0e PSLM \u7b49\u534f\u4f5c\u7cfb\u7edf\u4e0d\u540c\uff0c\u7aef\u5230\u7aef\u6846\u67b6\u76f4\u63a5\u63a5\u53d7\u97f3\u9891\u8f93\u5165\u5e76\u751f\u6210\u97f3\u9891\u8f93\u51fa\u3002<\/p>\n\n\n\n<p>Llama-Omni (Fang et al., 2024) \u548c Mini-Omni (Xie &amp; Wu, 2024) \u662f\u4e24\u4e2a\u8fd1\u671f\u7684\u7aef\u5230\u7aef\u6846\u67b6\uff0c\u4f46\u5c1a\u672a\u9488\u5bf9\u5168\u53cc\u5de5\u901a\u4fe1\u8fdb\u884c\u8bad\u7ec3\u3002Llama-Omni \u96c6\u6210\u4e86 Whisper \u8bed\u97f3\u7f16\u7801\u5668\u3001\u8bed\u97f3\u9002\u914d\u5668\u3001\u6d41\u5f0f\u8bed\u97f3\u89e3\u7801\u5668\u548c\u58f0\u7801\u5668\uff0c\u5e76\u4ee5\u9884\u8bad\u7ec3\u6587\u672c LLM \u4f5c\u4e3a\u57fa\u7840\u3002\u5176\u8bed\u97f3\u89e3\u7801\u5668\u4ee5\u975e\u81ea\u56de\u5f52\uff08NAR\uff09\u65b9\u5f0f\u751f\u6210\u4e0e\u751f\u6210\u6587\u672c\u524d\u7f00\u5bf9\u5e94\u7684\u79bb\u6563\u5355\u5143\u3002\u8be5\u6a21\u578b\u91c7\u7528\u4e24\u9636\u6bb5\u8bad\u7ec3\u7b56\u7565\uff1a\u7b2c\u4e00\u9636\u6bb5\u51bb\u7ed3\u8bed\u97f3\u7f16\u7801\u5668\uff0c\u4ec5\u5bf9\u8bed\u97f3\u9002\u914d\u5668\u548c LLM \u8fdb\u884c\u81ea\u56de\u5f52\u8bad\u7ec3\uff1b\u7b2c\u4e8c\u9636\u6bb5\u51bb\u7ed3\u8bed\u97f3\u7f16\u7801\u5668\u3001\u8bed\u97f3\u9002\u914d\u5668\u548c LLM\uff0c\u4ec5\u4f7f\u7528 CTC \u635f\u5931\u5bf9\u8bed\u97f3\u89e3\u7801\u5668\u8fdb\u884c\u8bad\u7ec3\u3002Llama-Omni \u88ab\u8bc4\u4f30\u5728\u8bed\u97f3\u8f6c\u6587\u672c\u6307\u4ee4\u6267\u884c\u548c\u8bed\u97f3\u8f6c\u8bed\u97f3\u6307\u4ee4\u6267\u884c\u4efb\u52a1\u4e0a\u7684\u8868\u73b0\u3002<\/p>\n\n\n\n<p>Mini-Omni \u540c\u6837\u91c7\u7528 Whisper \u7f16\u7801\u5668\uff0c\u5e76\u901a\u8fc7\u9002\u914d\u5668\u8fdb\u884c\u6700\u5c0f\u5316\u8bad\u7ec3\uff0c\u4ee5\u4fdd\u7559 LLM \u7684\u80fd\u529b\u3002\u8be5\u6a21\u578b\u901a\u8fc7\u6a21\u6001\u5bf9\u9f50\u3001\u9002\u914d\u5668\u8bad\u7ec3\u548c\u591a\u6a21\u6001\u5fae\u8c03\u4e09\u4e2a\u9636\u6bb5\u8fdb\u884c\u8bad\u7ec3\u3002Mini-Omni \u540c\u65f6\u751f\u6210\u6587\u672c\u548c\u97f3\u9891\u6807\u8bb0\uff0c\u5e76\u586b\u5145 N \u4e2a\u6807\u8bb0\u4ee5\u786e\u4fdd\u9996\u5148\u751f\u6210\u5bf9\u5e94\u7684\u6587\u672c\u6807\u8bb0\uff0c\u4ece\u800c\u6307\u5bfc\u97f3\u9891\u6807\u8bb0\u7684\u751f\u6210\u3002<\/p>\n\n\n\n<p>MinMo \u652f\u6301\u5168\u53cc\u5de5\u8bed\u97f3\u5bf9\u8bdd\u3002\u73b0\u6709\u7684\u5168\u53cc\u5de5\u8bed\u97f3\u804a\u5929\u7cfb\u7edf\u540c\u6837\u53ef\u4ee5\u5206\u4e3a\u534f\u4f5c\u7cfb\u7edf\u548c\u7aef\u5230\u7aef\u6a21\u578b\u4e24\u7c7b\u3002\u5728\u534f\u4f5c\u7cfb\u7edf\u4e2d\uff0cVITA (Fu et al., 2024) \u540c\u65f6\u8fd0\u884c\u4e24\u4e2a\u6a21\u578b\uff0c\u5373\u751f\u6210\u6a21\u578b\u548c\u76d1\u63a7\u6a21\u578b\uff0c\u4ee5\u652f\u6301\u5168\u53cc\u5de5\u901a\u4fe1\u3002\u5f53\u751f\u6210\u6a21\u578b\u6b63\u5728\u751f\u6210\u7cfb\u7edf\u54cd\u5e94\u65f6\uff0c<strong>\u76d1\u63a7\u6a21\u578b\u4f1a\u76d1\u63a7\u73af\u5883\uff0c\u5e76\u5728\u68c0\u6d4b\u5230\u6709\u6548\u7684\u7528\u6237\u6253\u65ad\u540e\u7ed3\u5408\u4e0a\u4e0b\u6587\u5bf9\u65b0\u7684\u7528\u6237\u67e5\u8be2\u63d0\u4f9b\u54cd\u5e94\uff0c\u540c\u65f6\u751f\u6210\u6a21\u578b\u6682\u505c\u5e76\u5207\u6362\u5230\u76d1\u63a7\u89d2\u8272\u3002<\/strong>\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0cVITA \u4ecd\u7136\u4f9d\u8d56\u5916\u90e8\u7684 TTS \u6a21\u5757\u751f\u6210\u8bed\u97f3\u8f93\u51fa\u3002<\/p>\n\n\n\n<p>\u53e6\u4e00\u79cd\u534f\u4f5c\u7cfb\u7edf (Wang et al., 2024a) \u5219\u901a\u8fc7 LLM \u63a5\u5165 ASR \u6a21\u5757\u548c\u6d41\u5f0f TTS \u6a21\u5757\u8fd0\u884c\u3002\u8be5\u7cfb\u7edf\u4e0d\u9700\u8981\u6a21\u6001\u5bf9\u9f50\uff0c\u800c\u662f\u5bf9\u9884\u8bad\u7ec3\u7684\u6587\u672c LLM \u8fdb\u884c\u76d1\u7763\u5fae\u8c03\uff0c\u91c7\u7528\u4ee5\u4e0b\u8303\u5f0f\uff1a\u5728\u6bcf\u4e2a\u65f6\u95f4\u6b65\uff0cLLM \u8981\u4e48\u5904\u7406\u4e00\u4e2a\u8f93\u5165\u6807\u8bb0\uff0c\u8981\u4e48\u751f\u6210\u4e00\u4e2a\u6587\u672c\u6807\u8bb0\uff0c\u8981\u4e48\u8f93\u51fa\u4e00\u4e2a\u7279\u6b8a\u7684\u63a7\u5236\u6807\u8bb0\uff0c\u7528\u4e8e\u5728 SPEAK \u548c LISTEN \u72b6\u6001\u4e4b\u95f4\u8fdb\u884c\u72b6\u6001\u8f6c\u6362\u3002\u6240\u6709\u8fd9\u4e9b\u4efb\u52a1\u90fd\u88ab\u5b9a\u4e49\u4e3a\u57fa\u4e8e\u5355\u4e00\u5e8f\u5217\u5316\u6d41\u5bf9\u8bdd\u7684\u4e0b\u4e00\u4e2a\u6807\u8bb0\u9884\u6d4b\u3002\u5168\u53cc\u5de5\u5bf9\u8bdd\u5b66\u4e60\u57fa\u4e8e\u7531 GPT-4 \u5408\u6210\u7684\u6570\u636e\u8fdb\u884c\uff0c\u8fd9\u4e9b\u6570\u636e\u751f\u6210\u4e86\u5305\u542b\u4e0d\u540c\u7c7b\u578b\u7528\u6237\u6253\u65ad\u7684\u5bf9\u8bdd\u3002\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c\u7531\u4e8e\u5176\u7ea7\u8054\u67b6\u6784\uff0c\u8be5\u7cfb\u7edf\u9762\u4e34\u9ad8\u8fbe 680ms \u7684\u9ad8\u5ef6\u8fdf\u95ee\u9898\u3002<\/p>\n\n\n\n<p>\u5728\u7aef\u5230\u7aef\u5168\u53cc\u5de5\u6a21\u578b\u4e2d\uff0c\u65e9\u671f\u7684 dGSLM (Nguyen et al., 2022) \u63d0\u51fa\u4e86\u4e00\u4e2a\u53cc\u5854\u67b6\u6784\uff0c\u7528\u4e8e\u8054\u5408\u5904\u7406\u7528\u6237\u8bed\u97f3\u548c\u7cfb\u7edf\u8bed\u97f3\u7684\u97f3\u9891\u6807\u8bb0\u6d41\u3002\u7136\u800c\uff0c\u8be5\u65b9\u6cd5\u5b58\u5728\u4ee5\u4e0b\u51e0\u4e2a\u7f3a\u70b9\uff1a\u5b83\u4f9d\u8d56\u4e8e\u4ec5\u57fa\u4e8e\u8bed\u97f3\u7684\u8bad\u7ec3\uff0c\u672a\u80fd\u5229\u7528\u9884\u8bad\u7ec3\u6587\u672c LLM \u7684\u80fd\u529b\uff1b\u4ec5\u4f7f\u7528\u8bed\u4e49\u6807\u8bb0\uff0c\u672a\u5145\u5206\u5efa\u6a21\u8bed\u97f3\u7684\u58f0\u5b66\u4fe1\u606f\uff1b\u4e0d\u652f\u6301\u5728\u7ebf\u6a21\u5f0f\u3002LSLM (Ma et al., 2024b) \u4f7f\u7528\u4ec5\u89e3\u7801\u5668\u7684 Transformer \u751f\u6210\u8bed\u97f3\u6807\u8bb0\uff0c\u5e76\u901a\u8fc7\u6d41\u5f0f SSL \u7f16\u7801\u5668\u5904\u7406\u76d1\u542c\u6807\u8bb0\u3002\u8be5\u6a21\u578b\u5f15\u5165\u4e86\u4e00\u4e2a\u4e2d\u65ad\u6807\u8bb0\uff0c\u7528\u4e8e\u5728\u68c0\u6d4b\u5230\u7528\u6237\u5c1d\u8bd5\u8f6e\u6d41\u5bf9\u8bdd\u65f6\u505c\u6b62\u53d1\u8a00\u3002\u7136\u800c\uff0c\u6a21\u578b\u5728\u751f\u6210\u5408\u7406\u54cd\u5e94\u65b9\u9762\u8868\u73b0\u4e0d\u8db3\u3002<\/p>\n\n\n\n<p>\u5728\u6700\u8fd1\u7684\u7aef\u5230\u7aef\u5168\u53cc\u5de5\u6a21\u578b\u4e2d\uff0c<strong>Moshi\u3001GLM-4-Voice \u3001SyncLM \u3001IntrinsicVoice \u548c Omni-Flatten<\/strong> \u662f<strong>\u539f\u751f\u591a\u6a21\u6001\u6a21\u578b<\/strong>\u3002\u8fd9\u4e9b\u6a21\u578b<strong>\u5728\u5355\u4e00\u6846\u67b6\u4e2d\u540c\u65f6\u5efa\u6a21\u8bed\u97f3\u548c\u6587\u672c\u6a21\u6001\u7684\u7406\u89e3\u548c\u751f\u6210<\/strong>\uff0c\u57fa\u4e8e GPT \u4e3b\u5e72\uff0c\u5e76\u9700\u8981\u4f7f\u7528\u8bed\u97f3\u548c\u6587\u672c\u6570\u636e\u8fdb\u884c\u81ea\u76d1\u7763\u81ea\u56de\u5f52\u9884\u8bad\u7ec3\u3002\u5982\u7b2c 1 \u8282\u6240\u8ff0\uff0c\u8fd9\u4e9b\u539f\u751f\u591a\u6a21\u6001\u6a21\u578b\u9700\u8981\u5e94\u5bf9\u8bed\u97f3\u6807\u8bb0\u4e0e\u6587\u672c\u6807\u8bb0\u4e4b\u95f4\u5e8f\u5217\u957f\u5ea6\u5dee\u5f02\u663e\u8457\u7684\u95ee\u9898\uff0c\u4ee5\u53ca\u8bed\u97f3-\u6587\u672c\u8bad\u7ec3\u6570\u636e\u9ad8\u5ea6\u4e0d\u5e73\u8861\u53ca\u5176\u5bfc\u81f4\u7684\u707e\u96be\u6027\u9057\u5fd8\u3002IntrinsicVoice \u4f7f\u7528 GroupFormer \u4ece LLM \u7684\u9690\u85cf\u72b6\u6001\u751f\u6210 HuBERT \u6807\u8bb0\uff0c\u6709\u6548\u5730\u5c06\u8bed\u97f3\u5e8f\u5217\u7f29\u77ed\u5230\u4e0e\u6587\u672c\u5e8f\u5217\u76f8\u5f53\u7684\u957f\u5ea6\u3002<strong>Omni-Flatten \u91c7\u7528\u5206\u9636\u6bb5\u7684\u9010\u6b65\u540e\u671f\u8bad\u7ec3\u7b56\u7565\uff0c\u901a\u8fc7\u5757\u7ea7\u7684\u5355\u6d41\u5e73\u94fa\u8bed\u97f3\u548c\u6587\u672c\u6807\u8bb0\u6765\u5b66\u4e60\u5168\u53cc\u5de5\u548c\u65e0\u6587\u672c\u7684\u8bed\u97f3\u5230\u8bed\u97f3\u4ea4\u4e92\u3002<\/strong><\/p>\n\n\n\n<p>\u4e0e\u8fd9\u4e9b\u539f\u751f\u591a\u6a21\u6001\u6a21\u578b\u4e0d\u540c\uff0c\u6211\u4eec\u7684 <strong>MinMo \u5c5e\u4e8e\u5bf9\u9f50\u591a\u6a21\u6001\u6a21\u578b\u7c7b\u522b<\/strong>\uff0c\u8be5\u7c7b\u522b\u8fd8\u5305\u62ec Llama-Omni\u3001Mini-Omni2\u548c Freeze-Omni \u3002\u5bf9\u9f50\u591a\u6a21\u6001\u6a21\u578b<strong>\u96c6\u6210\u4e86\u8bed\u97f3\u529f\u80fd\uff0c\u540c\u65f6\u65e8\u5728\u4fdd\u7559\u73b0\u6709\u9884\u8bad\u7ec3\u6587\u672c LLM \u7684\u80fd\u529b<\/strong>\u3002Mini-Omni2 \u5f15\u5165\u4e86\u57fa\u4e8e\u547d\u4ee4\u7684\u4e2d\u65ad\u673a\u5236\u4ee5\u652f\u6301\u5168\u53cc\u5de5\u5bf9\u8bdd\uff0c\u4f46\u4ec5\u5728 ASR \u4efb\u52a1\u4e0a\u8fdb\u884c\u8bc4\u4f30\uff0c\u5e76\u4e0e Whisper\u3001VITA \u548c Mini-Omni \u8fdb\u884c\u6bd4\u8f83\u3002Freeze-Omni\u662f\u4e00\u4e2a\u8bed\u97f3\u5230\u8bed\u97f3\u6a21\u578b\uff0c\u901a\u8fc7\u51bb\u7ed3\u9884\u8bad\u7ec3\u7684\u6587\u672c LLM \u6765\u4fdd\u7559\u5176\u80fd\u529b\u3002\u5b83\u652f\u6301\u6d41\u5f0f\u8f93\u5165\u8bed\u97f3\u548c\u751f\u6210\u6d41\u5f0f\u8f93\u51fa\u8bed\u97f3\uff0c\u4f7f\u7528\u591a\u4efb\u52a1\u8bad\u7ec3\uff0c\u5e76\u901a\u8fc7\u5757\u7ea7\u72b6\u6001\u9884\u6d4b\u6765\u5efa\u6a21\u5168\u53cc\u5de5\u8bed\u97f3\u4ea4\u4e92\u3002<\/p>\n\n\n\n<p>\u6211\u4eec\u7684 MinMo \u4e0e\u8fd9\u4e9b\u5bf9\u9f50\u591a\u6a21\u6001\u6a21\u578b\u5728\u4ee5\u4e0b\u65b9\u9762\u4e0d\u540c\uff1a\u6211\u4eec\u63a2\u7d22\u4e86\u5728\u66f4\u5927\u89c4\u6a21\u7684\u8bed\u97f3\u6570\u636e\u96c6\uff081.4 \u767e\u4e07\u5c0f\u65f6\u591a\u6837\u5316\u8bed\u97f3\u6570\u636e\uff0c\u76f8\u8f83\u4e8e LLaMA-Omni \u7684 20 \u4e07\u6837\u672c\u548c Freeze-Omni \u7684 12 \u4e07\u5c0f\u65f6\uff09\u4ee5\u53ca\u66f4\u5e7f\u6cdb\u7684\u8bed\u97f3\u4efb\u52a1\u4e0a\u8bad\u7ec3 MinMo\u3002MinMo \u8fd8\u901a\u8fc7\u65b0\u9896\u7684\u8bed\u97f3\u89e3\u7801\u5668\u3001\u589e\u5f3a\u7684\u6307\u4ee4\u8ddf\u968f\u80fd\u529b\uff0c\u4ee5\u53ca<strong>\u5bf9\u5168\u53cc\u5de5\u8bed\u97f3\u5bf9\u8bdd\u80fd\u529b\u7684\u7cfb\u7edf\u6027\u8bad\u7ec3\u548c\u8bc4\u4f30<\/strong>\uff0c\u4e0e\u73b0\u6709\u7684\u5bf9\u9f50\u591a\u6a21\u6001\u6a21\u578b\u5f62\u6210\u4e86\u5dee\u5f02\u5316\u3002<\/p>\n\n\n\n<h3>\u6587\u672c\u98ce\u683c &#8211; \u53ef\u63a7\u8bed\u97f3\u5408\u6210<\/h3>\n\n\n\n<p><strong>\u591a\u6a21\u6001\u8bed\u97f3\u5bf9\u8bdd\u6a21\u578b\u76f8\u6bd4\u4e8e\u57fa\u4e8e\u6587\u672c\u7684\u5bf9\u8bdd\u6a21\u578b\u7684\u663e\u8457\u7279\u5f81\u5728\u4e8e\u5176\u80fd\u591f\u7406\u89e3\u548c\u751f\u6210\u8d85\u8d8a\u6587\u672c\u5185\u5bb9\u7684\u58f0\u5b66\u4fe1\u606f\u3002\u8bed\u97f3\u6a21\u6001\u4e0d\u4ec5\u5305\u542b\u5185\u5bb9\uff0c\u8fd8\u5305\u62ec\u60c5\u611f\u3001\u65b9\u8a00\u548c\u8bed\u901f\u7b49\u58f0\u5b66\u4fe1\u606f\u3002\u4e00\u4e2a\u667a\u80fd\u7684\u591a\u6a21\u6001\u8bed\u97f3\u5bf9\u8bdd\u6a21\u578b\u5e94\u8be5\u80fd\u591f\u5168\u9762\u7406\u89e3\u8f93\u5165\u8bed\u97f3\u4e2d\u7684\u58f0\u5b66\u4fe1\u606f\uff08\u4f8b\u5982\u60c5\u611f\uff09\uff0c\u5e76\u4e14\u80fd\u591f\u751f\u6210\u5e26\u6709\u6307\u5b9a\u60c5\u611f\u3001\u65b9\u8a00\u3001\u8bed\u901f\u7684\u54cd\u5e94\uff0c\u751a\u81f3\u6a21\u4eff\u7279\u5b9a\u7684\u58f0\u97f3\uff0c\u4ece\u800c\u5728\u6c9f\u901a\u4e2d\u5b9e\u73b0\u66f4\u6df1\u5c42\u6b21\u7684\u7406\u89e3\u548c\u54cd\u5e94\u3002<\/strong><\/p>\n\n\n\n<p>\u534f\u4f5c\u7cfb\u7edf\u5982 ParalinGPT \u3001E-Chat \u548c Spoken-LLM \u901a\u8fc7\u6574\u5408\u526f\u8bed\u8a00\u7279\u5f81\u589e\u5f3a\u5bf9\u60c5\u611f\u7b49\u58f0\u5b66\u4fe1\u606f\u7684\u7406\u89e3\u3002\u8fd9\u4e9b\u7cfb\u7edf\u53ef\u4ee5\u4e0e\u53ef\u63a7\u98ce\u683c\u7684\u6587\u672c\u8f6c\u8bed\u97f3\uff08TTS\uff09\u7cfb\u7edf\u7ed3\u5408\uff0c\u4ee5\u751f\u6210\u5e26\u6709\u7279\u5b9a\u60c5\u611f\u3001\u8bed\u901f\u548c\u97f3\u91cf\u7684\u54cd\u5e94\u3002\u5728\u6587\u672c\u98ce\u683c\u53ef\u63a7 TTS \u65b9\u9762\u53d6\u5f97\u4e86\u663e\u8457\u8fdb\u5c55\uff0c\u4f8b\u5982 TextrolSpeech \u3001PromptTTS \u3001PromptTTS2\u3001InstructTTS \u548c ControlSpeech \u3002<\/p>\n\n\n\n<p>\u4e0e\u8fd9\u4e9b\u534f\u4f5c\u7cfb\u7edf\u76f8\u6bd4\uff0cMoshi \u4f7f\u7528\u4e00\u4e2a\u5177\u6709\u5355\u4e00\u6f14\u5458\u58f0\u97f3\u548c\u8d85\u8fc7 70 \u79cd\u8bf4\u8bdd\u98ce\u683c\u5f55\u97f3\u7684 TTS \u5f15\u64ce\uff0c\u751f\u6210\u8bad\u7ec3\u6570\u636e\u4ee5\u652f\u6301\u5728\u7aef\u5230\u7aef\u6a21\u578b\u4e2d\u7406\u89e3\u548c\u751f\u6210\u58f0\u5b66\u4fe1\u606f\u3002GLM-4-Voice\u5229\u7528\u9ad8\u8d28\u91cf\u7684\u591a\u8f6e\u8bed\u97f3\u5bf9\u8bdd\u6570\u636e\uff0c\u8fd9\u4e9b\u6570\u636e\u9488\u5bf9\u7279\u5b9a\u8bed\u97f3\u98ce\u683c\u9700\u6c42\uff08\u5982\u8bed\u901f\u3001\u60c5\u611f\u6216\u65b9\u8a00\uff09\u8fdb\u884c\u5b9a\u5236\uff0c\u4ece\u800c\u652f\u6301\u98ce\u683c\u53ef\u63a7\u7684\u8bed\u97f3\u5bf9\u8bdd\u3002\u7136\u800c\uff0c\u636e\u6211\u4eec\u6240\u77e5\uff0c\u5c1a\u65e0\u7814\u7a76\u8868\u660e\u5bf9\u9f50\u7684\u591a\u6a21\u6001\u6a21\u578b\u80fd\u591f\u652f\u6301\u98ce\u683c\u53ef\u63a7\u7684\u8bed\u97f3\u751f\u6210\u3002<\/p>\n\n\n\n<p>\u4e0e\u4e4b\u524d\u7684\u7814\u7a76\u58f0\u79f0\u5bf9\u9f50\u7684\u591a\u6a21\u6001\u6a21\u578b\uff08\u5982 Llama-Omni \u548c Freeze-Omni\uff09\u4ec5\u5141\u8bb8\u8bed\u8a00\u6a21\u578b\u63a7\u5236\u8bed\u97f3\u7684\u5185\u5bb9\u800c\u975e\u98ce\u683c\u548c\u97f5\u5f8b\u76f8\u53cd\uff0c\u6211\u4eec\u5728<strong>\u672c\u7814\u7a76\u4e2d\u63d0\u51fa\u4e86\u4e00\u79cd\u65b0\u578b\u7684\u6d41\u5f0f\u8bed\u97f3\u89e3\u7801\u5668\uff0c\u7528\u4e8e\u5bf9\u9f50\u591a\u6a21\u6001\u6a21\u578b MinMo\uff0c\u5e76\u53d1\u73b0\u8be5\u89e3\u7801\u5668\u4e0d\u4ec5\u589e\u5f3a\u4e86\u6307\u4ee4\u8ddf\u968f\u80fd\u529b\uff0c\u8fd8\u4f7f MinMo \u80fd\u591f\u751f\u6210\u7b26\u5408\u7528\u6237\u6307\u5b9a\u60c5\u611f\u3001\u65b9\u8a00\u3001\u8bed\u901f\u4ee5\u53ca\u6a21\u4eff\u7279\u5b9a\u58f0\u97f3\u7684\u8bed\u97f3\u3002<\/strong><\/p>\n\n\n\n<h2>MinMo <\/h2>\n\n\n\n<h3>\u6a21\u578b\u67b6\u6784<\/h3>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"565\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-61-1024x565.png\" alt=\"\" class=\"wp-image-23964\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-61-1024x565.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-61-300x165.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-61-768x423.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-61.png 1411w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u8bed\u97f3\u7f16\u7801\u5668\u91c7\u7528\u9884\u8bad\u7ec3\u7684 SenseVoice-large \u7f16\u7801\u6a21\u5757\uff0c\u63d0\u4f9b\u4e86\u5f3a\u5927\u7684\u8bed\u97f3\u7406\u89e3\u80fd\u529b\uff0c\u652f\u6301\u591a\u8bed\u8a00\u8bed\u97f3\u8bc6\u522b\u3001\u60c5\u611f\u8bc6\u522b\u548c\u97f3\u9891\u4e8b\u4ef6\u68c0\u6d4b\u3002\u8f93\u5165\u6295\u5f71\u5668\u7531\u4e00\u4e2a\u968f\u673a\u521d\u59cb\u5316\u7684\u4e24\u5c42 Transformer \u548c\u4e00\u4e2a CNN \u5c42\u7ec4\u6210\uff0c\u7528\u4e8e\u7ef4\u5ea6\u5bf9\u9f50\u548c\u964d\u91c7\u6837\u3002\u6211\u4eec\u9009\u7528\u9884\u8bad\u7ec3\u7684 Qwen2.5-7B-instruct \u6a21\u578b\u4f5c\u4e3a\u9884\u8bad\u7ec3\u7684\u6587\u672c LLM\uff0c\u56e0\u4e3a\u5176\u5728\u5404\u79cd\u57fa\u51c6\u6d4b\u8bd5\u4e2d\u7684\u8868\u73b0\u5353\u8d8a\uff08Team, 2024\uff09\u3002\u6b64\u5916\uff0c\u6211\u4eec\u5229\u7528 CosyVoice 2\u7684\u6d41\u5f0f\u97f3\u9891\u751f\u6210\u673a\u5236\uff0c\u8be5\u673a\u5236\u5177\u5907\u4f4e\u5ef6\u8fdf\u5e76\u63d0\u4f9b\u5177\u6709\u7ade\u4e89\u529b\u7684\u8bed\u97f3\u5408\u6210\u6027\u80fd\u3002<\/p>\n\n\n\n<p>\u5bf9\u4e8e\u6bcf\u6279\u63a5\u6536\u7684\u4e94\u4e2a\u6587\u672c\u6807\u8bb0\uff0c\u6211\u4eec\u5c06\u8fd9\u4e9b\u6807\u8bb0\u53ca\u5176\u5bf9\u5e94\u7684\u6700\u7ec8\u9690\u85cf\u5c42\u5411\u91cf\u540c\u65f6\u4f20\u9012\u5230\u8f93\u51fa\u6295\u5f71\u5668\u548c\u8bed\u97f3\u6807\u8bb0\u8bed\u8a00\u6a21\u578b\uff08Voice Token LM\uff09\u3002\u8f93\u51fa\u6295\u5f71\u5668\u662f\u4e00\u4e2a\u5355\u5c42\u7ebf\u6027\u6a21\u5757\uff0c\u968f\u673a\u521d\u59cb\u5316\u7528\u4e8e\u7ef4\u5ea6\u5bf9\u9f50\u3002\u8bed\u97f3\u6807\u8bb0\u8bed\u8a00\u6a21\u578b\uff08Voice Token LM\uff09\u91c7\u7528\u9884\u8bad\u7ec3\u7684 CosyVoice 2 LM \u6a21\u5757\uff0c\u5e76\u4ee5\u81ea\u56de\u5f52\u65b9\u5f0f\u751f\u6210\u5341\u4e94\u4e2a\u8bed\u97f3\u6807\u8bb0\uff0c\u786e\u4fdd\u9ad8\u6548\u4e14\u65e0\u7f1d\u7684\u97f3\u9891\u5408\u6210\u3002\u8fd9\u4e9b\u8bed\u97f3\u6807\u8bb0\u7531 Token2wav \u5408\u6210\u5668\u6a21\u5757\u5b9e\u65f6\u5904\u7406\uff0c\u751f\u6210\u6700\u7ec8\u7684\u97f3\u9891\u8f93\u51fa\u3002<\/p>\n\n\n\n<p>Token2wav \u5408\u6210\u5668\u5305\u62ec\u4e00\u4e2a\u9884\u8bad\u7ec3\u7684\u6d41\u5339\u914d\u6a21\u578b\uff0c\u8be5\u6a21\u578b\u5c06\u6807\u8bb0\u8f6c\u6362\u4e3a\u6885\u5c14\u9891\u8c31\u56fe\uff0c\u4ee5\u53ca\u4e00\u4e2a\u9884\u8bad\u7ec3\u7684\u58f0\u7801\u5668\uff0c\u5c06\u6885\u5c14\u9891\u8c31\u56fe\u8f6c\u6362\u4e3a\u6ce2\u5f62\uff0c\u4e24\u8005\u5747\u6765\u6e90\u4e8e CosyVoice 2\u3002MinMo \u901a\u8fc7\u989d\u5916\u7684\u9690\u85cf\u5d4c\u5165\u5b9e\u73b0\u7aef\u5230\u7aef\u7684\u5b8c\u6574\u8bad\u7ec3\uff0c\u8fd9\u4e9b\u5d4c\u5165\u6709\u52a9\u4e8e\u6839\u636e\u7528\u6237\u6307\u4ee4\u63a7\u5236\u8bed\u97f3\u98ce\u683c\uff0c\u4f8b\u5982\u60c5\u611f\u3001\u65b9\u8a00\u548c\u8bed\u901f\u7b49\u3002\u8bed\u97f3\u751f\u6210\u7684\u8be6\u7ec6\u4fe1\u606f\u8be6\u89c1 3.2 \u8282\u3002<\/p>\n\n\n\n<p>\u5168\u53cc\u5de5\u9884\u6d4b\u5668\u6a21\u5757\u7531\u4e00\u4e2a\u5355\u5c42 Transformer \u548c\u4e00\u4e2a\u7ebf\u6027 softmax \u8f93\u51fa\u5c42\u7ec4\u6210\uff0c\u4e24\u8005\u5747\u4e3a\u968f\u673a\u521d\u59cb\u5316\u3002\u8be5\u6a21\u5757\u5b9e\u65f6\u9884\u6d4b\u662f\u5426\u54cd\u5e94\u7528\u6237\u6307\u4ee4\u6216\u6682\u65f6\u505c\u6b62\u5f53\u524d\u7cfb\u7edf\u64ad\u62a5\uff0c\u4ee5\u5904\u7406\u6765\u81ea\u7528\u6237\u7684\u8fdb\u4e00\u6b65\u97f3\u9891\u8f93\u5165\u3002\u4e00\u65e6\u5168\u53cc\u5de5\u9884\u6d4b\u5668\u51b3\u5b9a\u7cfb\u7edf\u54cd\u5e94\u662f\u5408\u9002\u7684\uff0cMinMo \u4f1a\u751f\u6210\u6587\u672c\u8f93\u51fa\u5e76\u540c\u6b65\u4ee5\u9010\u6807\u8bb0\u65b9\u5f0f\u751f\u6210\u97f3\u9891\u6807\u8bb0\u3002<\/p>\n\n\n\n<h3>Streaming Voice Decoder<\/h3>\n\n\n\n<p>\u8bed\u97f3\u89e3\u7801\u5668\u5305\u62ec\u4e09\u4e2a\u7ec4\u4ef6\uff1a\u8f93\u51fa\u6295\u5f71\u5668\u3001\u8bed\u97f3\u6807\u8bb0\u8bed\u8a00\u6a21\u578b\uff08Voice Token LM\uff09\u548c\u6d41\u5f0f\u6807\u8bb0\u5230\u6ce2\u5f62\uff08Token2wav\uff09\u5408\u6210\u5668\u3002<\/p>\n\n\n\n<p>\u8f93\u51fa\u6295\u5f71\u5668\u5bf9\u9f50 LLM \u7684\u7ef4\u5ea6\u4e0e\u8bed\u97f3\u89e3\u7801\u5668\u7684\u7ef4\u5ea6\u3002LLM \u7684\u9690\u85cf\u72b6\u6001\u5305\u542b\u4e30\u5bcc\u7684\u4e0a\u4e0b\u6587\u4fe1\u606f\uff0c\u4f46\u8bed\u4e49\u4e0a\u53ef\u80fd\u4e0d\u591f\u660e\u786e\uff1b\u800c\u91c7\u6837\u5f97\u5230\u7684\u6587\u672c\u6807\u8bb0\u66f4\u52a0\u7cbe\u786e\uff0c\u4e0e\u751f\u6210\u7684\u6587\u672c\u4e00\u81f4\u3002\u540c\u65f6\uff0c\u5f53\u524d\u7528\u6237\u8f93\u5165\u7684\u9690\u85cf\u72b6\u6001\u5305\u542b\u663e\u5f0f\u7684\u6307\u4ee4\u4fe1\u606f\u3002\u5728\u6bcf\u8f6e\u5bf9\u8bdd\u4e2d\uff0c\u7528\u6237\u8f93\u5165\u7684\u5d4c\u5165\u4e0e LLM \u6700\u540e\u4e00\u5c42\u8f93\u51fa\u7684\u9690\u85cf\u72b6\u6001\u5c06\u6cbf\u7279\u5f81\u7ef4\u5ea6\u62fc\u63a5\uff0c\u5f62\u6210\u67e5\u8be2\u5d4c\u5165\u3002\u67e5\u8be2\u5d4c\u5165\u4e0e\u4e94\u4e2a\u91c7\u6837\u6587\u672c\u6807\u8bb0\u7684\u5d4c\u5165\uff0c\u4ee5\u53ca LLM \u6700\u540e\u4e00\u5c42\u8f93\u51fa\u7684\u9690\u85cf\u72b6\u6001\uff0c\u5c06\u6cbf\u5e8f\u5217\u7ef4\u5ea6\u62fc\u63a5\u5e76\u8f93\u5165\u5230\u6295\u5f71\u5668\u4e2d\u3002\u6295\u5f71\u5668\u7684\u8f93\u51fa\u88ab\u79f0\u4e3a\u8bed\u4e49\u5411\u91cf\uff0c\u8fd9\u4e9b\u5411\u91cf\u4ee3\u8868\u4e86\u4e30\u5bcc\u4e14\u51c6\u786e\u7684\u8bed\u4e49\u4fe1\u606f\u3002<\/p>\n\n\n\n<p>\u5728\u8f93\u51fa\u6295\u5f71\u5668\u4e4b\u540e\uff0c\u4f7f\u7528\u8bed\u97f3\u6807\u8bb0\u8bed\u8a00\u6a21\u578b\uff08Voice Token LM\uff09\u4ee5\u81ea\u56de\u5f52\u65b9\u5f0f\u751f\u6210\u8bed\u97f3\u6807\u8bb0\u3002\u8be5\u8bed\u8a00\u6a21\u578b\u5728\u4ea4\u66ff\u7684\u6587\u672c\u548c\u8bed\u97f3\u6807\u8bb0\u5e8f\u5217\u4e0a\u8fd0\u884c\u3002\u5177\u4f53\u800c\u8a00\uff0c\u6211\u4eec\u4ee5 5:15 \u7684\u56fa\u5b9a\u6bd4\u4f8b\u6df7\u5408\u8bed\u4e49\u5411\u91cf\u548c\u8bed\u97f3\u6807\u8bb0\uff0c\u5373\u6bcf\u4e94\u4e2a\u8bed\u4e49\u5411\u91cf\u540e\u8ddf\u968f\u5341\u4e94\u4e2a\u8bed\u97f3\u6807\u8bb0\u3002<\/p>\n\n\n\n<p>\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\uff0c\u91c7\u7528\u6559\u5e08\u5f3a\u5236\u7b56\u7565\uff0c\u5e76\u5f15\u5165\u4e00\u4e2a\u7279\u6b8a\u6807\u8bb0\uff0c\u7528\u4e8e\u6307\u793a\u4e0b\u4e00\u4e2a\u8bed\u4e49\u5411\u91cf\u5e94\u88ab\u8fde\u63a5\u3002\u5f53 LLM \u7684\u6587\u672c\u54cd\u5e94\u5b8c\u6210\u4e14\u8bed\u4e49\u5411\u91cf\u8017\u5c3d\u65f6\uff0c\u6211\u4eec\u63d2\u5165\u4e00\u4e2a\u201c\u8bed\u97f3\u8f6e\u6b21\u201d\uff08turn of speech\uff09\u6807\u8bb0\uff0c\u63d0\u793a\u8bed\u97f3\u6807\u8bb0\u8bed\u8a00\u6a21\u578b\u63a5\u4e0b\u6765\u7684\u6807\u8bb0\u5e94\u5b8c\u5168\u4e3a\u8bed\u97f3\u6807\u8bb0\u3002\u5f53\u751f\u6210\u201c\u8bed\u97f3\u7ed3\u675f\u201d\uff08end of speech\uff09\u6807\u8bb0\u65f6\uff0c\u8bed\u97f3\u5408\u6210\u8fc7\u7a0b\u7ed3\u675f\u3002<\/p>\n\n\n\n<p>\u4e3a\u4e86\u4ece\u8bed\u97f3\u4ee4\u724c\u91cd\u5efa\u6ce2\u5f62\uff0c\u6211\u4eec\u4f7f\u7528\u73b0\u6210\u7684\u6d41\u5f0f token2wav \u5408\u6210\u5668\u3002token2wav \u5408\u6210\u5668\u5305\u542b\u4e00\u4e2a\u6570\u636e\u5757\u611f\u77e5\u6d41\u5339\u914d\u6a21\u578b\u548c\u4e00\u4e2a mel \u5230 wave \u58f0\u7801\u5668\uff0c\u80fd\u591f\u4ee5 15 \u4e2a\u4ee4\u724c\u4e3a\u5757\u5408\u6210\u6ce2\u5f62\u3002<\/p>\n\n\n\n<p>\u8bed\u97f3\u89e3\u7801\u5668\u7684\u7406\u8bba\u5ef6\u8fdf\u53ef\u4ee5\u6309\u4ee5\u4e0b\u65b9\u5f0f\u8ba1\u7b97\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\/01\/image-62.png\" alt=\"\" class=\"wp-image-23975\" width=\"287\" height=\"35\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-62.png 547w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-62-300x37.png 300w\" sizes=\"(max-width: 287px) 100vw, 287px\" \/><\/figure><\/div>\n\n\n\n<p>\u5176\u4e2d&nbsp;dl\u2062l\u2062m&nbsp;\u8868\u793a LLM \u751f\u6210\u4e00\u4e2a\u6587\u672c\u4ee4\u724c\u7684\u8ba1\u7b97\u65f6\u95f4\uff0c&nbsp;dl\u2062m&nbsp;\u8868\u793a LM \u751f\u6210\u4e00\u4e2a\u8bed\u97f3\u4ee4\u724c\u7684\u65f6\u95f4\uff0c&nbsp;ds\u2062y\u2062n&nbsp;\u8868\u793a token2wav \u5408\u6210\u5668\u751f\u6210\u6bcf\u4e2a\u8bed\u97f3\u4ee4\u724c\u5bf9\u5e94\u7684\u6ce2\u5f62\u7684\u65f6\u95f4\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"588\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-63-1024x588.png\" alt=\"\" class=\"wp-image-23979\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-63-1024x588.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-63-300x172.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-63-768x441.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-63.png 1384w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h3>Tasks and Training Data<\/h3>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"580\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-64-1024x580.png\" alt=\"\" class=\"wp-image-23982\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-64-1024x580.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-64-300x170.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-64-768x435.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-64.png 1288w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>MinMo \u7684\u8bad\u7ec3\u4efb\u52a1\u5305\u62ec\u56db\u7c7b\uff0c\u5305\u62ec&nbsp;<em>Speech-to-Text<\/em>\u3001<em>Text-to-Speech<\/em>\u3001<em>Speech-to-Speech<\/em>&nbsp;\u548c&nbsp;<em>Speech-to-ControlToken<\/em>&nbsp;\u4efb\u52a1\u3002\u8868&nbsp;2&nbsp;\u5217\u51fa\u4e86\u6bcf\u4e2a\u7c7b\u522b\u4e2d\u7684\u5177\u4f53\u4efb\u52a1\u53ca\u5176\u76f8\u5e94\u7684\u6570\u636e\u91cf\u8868\u3002<\/p>\n\n\n\n<p><strong>Speech-to-Text \u4efb\u52a1\u3002<\/strong>\u6b64\u7c7b\u522b\u5305\u542b\u5927\u7ea6 120 \u4e07\u5c0f\u65f6\u7684\u8bed\u97f3-\u6587\u672c\u914d\u5bf9\u6570\u636e\uff0c\u5305\u62ec\u81ea\u52a8\u8bed\u97f3\u8bc6\u522b \uff08ASR\uff09\u3001\u8bed\u97f3\u5230\u6587\u672c\u7ffb\u8bd1 \uff08S2TT\uff09\u3001\u8bed\u8a00\u8bc6\u522b \uff08LID\uff09\u3001\u4e0a\u4e0b\u6587\u504f\u5dee\u8bed\u97f3\u8bc6\u522b\u3001\u8bed\u97f3\u60c5\u611f\u8bc6\u522b \uff08SER\uff09\u3001\u97f3\u9891\u4e8b\u4ef6\u68c0\u6d4b \uff08AED\uff09\u3001\u8bf4\u8bdd\u4eba\u5206\u6790\u3001\u53e3\u8bed\u5e73\u6ed1\u7b49\u4efb\u52a1\u3002\u8fd9\u4e9b\u4efb\u52a1\u7684\u8bad\u7ec3\u6570\u636e\u4ee5 ChatML \u683c\u5f0f\u7ec4\u7ec7\uff0c\u5982\u4ee5\u4e0b\u793a\u4f8b\u6240\u793a\uff1a<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large is-resized\"><img loading=\"lazy\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-65-1024x566.png\" alt=\"\" class=\"wp-image-23988\" width=\"422\" height=\"233\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-65-1024x566.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-65-300x166.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-65-768x424.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-65.png 1375w\" sizes=\"(max-width: 422px) 100vw, 422px\" \/><\/figure><\/div>\n\n\n\n<p>Text-to-Speech tasks\u3002\u8be5\u7c7b\u522b\u7684\u6570\u636e\u4e3b\u8981\u7531\u57fa\u7840\u8bed\u97f3\u5408\u6210\u6570\u636e\u7ec4\u6210\uff0c\u4e0e\u8bad\u7ec3 CosyVoice 2 \u7684\u6570\u636e\u76f8\u540c\u3002\u5b83\u5305\u62ec 170000 \u5c0f\u65f6\u7684\u6587\u672c\u8bed\u97f3\u914d\u5bf9\u6570\u636e\uff0c\u5e76\u652f\u6301\u56db\u79cd\u8bed\u8a00\uff1a\u4e2d\u6587\u3001\u82f1\u6587\u3001\u97e9\u6587\u548c\u65e5\u6587\u3002\u6b64\u5916\uff0c\u8fd8\u6709\u5927\u7ea6 1000 \u5c0f\u65f6\u7684\u97f3\u9891\u751f\u6210\u6570\u636e\u7531\u6307\u4ee4\u63a7\u5236\u3002\u8fd9\u4e9b\u8bf4\u660e\u6269\u5c55\u4e3a\u5305\u62ec\u7531 Qwen-Max&nbsp;\u751f\u6210\u7684\u81ea\u7136\u8bed\u8a00\u63cf\u8ff0\uff0c\u5229\u7528\u4eba\u7c7b\u6807\u8bb0\u7684\u5c5e\u6027\uff0c\u4f8b\u5982\u60c5\u611f\u3001\u8bed\u901f\u3001\u65b9\u8a00\u548c\u89d2\u8272\u626e\u6f14\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"182\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-66-1024x182.png\" alt=\"\" class=\"wp-image-23990\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-66-1024x182.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-66-300x53.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-66-768x137.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-66.png 1386w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p><strong>Speech-to-Speech \u4efb\u52a1\u3002<\/strong>&nbsp;Speech-to-Speech \u6570\u636e\u4e3b\u8981\u901a\u8fc7\u6a21\u62df\u83b7\u53d6\uff0c\u5305\u62ec\u5927\u7ea6 10000 \u5c0f\u65f6\u7684\u591a\u8f6e\u5bf9\u8bdd\u8bed\u97f3\u548c 100 \u5c0f\u65f6\u7684\u98ce\u683c\u53ef\u63a7\u591a\u8f6e\u5bf9\u8bdd\u8bed\u97f3\u3002\u6a21\u62df Speech-to-Speech \u804a\u5929\u6570\u636e\u7684\u65b9\u6cd5\u5982\u4e0b\uff1a<\/p>\n\n\n\n<p>\u5bf9\u4e8e\u4e3b\u8981\u6765\u6e90\u4e8e Alpaca  \u548c ShareGPT3 \u7684\u6587\u672c\u804a\u5929\u6570\u636e\uff0c\u6211\u4eec\u5229\u7528 CosyVoice \u7684\u96f6\u6837\u672c\u4e0a\u4e0b\u6587\u751f\u6210\u65b9\u6cd5 \u5c06\u7528\u6237\u6587\u672c\u8f6c\u6362\u4e3a\u7528\u6237\u8bed\u97f3\u3002\u6211\u4eec\u4f7f\u7528\u6765\u81ea\u9009\u5b9a\u8bf4\u8bdd\u4eba\u7684 2 \u5c0f\u65f6\u6570\u636e\u5bf9 CosyVoice \u7684\u57fa\u672c\u6a21\u578b\u8fdb\u884c\u5fae\u8c03\uff0c\u4e3a\u76ee\u6807\u8bf4\u8bdd\u4eba\u521b\u5efa\u4e00\u4e2a\u8bed\u97f3\u5408\u6210\u6a21\u578b\uff0c\u79f0\u4e3a CosyVoice-SFT\u3002\u8be5\u6a21\u578b\u5408\u6210\u4e86\u52a9\u624b\u7684\u8bed\u97f3\uff08\u5373\u7cfb\u7edf\u8bed\u97f3\uff09\u3002\u4f7f\u7528zero-shot\u4e0a\u4e0b\u6587\u751f\u6210\u8fdb\u884c\u7528\u6237\u8bed\u97f3\u5408\u6210\u7684\u4f18\u52bf\u5728\u4e8e\u5b83\u80fd\u591f\u786e\u4fdd\u751f\u6210\u7684\u7528\u6237\u8bed\u97f3\u7684\u591a\u6837\u6027\uff0c\u4ece\u800c\u589e\u5f3a MinMo \u7684\u6cdb\u5316\u6027\u3002<\/p>\n\n\n\n<p>\u4e3a\u4e86\u89e3\u51b3\u5408\u6210\u97f3\u9891\u548c\u771f\u5b9e\u97f3\u9891\u4e4b\u95f4\u7684\u5dee\u5f02\uff0c\u6211\u4eec\u4ece ASR \u6570\u636e\u4e2d\u9009\u62e9\u5408\u9002\u7684\u771f\u5b9e\u8bed\u97f3\u4f5c\u4e3a\u7528\u6237\u8bed\u97f3\u67e5\u8be2\uff0c\u5e76\u4f7f\u7528\u76f8\u5e94\u7684\u6587\u672c\u4f5c\u4e3a Qwen-Max \u7684\u8f93\u5165\u751f\u6210\u54cd\u5e94\u6587\u672c\uff0c\u7136\u540e\u4f7f\u7528 CosyVoice-SFT \u6a21\u578b\u5c06\u5176\u5408\u6210\u4e3a\u8f85\u52a9\u8bed\u97f3\u3002\u8fd9\u79cd\u65b9\u6cd5\u8fdb\u4e00\u6b65\u589e\u5f3a\u4e86\u6a21\u578b\u5bf9\u771f\u5b9e\u7528\u6237\u97f3\u9891\u8f93\u5165\u7684\u9c81\u68d2\u6027\u3002<\/p>\n\n\n\n<p>\u4e3a\u4e86\u751f\u6210\u6db5\u76d6\u4e0d\u540c\u8bf4\u8bdd\u98ce\u683c\u7684\u5bf9\u8bdd\u8bed\u97f3\uff0c\u6211\u4eec\u6700\u521d\u4f7f\u7528 Qwen-Max \u6765\u521b\u5efa\u4e30\u5bcc\u7684\u98ce\u683c\u53ef\u63a7\u3001\u591a\u8f6e\u6b21\u6587\u672c\u5bf9\u8bdd\u96c6\u5408\u3002\u7528\u6237\u67e5\u8be2\u901a\u8fc7 Cosyvoice \u7684 zero-shot generation \u8f6c\u6362\u4e3a\u8bed\u97f3\u3002\u968f\u540e\uff0c\u6211\u4eec\u4f7f\u7528 Cosyvoice 2 \u6765\u751f\u6210\u52a9\u624b\u7684\u5bcc\u6709\u8868\u73b0\u529b\u7684\u8bed\u97f3\u3002\u5177\u4f53\u6765\u8bf4\uff0c\u6211\u4eec\u5c06\u52a9\u624b\u7684\u54cd\u5e94\u5185\u5bb9\u548c\u6307\u5bfc\u63d0\u793a\u8f93\u5165\u5230 Cosyvoice 2 \u4e2d\uff0c\u4ee5\u5408\u6210\u7279\u5b9a\u98ce\u683c\u7684\u8bed\u97f3\u3002\u6b64\u5916\uff0c\u4f7f\u7528\u5c0f\u578b\u3001\u591a\u6837\u5316\u548c\u521d\u6b65\u5f55\u5236\u7684\u8bed\u97f3\u8bed\u6599\u5e93\u4f5c\u4e3a\u63d0\u793a\u8bed\u97f3\uff0c\u901a\u8fc7\u96f6\u955c\u5934\u751f\u6210\u5408\u6210\u8868\u8fbe\u6027\u54cd\u5e94\u8bed\u97f3\u3002\u524d\u4e00\u79cd\u65b9\u6cd5\u589e\u5f3a\u4e86\u6a21\u62df\u8bed\u97f3\u7684\u591a\u6837\u6027\uff0c\u800c\u540e\u8005\u66f4\u6709\u6548\u5730\u6784\u5efa\u4e86\u5404\u79cd\u98ce\u683c\u7684\u8868\u73b0\u529b\u3002<\/p>\n\n\n\n<p><strong>Speech-to-ControlToken \u4efb\u52a1\u3002<\/strong>Speech-to-ControlToken \u6570\u636e\u4e3b\u8981\u7531\u4e24\u90e8\u5206\u7ec4\u6210\u3002\u7b2c\u4e00\u90e8\u5206\u662f\u4ece\u73b0\u6709\u7684<em>\u771f\u5b9e<\/em>\u8bed\u97f3\u4ea4\u4e92\u6570\u636e\u4e2d\u63d0\u53d6\u7684\uff0c\u800c\u7b2c\u4e8c\u90e8\u5206\u662f\u4f7f\u7528\u6587\u672c\u5bf9\u8bdd\u6570\u636e<em>\u8fdb\u884c\u6a21\u62df<\/em>\u7684\u3002\u5177\u4f53\u6765\u8bf4\uff0c\u73b0\u6709\u7684\u771f\u5b9e\u8bed\u97f3\u4ea4\u4e92\u6570\u636e\u5305\u62ec Alimeeting&nbsp;\u3001Fisher&nbsp;\u7b49\u8d44\u6e90\uff0c\u4ee5\u53ca\u6211\u4eec\u5185\u90e8\u7684\u8bed\u97f3\u4ea4\u4e92\u6570\u636e\uff0c\u603b\u5171\u5927\u7ea6 3000 \u5c0f\u65f6\u3002\u6a21\u62df\u6570\u636e\u4e3b\u8981\u5305\u62ec\u5f00\u6e90 MOSS \u6570\u636e\u96c6&nbsp;\u548c\u901a\u8fc7\u5408\u6210\u6211\u4eec\u5185\u90e8\u6587\u672c\u5bf9\u8bdd\u6570\u636e\u7684\u53e3\u8bed\u5bf9\u8bdd\uff0c\u4ea7\u751f\u4e86<strong>\u5927\u7ea6 1000 \u5c0f\u65f6\u7684\u8bed\u97f3\u804a\u5929\u6570\u636e\u3002\u5f53\u4f7f\u7528\u8fd9\u4e9b\u8bed\u97f3\u4ea4\u4e92\u6570\u636e\u6784\u5efa\u53cc\u5de5\u8bad\u7ec3\u6570\u636e\u65f6\uff0c\u6211\u4eec\u5e94\u7528\u542f\u53d1\u5f0f\u89c4\u5219\u5728\u6837\u672c\u4e0a\u81ea\u52a8\u6ce8\u91ca\u53cc\u5de5\u6807\u7b7e\uff0c\u5982\u4e0b\u6240\u793a<\/strong>:<\/p>\n\n\n\n<ul><li>\u5bf9\u4e8e\u52a9\u624b\u7684\u8f6e\u6d41\uff0c\u5c06\u7528\u6237\u8f6e\u5230\u7684\u7ec8\u70b9\u4f5c\u4e3a\u52a9\u624b\u8f6e\u6b21\u7684\u8d77\u70b9\u3002<\/li><li>\u5bf9\u4e8e\u7528\u6237\u7684\u8f6e\u6b21\uff0c\u5c06\u52a9\u624b\u8f6e\u6b21\u7ed3\u675f\u540e\u7684\u65f6\u95f4\u95f4\u9694 T \u4f5c\u4e3a\u7528\u6237\u8f6e\u6b21\u7684\u8d77\u70b9\uff0c\u5176\u4e2d&nbsp;T\u223c\ud835\udca9\u2062(0.6,0.42)&nbsp;\u3002<\/li><li>\u5bf9\u4e8e\u7528\u6237\u7684 Back-Channel\uff0c\u5f53\u7528\u6237\uff08\u4ee5\u5bf9\u8bdd\u4e2d\u7684\u4e00\u4e2a\u8bf4\u8bdd\u8005\u4e3a\u7528\u6237\uff09\u65e0\u6cd5\u6253\u65ad\u53e6\u4e00\u4e2a\u8bf4\u8bdd\u8005\u65f6\uff0c\u6211\u4eec\u4ece\u8bed\u97f3\u4ea4\u4e92\u6570\u636e\u4e2d\u9009\u62e9\u5b9e\u4f8b\uff0c\u5e76\u5c06\u5176\u89c6\u4e3a\u7528\u6237 Back-channel \u7684\u8bad\u7ec3\u6837\u672c\u3002<\/li><\/ul>\n\n\n\n<h3>\u6a21\u578b\u8bad\u7ec3<\/h3>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"493\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-67-1024x493.png\" alt=\"\" class=\"wp-image-24016\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-67-1024x493.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-67-300x144.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-67-768x370.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-67.png 1392w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>MinMo \u901a\u8fc7\u56db\u4e2a\u5bf9\u9f50\u9636\u6bb5\u9010\u6b65\u8bad\u7ec3\uff1a\uff081\uff09 \u8bed\u97f3\u5230\u6587\u672c\u5bf9\u9f50\uff0c\uff082\uff09 \u6587\u672c\u5230\u8bed\u97f3\u5bf9\u9f50\uff0c\uff083\uff09 \u8bed\u97f3\u5230\u8bed\u97f3\u5bf9\u9f50\uff0c\u4ee5\u53ca \uff084\uff09 \u53cc\u5de5\u4ea4\u4e92\u5bf9\u9f50\u3002\u901a\u8fc7\u56db\u4e2a\u5bf9\u9f50\u9636\u6bb5\uff0cMinMo \u83b7\u5f97\u4e86\u7aef\u5230\u7aef\u7684\u97f3\u9891\u7406\u89e3\u548c\u751f\u6210\u80fd\u529b\uff0c\u540c\u65f6\u4fdd\u7559\u4e86\u4e3b\u5e72\u6587\u672cLLM\uff0c\u5b9e\u73b0\u4e86\u4f4e\u5ef6\u8fdf\u5e76\u4e3a\u7528\u6237\u63d0\u4f9b\u4e86\u65e0\u7f1d\u7684\u8bed\u97f3\u804a\u5929\u4f53\u9a8c\uff0c\u7c7b\u4f3c\u4e8e GPT-4o\u3002\u8fd9\u56db\u4e2a\u9636\u6bb5\u8be6\u7ec6\u8bf4\u660e\u5982\u4e0b\u3002<\/p>\n\n\n\n<p><strong>\u8bed\u97f3\u5230\u6587\u672c\u5bf9\u9f50<\/strong>\uff1a  <strong>Pre-align<\/strong>  &gt;  <strong>Full-Align <\/strong> &gt;  <strong>SFT<\/strong>[LoRA] <\/p>\n\n\n\n<p>\u7b2c\u4e00\u9636\u6bb5\u4f7f\u7528\u8868 2 \u6240\u793a\u7684\u8bed\u97f3\u8f6c\u6587\u672c\u6570\u636e\uff0c\u5c06\u97f3\u9891\u6a21\u6001\u7684\u8f93\u5165\u6f5c\u5728\u7a7a\u95f4\u4e0e\u9884\u8bad\u7ec3\u6587\u672cLLM\u3002<a href=\"https:\/\/arxiv.org\/html\/2501.06282v1#S3.T2\"><\/a>\u6b64\u9636\u6bb5\u5305\u62ec\u5bf9\u56fe&nbsp;3&nbsp;\u4e2d\u7684\u8f93\u5165\u6295\u5f71\u548c\u8bed\u97f3\u7f16\u7801\u5668\u7684\u9010\u6b65\u66f4\u65b0\uff0c\u4ee5\u53ca\u4f7f\u7528 LoRA \u66f4\u65b0\u6587\u672c LLM\u3002\u8003\u8651\u5230\u8bed\u97f3\u7f16\u7801\u5668\u548cLLM \uff08Qwen2.5-7B\uff09 \u662f\u9884\u5148\u8bad\u7ec3\u7684\uff0c\u800c\u8f93\u5165\u6295\u5f71\u7684\u53c2\u6570\u662f\u968f\u673a\u521d\u59cb\u5316\u7684\uff0c\u6211\u4eec\u4f7f\u7528\u8868&nbsp;2&nbsp;\u6240\u793a\u7684\u8bed\u97f3\u8f6c\u6587\u672c\u6570\u636e\u5b50\u96c6\u6267\u884c\u9884\u5bf9\u9f50\u8bad\u7ec3 <strong>\uff08Pre-align\uff09\uff0c\u4ec5\u66f4\u65b0\u8f93\u5165\u6295\u5f71\u5668<\/strong>\u3002\u8fd9\u4e2a <strong>Pre-align \u9636\u6bb5\u6709\u6548\u5730\u9632\u6b62\u4e86\u968f\u673a\u521d\u59cb\u5316\u7684\u53c2\u6570\u5728\u521d\u59cb\u8bad\u7ec3\u9636\u6bb5\u5bf9\u9884\u8bad\u7ec3\u7684 Voice Encoder \u4ea7\u751f\u5927\u7684\u68af\u5ea6\u5f71\u54cd<\/strong>\u3002\u5728\u9884\u5bf9\u9f50\u4e4b\u540e\uff0c\u6211\u4eec\u4f7f\u7528<strong>\u5b8c\u6574\u7684\u8bed\u97f3\u8f6c\u6587\u672c\u6570\u636e\u6765\u8bad\u7ec3\u8f93\u5165\u6295\u5f71\u5668\u548c\u8bed\u97f3\u7f16\u7801\u5668<\/strong>\uff0c\u540c\u65f6<strong>\u4fdd\u6301 LLM \u53c2\u6570\u51bb\u7ed3<\/strong>\uff0c\u8fd9\u4e2a\u8fc7\u7a0b\u79f0\u4e3a<strong>\u5b8c\u5168\u5bf9\u9f50<\/strong>\u3002\u5728 <strong>Full-Align <\/strong>\u4e4b\u540e\uff0c\u4f7f\u7528\u6db5\u76d6\u5404\u79cd\u4efb\u52a1\u7684\u5927\u7ea6 130 \u4e07\u4e2a\u6837\u672c\u8fdb\u884c<strong>\u6307\u4ee4\u5fae\u8c03 \uff08SFT\uff09<\/strong>\u3002\u5728<strong>\u6b64\u9636\u6bb5\uff0cLLM \u4f7f\u7528 LoRA \u8fdb\u884c\u66f4\u65b0\uff0c\u4ece\u800c\u589e\u5f3a\u6a21\u578b\u9075\u5faa\u6307\u4ee4\u7684\u80fd\u529b<\/strong>\u3002Full-Align \u548c SFT \u9636\u6bb5\u4e2d\u4f7f\u7528\u7684\u7279\u5b9a\u6570\u636e\u6bd4\u4f8b\u5982\u56fe&nbsp;4&nbsp;\u6240\u793a\u3002Pre-Align \u9636\u6bb5\u4f7f\u7528\u5927\u7ea6 1\/10 \u7684 Full-Align \u6570\u636e\u3002<\/p>\n\n\n\n<p><strong>\u6587\u672c\u5230\u8bed\u97f3\u5bf9\u9f50<\/strong><\/p>\n\n\n\n<p>\u7b2c\u4e8c\u9636\u6bb5\u4f7f\u7528\u6587\u672c\u8f6c\u8bed\u97f3\u6570\u636e\u5c06\u6587\u672cLLM\u97f3\u9891\u6a21\u6001\u7684\u8f93\u51fa\u6f5c\u5728\u7a7a\u95f4\u5bf9\u9f50\u3002\u6b64\u9636\u6bb5<strong>\u9996\u5148\u8bad\u7ec3 Output Projector\uff0c\u7136\u540e\u8054\u5408\u8bad\u7ec3 Output Projector \u548c Voice Token LM<\/strong>\uff0c\u540c\u65f6\u4fdd\u6301\u5176\u4ed6 MinMo \u53c2\u6570\u51bb\u7ed3\u3002\u9664\u4e86\u57fa\u672c\u7684\u6587\u672c\u8f6c\u8bed\u97f3\u529f\u80fd\u5916\uff0c\u6211\u4eec\u8fd8\u5229\u7528\u7aef\u5230\u7aef\u6846\u67b6\u4f7f MinMo \u80fd\u591f\u5728\u8bed\u97f3\u4ea4\u4e92\u4e2d\u9075\u5faa\u7528\u6237\u6307\u793a\uff0c\u4ece\u800c\u63d0\u4f9b\u66f4\u5bcc\u6709\u8868\u73b0\u529b\u548c\u5a31\u4e50\u6027\u7684\u97f3\u9891\u54cd\u5e94\u3002\u4f8b\u5982\uff0c\u7528\u6237\u53ef\u4ee5\u901a\u8fc7\u6307\u4ee4\u63a7\u5236\u97f3\u9891\u8f93\u51fa\u7684\u60c5\u611f\u3001\u8bed\u901f\u3001\u65b9\u8a00\u53e3\u97f3\u6216\u8bf4\u8bdd\u4eba\u98ce\u683c\u3002\u6784\u5efa\u4e86\u5927\u7ea6 1000 \u5c0f\u65f6\u7684 Instruct \u8bed\u97f3\u5408\u6210\u6570\u636e\uff0c\u683c\u5f0f\u5982\u8868&nbsp;3&nbsp;\u6240\u793a\u3002<\/p>\n\n\n\n<p><strong>\u8bed\u97f3\u5230\u8bed\u97f3\u5bf9\u9f50\u3002<\/strong><\/p>\n\n\n\n<p>\u7b2c\u4e09\u9636\u6bb5\u4f7f\u7528\u5927\u7ea6 10,000 \u5c0f\u65f6\u7684\u914d\u5bf9\u97f3\u9891\u6570\u636e\u7ee7\u7eed\u8bad\u7ec3 MinMo\u3002\u4e0e\u6587\u672c\u5230\u8bed\u97f3\u5bf9\u9f50\u9636\u6bb5\u4e00\u81f4\uff0c\u6211\u4eec<strong>\u7ee7\u7eed\u4ec5\u66f4\u65b0 Output  Projector  \u548c\u8bed\u97f3\u4ee4\u724c LM<\/strong>\u3002\u8bed\u97f3\u5230\u8bed\u97f3\u5bf9\u9f50\u7684\u8bad\u7ec3\u6570\u636e\u4e0d\u4ec5\u5305\u62ec\u4e00\u822c\u7684\u8bed\u97f3\u5230\u8bed\u97f3\u5bf9\u8bdd\uff0c\u8fd8\u5305\u62ec\u5177\u6709\u5404\u79cd\u8bbe\u7f6e\u7684\u97f3\u9891\u751f\u6210\u6307\u4ee4\uff0c\u4f8b\u5982\u91c7\u7528\u7279\u5b9a\u7684\u65b9\u8a00\u3001\u8bed\u901f\u548c\u53e3\u8bed\u5bf9\u8bdd\u7684\u60c5\u611f\u3002\u6211\u4eec\u53d1\u73b0\uff0c<strong>\u5373\u4f7f\u4e0d\u66f4\u65b0 LLM\uff0c\u4ec5\u901a\u8fc7\u5229\u7528\u4e0e\u5c0f\u89c4\u6a21\u6307\u4ee4\u6570\u636e\u96c6\u5bf9\u9f50\u7684\u5d4c\u5165\uff08150 \u5c0f\u65f6\uff09\uff0c\u5927\u578b\u6a21\u578b\u4ecd\u7136\u53ef\u4ee5\u5b66\u4e60\u76f8\u5f53\u6709\u6548\u7684\u97f3\u9891\u751f\u6210\u63a7\u5236\u80fd\u529b\u3002<\/strong><\/p>\n\n\n\n<p><strong>\u53cc\u5de5\u4ea4\u4e92\u5bf9\u9f50\u3002<\/strong><\/p>\n\n\n\n<p>\u5728\u5b8c\u6210\u524d\u4e09\u4e2a\u8bad\u7ec3\u9636\u6bb5\u540e\uff0cMinMo \u83b7\u5f97\u4e86\u97f3\u9891\u7406\u89e3\u3001\u97f3\u9891\u751f\u6210\u548c\u534a\u53cc\u5de5\u8bed\u97f3\u5bf9\u8bdd\u7684\u80fd\u529b\u3002\u5728\u6b64\u57fa\u7840\u4e0a\uff0c\u6211\u4eec\u8fdb\u4e00\u6b65\u6dfb\u52a0\u4e86\u4e00\u4e2a\u5168\u53cc\u5de5\u6a21\u5757\uff0c\u8be5\u6a21\u5757\u7ecf\u8fc7 4000 \u5c0f\u65f6\u7684\u957f\u7bc7\u4eba\u9645\u53e3\u8bed\u5bf9\u8bdd\u8bad\u7ec3\u3002<strong>Full Duplex Predictor<\/strong> \u6a21\u5757\u5728\u6b64\u9636\u6bb5\u4e13\u95e8\u8fdb\u884c\u8bad\u7ec3\u3002Full Duplex Predictor <strong>\u91c7\u7528 \u5168\u53cc\u5de5\u9884\u6d4b\u5668\u5c06LLM\u7684\u9690\u85cf\u5d4c\u5165\u4f5c\u4e3a\u8f93\u5165\uff0c\u7528\u4e8e\u9884\u6d4b\u6a21\u578b\u662f\u5426\u9700\u8981\u751f\u6210\u54cd\u5e94\u3002\u5168\u53cc\u5de5\u9884\u6d4b\u5668\u5229\u7528LLM\u56fa\u6709\u7684\u8bed\u4e49\u7406\u89e3\u80fd\u529b\u6765\u5224\u65ad\uff1a1\uff09\u6a21\u578b\u662f\u5426\u5e94\u8be5\u56de\u5e94\u5f53\u524d\u7528\u6237\u67e5\u8be2\uff0c2\uff09\u6a21\u578b\u662f\u5426\u5e94\u8be5\u505c\u6b62\u6b63\u5728\u8fdb\u884c\u7684\u8bed\u97f3\u8f93\u51fa\u4ee5\u8046\u542c\u7528\u6237\u67e5\u8be2\u5e76\u63d0\u4f9b\u9002\u5f53\u7684\u54cd\u5e94\u3002\u6765\u9884\u6d4b\u6a21\u578b\u662f\u5426\u9700\u8981\u751f\u6210\u54cd\u5e94<\/strong>\u3002<\/p>\n\n\n\n<h2>Experiments<\/h2>\n\n\n\n<p>\u6839\u636e\u591a\u4e2a\u57fa\u51c6\u8bc4\u4f30 MinMo:<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"828\" height=\"844\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-68.png\" alt=\"\" class=\"wp-image-24041\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-68.png 828w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-68-294x300.png 294w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-68-768x783.png 768w\" sizes=\"(max-width: 828px) 100vw, 828px\" \/><\/figure>\n\n\n\n<h3>\u8bed\u97f3\u8bc6\u522b\u548c\u7ffb\u8bd1<\/h3>\n\n\n\n<p>\u5728\u666e\u901a\u8bdd\u3001\u82f1\u8bed\u3001\u65e5\u8bed\u3001\u97e9\u8bed\u548c\u5176\u4ed6\u516d\u79cd\u8bed\u8a00\u7684\u516c\u5171\u6d4b\u8bd5\u96c6\u4e0a\u8bc4\u4f30\u4e86 MinMo \u7684\u8bed\u97f3\u5230\u6587\u672c\u8f6c\u5f55\u529f\u80fd\u3002<\/p>\n\n\n\n<p>\u5bf9\u4e8e\u666e\u901a\u8bdd \uff08ZH\uff09\u3001\u65e5\u8bed \uff08JA\uff09\u3001\u97e9\u8bed \uff08KO\uff09 \u548c\u7ca4\u8bed \uff08YUE\uff09\uff0c\u6211\u4eec\u91c7\u7528\u5b57\u7b26\u9519\u8bef\u7387 \uff08CER\uff09 \u6765\u8bc4\u4f30\u8f6c\u5f55\u6027\u80fd\u3002\u5bf9\u4e8e\u82f1\u8bed \uff08EN\uff09\u3001\u5fb7\u8bed \uff08DE\uff09\u3001\u6cd5\u8bed \uff08FR\uff09\u3001\u4fc4\u8bed \uff08RU\uff09\u3001\u897f\u73ed\u7259\u8bed \uff08ES\uff09 \u548c\u610f\u5927\u5229\u8bed \uff08IT\uff09\uff0c\u5355\u8bcd\u9519\u8bef\u7387 \uff08WER\uff09 \u7528\u4f5c\u8bc4\u4f30\u6307\u6807\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"943\" height=\"759\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-69.png\" alt=\"\" class=\"wp-image-24047\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-69.png 943w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-69-300x241.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-69-768x618.png 768w\" sizes=\"(max-width: 943px) 100vw, 943px\" \/><\/figure>\n\n\n\n<p><strong>\u4e0e Whisper Large v3&nbsp;\u548c Qwen2-Audio\u76f8\u6bd4\uff0cMinMo \u5728\u5404\u79cd\u8bed\u8a00\u7684\u5927\u591a\u6570\u6d4b\u8bd5\u96c6\u4e0a\u90fd\u5b9e\u73b0\u4e86\u5353\u8d8a\u7684 ASR \u6027\u80fd<\/strong>\u3002<\/p>\n\n\n\n<p>\u5728\u63d0\u793a\u7b26\u663e\u793a\u6216\u4e0d\u5e26\u6709 LID\u3010\u8bed\u8a00ID\u3011 \u4fe1\u606f\u7684 Common Voice \u4e0a\u8fdb\u884c\u6d4b\u8bd5\u65f6\uff0cWhisper Large v3 \u548c Qwen2-Audio \u7684\u5e73\u5747\u9519\u8bef\u7387\u5b58\u5728\u663e\u8457\u5dee\u8ddd\uff0c\u8fd9\u8868\u660e\u8fd9\u4e24\u4e2a\u6a21\u578b\u5f3a\u70c8\u4f9d\u8d56 LID \u4fe1\u606f\u3002\u76f8\u6bd4\u4e4b\u4e0b\uff0c<strong>\u65e0\u8bba\u662f\u5426\u5b58\u5728\u8bed\u8a00\u8bc6\u522b\uff0cMinMo \u90fd\u8868\u73b0\u51fa\u7a33\u5065\u4e14\u4e00\u81f4\u7684 ASR \u6027\u80fd\u3002<\/strong><\/p>\n\n\n\n<p><strong>\u591a\u8bed\u8a00\u8bed\u97f3\u7ffb\u8bd1<\/strong><\/p>\n\n\n\n<p>\u5728 Fleurs&nbsp;&nbsp;\u548c CoVoST2&nbsp;&nbsp;\u6d4b\u8bd5\u96c6\u4e0a\u8bc4\u4f30\u4e86\u8bed\u97f3\u5230\u6587\u672c\u7684\u7ffb\u8bd1\u80fd\u529b\u3002<\/p>\n\n\n\n<p><strong>\u4e0e\u5176\u4ed6\u7aef\u5230\u7aef\u57fa\u7ebf\u76f8\u6bd4\uff0cMinMo \u5728\u4e2d&nbsp;\u2194&nbsp;\u82f1\u548c\u65e5&nbsp;\u2194&nbsp;\u82f1\u7ffb\u8bd1\u4e0a\u5b9e\u73b0\u4e86 SOTA \u6027\u80fd\uff0c\u5728\u5176\u4ed6\u8bed\u8a00\u5bf9\u4e0a\u5b9e\u73b0\u4e86\u9876\u7ea7\u6027\u80fd<\/strong>\u3002\u6211\u4eec\u5c06\u8fd9\u79cd\u5f3a\u52b2\u7684\u6027\u80fd\u5f52\u529f\u4e8e\u5e7f\u6cdb\u7684\u8bed\u97f3\u7ffb\u8bd1\u8bad\u7ec3\u6570\u636e\uff08\u8868&nbsp;2&nbsp;\u4e2d 451K \u5c0f\u65f6\u7684 S2TT \u8bad\u7ec3\u6570\u636e\uff09\u548c\u5f3a\u5927\u7684\u97f3\u9891\u7f16\u7801\u5668\u3002 \u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c\u5c3d\u7ba1\u6211\u4eec<strong>\u53ea\u7528 CoVoST2 \u96c6<\/strong>\uff08\u4e0d\u5305\u62ec Fleurs \u96c6\uff09<strong>\u6765\u589e\u5f3a\u6211\u4eec\u7684\u8bad\u7ec3\u6570\u636e<\/strong>\uff0c\u4f46\u6211\u4eec\u7684\u6a21\u578b\u5728\u4e24\u4e2a\u6d4b\u8bd5\u96c6\u4e0a\u4fdd\u6301\u4e00\u81f4\u7684\u6027\u80fd\uff0c\u8868\u660e\u5177\u6709\u9ad8\u9c81\u68d2\u6027\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"811\" height=\"859\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-70.png\" alt=\"\" class=\"wp-image-24058\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-70.png 811w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-70-283x300.png 283w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-70-768x813.png 768w\" sizes=\"(max-width: 811px) 100vw, 811px\" \/><\/figure>\n\n\n\n<p><strong>Language Identification&nbsp;&nbsp;\u8bed\u8a00\u8bc6\u522b<\/strong><\/p>\n\n\n\n<p>\u4f7f\u7528 Fleurs \u6570\u636e\u96c6\uff0c\u8be5\u6570\u636e\u96c6\u6db5\u76d6 102 \u79cd\u8bed\u8a00\u3002<strong>MinMo \u5b9e\u73b0\u4e86 85.3% \u7684\u8bed\u8a00\u8bc6\u522b\u51c6\u786e\u7387\uff0c\u4f18\u4e8e\u8868&nbsp;7&nbsp;\u6240\u793a\u7684\u6240\u6709\u5148\u524d\u6a21\u578b<\/strong>\u3002\u5177\u4f53\u6765\u8bf4\uff0c\u96f6\u6837\u672c Whisper-V3 \u7ecf\u5e38\u5c06\u7ca4\u8bed\u9519\u8bef\u5730\u5f52\u7c7b\u4e3a\u4e2d\u6587\uff0c\u800c MinMo \u53ef\u4ee5\u51c6\u786e\u5730\u8bc6\u522b\u7ca4\u8bed\u3002<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-71.png\" alt=\"\" class=\"wp-image-24063\" width=\"281\" height=\"168\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-71.png 352w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-71-300x179.png 300w\" sizes=\"(max-width: 281px) 100vw, 281px\" \/><\/figure><\/div>\n\n\n\n<p>\u4e0a\u4e0b\u6587\u504f\u89c1\u8bed\u97f3\u8bc6\u522b<\/p>\n\n\n\n<p>\u4e0a\u4e0b\u6587\u504f\u89c1\uff0c\u6216\u79f0\u4e3a\u70ed\u8bcd\u5b9a\u5236\uff0c\u5141\u8bb8\u7528\u6237\u6839\u636e\u7279\u5b9a\u7684\u4e0a\u4e0b\u6587\u6216\u70ed\u8bcd\u83b7\u5f97\u5b9a\u5236\u5316\u7684ASR\uff08\u81ea\u52a8\u8bed\u97f3\u8bc6\u522b\uff09\u7ed3\u679c\u3002MinMo\u901a\u8fc7\u96c6\u6210\u7528\u4e8e\u4e0a\u4e0b\u6587\u504f\u89c1\u7684\u9ad8\u7ea7\u63d0\u793a\u589e\u5f3a\u4e86ASR\u529f\u80fd\u3002\u6211\u4eec<strong>\u4e3a\u5bf9\u9f50\u548cSFT\u9636\u6bb5\u51c6\u5907\u4e86\u76f8\u5e94\u7684\u8bad\u7ec3\u6570\u636e\uff0c\u901a\u8fc7\u5c06\u70ed\u8bcd\u7ec4\u7ec7\u5230\u8bed\u97f3\u5904\u7406\u6307\u4ee4\u4e4b\u524d\u7684\u63d0\u793a\u4e2d\uff0c\u4ece\u800c\u5b9e\u73b0\u6709\u6548\u7684\u5b9a\u5236\u3002<\/strong>\u8bc4\u4f30\u5305\u62ec\u70ed\u8bcd\u504f\u89c1\u6d4b\u8bd5\u548c\u4e00\u822c\u504f\u89c1\u6d4b\u8bd5\uff0c\u5982\u88688\u6240\u793a\u3002<\/p>\n\n\n\n<p>\u70ed\u8bcd\u504f\u89c1\u6d4b\u8bd5\u6d89\u53ca\u4f7f\u7528SeACo-Paraformer\uff08Shi et al., 2024\uff09\u63d0\u4f9b\u7684\u4e09\u4e2a\u6570\u636e\u96c6\uff0c\u8fd9\u4e9b\u6570\u636e\u96c6\u5305\u542b\u7528\u4e8e\u504f\u89c1\u8bc4\u4f30\u7684\u70ed\u8bcd\u3002\u4e00\u822c\u504f\u89c1\u6d4b\u8bd5\u5219\u4f7f\u7528\u5305\u542b\u8f83\u5c11\u70ed\u8bcd\u7684\u6570\u636e\u96c6\uff0c\u7528\u4e8e\u8bc4\u4f30\u5bf9\u65e0\u5173\u70ed\u8bcd\u7684\u6297\u5e72\u6270\u80fd\u529b\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"924\" height=\"225\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-72.png\" alt=\"\" class=\"wp-image-24067\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-72.png 924w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-72-300x73.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-72-768x187.png 768w\" sizes=\"(max-width: 924px) 100vw, 924px\" \/><\/figure>\n\n\n\n<p><strong>MinMo \u5728 ASR \u51c6\u786e\u6027\uff08\u5e26\u548c\u4e0d\u5e26\u70ed\u8bcd\uff09\u4ee5\u53ca\u786c\u8d28\u70ed\u8bcd\u7684\u53ec\u56de\u7387\u65b9\u9762\u4f18\u4e8e\u7ade\u4e89\u6027\u57fa\u7ebf SeACo-Paraformer<\/strong>\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"289\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-73-1024x289.png\" alt=\"\" class=\"wp-image-24071\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-73-1024x289.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-73-300x85.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-73-768x217.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-73.png 1099w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h3>Speech Analysis and Understanding<\/h3>\n\n\n\n<p><strong>Speech Emotion Recognition<\/strong><\/p>\n\n\n\n<p>\u4f7f\u7528\u6765\u81ea EmoBox \u7684\u4e03\u4e2a\u5e7f\u6cdb\u4f7f\u7528\u7684\u60c5\u7eea\u8bc6\u522b\u6570\u636e\u96c6\u8bc4\u4f30\u4e86 MinMo \u7684\u8bed\u97f3\u60c5\u611f\u8bc6\u522b \uff08SER\uff09 \u80fd\u529b\uff0c\u5305\u62ec CREMA-D&nbsp;\uff08Cao et&nbsp;al.\uff0c&nbsp;<a href=\"https:\/\/arxiv.org\/html\/2501.06282v1#bib.bib7\">2014<\/a>\uff09\u3001MELD&nbsp;\uff08Poria et&nbsp;al.\uff0c&nbsp;<a href=\"https:\/\/arxiv.org\/html\/2501.06282v1#bib.bib40\">2019<\/a>\uff09\u3001IEMOCAP&nbsp;\uff08Busso et&nbsp;al.\uff0c&nbsp;<a href=\"https:\/\/arxiv.org\/html\/2501.06282v1#bib.bib6\">2008<\/a>\uff09\u3001MSP-Podcast&nbsp;\uff08Martinez-Lucas et&nbsp;al.\uff0c&nbsp;<a href=\"https:\/\/arxiv.org\/html\/2501.06282v1#bib.bib34\">2020<\/a>\uff09\u3001CASIA&nbsp;\uff08Zhang &amp; Jia\uff0c&nbsp;<a href=\"https:\/\/arxiv.org\/html\/2501.06282v1#bib.bib62\">2008<\/a>\uff09\u3001MER2023&nbsp;\uff08Lian et&nbsp;al.\uff0c&nbsp;<a href=\"https:\/\/arxiv.org\/html\/2501.06282v1#bib.bib27\">2023<\/a>\uff09&nbsp;\u548c ESD&nbsp;\uff08\u5468 et&nbsp;al.\uff0c&nbsp;<a href=\"https:\/\/arxiv.org\/html\/2501.06282v1#bib.bib66\">2021<\/a>\uff09\u3002\u8fd9\u4e9b\u6570\u636e\u96c6\u5305\u62ec\u4e2d\u82f1\u6587\u8bed\u8a00\u548c\u573a\u666f\uff0c\u4f8b\u5982\u8868\u6f14\u3001\u7535\u89c6\u5267\u548c\u65e5\u5e38\u5bf9\u8bdd\u3002\u6211\u4eec\u91c7\u7528\u672a\u52a0\u6743\u5e73\u5747\u51c6\u786e\u7387 \uff08UA\uff09\u3001\u52a0\u6743\u5e73\u5747\u51c6\u786e\u7387 \uff08WA\uff09 \u548c\u5b8f\u89c2 F1 \u5206\u6570 \uff08F1\uff09 \u4f5c\u4e3a\u8bc4\u4ef7\u6307\u6807\u3002\u5f15\u7528\u4e86\u6765\u81ea\u6700\u8fd1\u7684 SER \u5de5\u5177\u5305 EmoBox\uff08\u9a6c et&nbsp;al.\uff0c&nbsp;<a href=\"https:\/\/arxiv.org\/html\/2501.06282v1#bib.bib32\">2024a<\/a>\uff09\u7684\u8fd9\u4e9b\u6d4b\u8bd5\u96c6\u7684\u7ed3\u679c\u3002\u6211\u4eec\u8fd8\u4f7f\u7528\u5176\u53d1\u5e03\u7684\u6a21\u578b\u68c0\u67e5\u70b9\u8bc4\u4f30\u4e86\u57fa\u7ebf\u97f3\u9891LLM \u6a21\u578b SALMONN \u548c Qwen-Audio\u3002<\/p>\n\n\n\n<p><strong>MinMo \u5728\u8be5\u57fa\u51c6\u6d4b\u8bd5\u7684\u6240\u6709\u4efb\u52a1\u4e0a\u90fd\u4f18\u4e8e\u6240\u6709\u57fa\u7ebf\u6a21\u578b\uff0c\u5305\u62ec\u8bed\u8a00 ID\u3001\u6027\u522b\u3001\u5e74\u9f84\u3001\u60c5\u611f\u3001\u53d1\u58f0\u5206\u7c7b\u4efb\u52a1\uff0c\u9664\u4e86\u5728\u58f0\u97f3\u95ee\u9898\u5206\u7c7b\u4efb\u52a1\u4e0a\u8868\u73b0\u4f18\u4e8e Qwen-Audio<\/strong>\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"386\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-74-1024x386.png\" alt=\"\" class=\"wp-image-24076\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-74-1024x386.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-74-300x113.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-74-768x290.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-74.png 1081w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"580\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-76-1024x580.png\" alt=\"\" class=\"wp-image-24083\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-76-1024x580.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-76-300x170.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-76-768x435.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-76.png 1099w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p><strong>Audio Event Understanding<\/strong><\/p>\n\n\n\n<p>\u4f7f\u7528 Air-Bench \u57fa\u51c6\u6d4b\u8bd5\uff0c\u5c06 MinMo \u7684\u8bed\u97f3\u548c\u97f3\u9891\u4e8b\u4ef6\u7406\u89e3\u80fd\u529b\u4e0e\u5176\u4ed6 Audio-LLM\u3002\u7ed3\u679c\u5982\u8868&nbsp;12&nbsp;\u6240\u793a\u3002\u5728\u8bed\u97f3\u58f0\u97f3\u5206\u7c7b\u4efb\u52a1 \uff08Vocal Sound\uff09 \u4e0a\uff0cMinMo \u8d85\u8d8a\u4e86\u6240\u6709\u57fa\u7ebf\u6a21\u578b\u3002\u7136\u800c\uff0c\u6211\u4eec\u53d1\u73b0\uff0c\u5728\u66f4\u590d\u6742\u7684\u58f0\u97f3\u95ee\u7b54\u4efb\u52a1\u4e2d\uff0cMinMo \u7684\u8868\u73b0\u6bd4 Qwen-Audio \u5dee\uff0c\u5c3d\u7ba1\u6027\u80fd\u4ecd\u7136\u4f18\u4e8e\u5176\u4ed6\u6a21\u578b\u3002\u8fd9\u53ef\u4ee5\u5f52\u56e0\u4e8e\u4e24\u4e2a\u56e0\u7d20\uff1a\u9996\u5148\uff0c\u5728\u8bed\u97f3\u7f16\u7801\u5668\u548c\u8bad\u7ec3\u8303\u5f0f\u4e2d\uff0cMinMo \u4e3b\u8981\u662f\u4e3a\u8bed\u97f3\u4ea4\u4e92\u800c\u8bbe\u8ba1\u7684\uff0c\u56e0\u6b64\u4e00\u4e9b\u58f0\u97f3\u95ee\u9898\u53ef\u80fd\u4f1a\u8d85\u51fa\u5176\u8303\u56f4;\u5176\u6b21\uff0c\u5728\u8bc4\u4f30\u8fc7\u7a0b\u4e2d\uff0cMinMo \u4f1a\u9884\u6d4b\u97f3\u9891\u4e2d\u53d1\u751f\u7684\u60c5\u51b5\uff0c\u800c\u4e0d\u662f\u4e25\u683c\u9009\u62e9 Air-Bench \u63d0\u4f9b\u7684\u9009\u9879\uff0c\u56e0\u6b64 MinMo \u751f\u6210\u7684\u4e00\u4e9b\u6b63\u786e\u6216\u76f8\u4f3c\u7684\u6b63\u786e\u54cd\u5e94\u4e0e\u540e\u5904\u7406\u811a\u672c\u7684\u9519\u8bef\u9009\u62e9\u4fdd\u6301\u4e00\u81f4\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"393\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-75-1024x393.png\" alt=\"\" class=\"wp-image-24080\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-75-1024x393.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-75-300x115.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-75-768x295.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-75.png 1135w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p><strong>Speaker Analysis&nbsp;&nbsp;<\/strong><\/p>\n\n\n\n<p>\u8bf4\u8bdd\u4eba\u5206\u6790\u6d89\u53ca\u51e0\u9879\u5bf9\u4e8e\u7406\u89e3\u97f3\u9891\u6570\u636e\u5e76\u4e0e\u4e4b\u4ea4\u4e92\u81f3\u5173\u91cd\u8981\u7684\u4efb\u52a1\uff0c\u5305\u62ec\u6027\u522b\u68c0\u6d4b\u3001\u5e74\u9f84\u4f30\u8ba1\u3001\u8bf4\u8bdd\u4eba\u8ba1\u6570\u3001\u8bf4\u8bdd\u4eba\u8bc6\u522b\u3001\u591a\u8bf4\u8bdd\u4eba\u8bc6\u522b\u548c\u76ee\u6807\u8bf4\u8bdd\u4eba\u8bc6\u522b\u3002<strong>\u7ed3\u679c\u8868\u660e\uff0cMinMo \u5728\u6027\u522b\u68c0\u6d4b\u548c\u5e74\u9f84\u4f30\u8ba1\u4efb\u52a1\u4e0a\u4f18\u4e8e\u6240\u6709\u57fa\u7ebf\u6a21\u578b<\/strong>\u3002<\/p>\n\n\n\n<h3>Speech-to-Text Enhancement<\/h3>\n\n\n\n<p><strong>Spoken Language Smoothing\u3010\u53e3\u8bed\u5e73\u6ed1\u3011<\/strong><\/p>\n\n\n\n<p>\u53e3\u8bed\u8bed\u8a00\u5e73\u6ed1\u4efb\u52a1\u4ee5\u53e3\u8bedASR\uff08\u81ea\u52a8\u8bed\u97f3\u8bc6\u522b\uff09\u8f6c\u5f55\u6587\u672c\u4e3a\u8f93\u5165\uff0c<strong>\u8f93\u51fa\u6b63\u5f0f\u98ce\u683c\u7684\u4e66\u9762\u6587\u672c\u3002<\/strong>\u886814\u5c55\u793a\u4e86\u53e3\u8bed\u8bed\u8a00\u5e73\u6ed1\u7684\u4e00\u4e9b\u793a\u4f8b\u3002\u4e3a\u8be5\u4efb\u52a1\uff0c\u6211\u4eec\u901a\u8fc7\u6269\u5c55\u4e3aASR\u8f6c\u5f55\u6587\u672c\u7684\u53e3\u8bed\u5230\u4e66\u9762\u8f6c\u6362\u800c\u521b\u5efa\u7684SWAB\u6570\u636e\u96c6\uff08Liu et al., 2025\uff09\uff0c\u6784\u5efa\u4e86\u4e00\u4e2a\u591a\u9886\u57df\u6570\u636e\u96c6\u7528\u4e8e\u8bad\u7ec3\u548c\u8bc4\u4f30\u3002SWAB\u6570\u636e\u96c6\u6e90\u81ea\u4e2d\u6587\u548c\u82f1\u6587\u7684\u4f1a\u8bae\u3001\u64ad\u5ba2\u53ca\u8bb2\u5ea7\u3002<\/p>\n\n\n\n<p>\u5728\u4e3a\u539f\u59cb\u89c6\u9891\u548c\u97f3\u9891\u751f\u6210ASR\u8f6c\u5f55\u6587\u672c\u540e\uff0c\u5927\u7ea6\u5341\u4f4d\u6ce8\u91ca\u4eba\u5458\u6839\u636eASR\u8f6c\u5f55\u6587\u672c\u521b\u5efa\u6b63\u5f0f\u98ce\u683c\u7684\u4e66\u9762\u6587\u672c\uff0c\u540c\u65f6\u4fdd\u7559\u539f\u59cb\u5185\u5bb9\u3002SWAB\u7684\u8bad\u7ec3\u96c6\u5305\u542b20,000\u6bb5\u6587\u672c\uff0c\u6d4b\u8bd5\u96c6\u5305\u62ec100\u6bb5\u4e2d\u6587\u548c\u82f1\u6587\u7684\u968f\u673a\u62bd\u6837\u6bb5\u843d\u3002\u6211\u4eec\u5bf9SWAB\u6d4b\u8bd5\u96c6\u8fdb\u884c\u5168\u9762\u5fae\u8c03\uff0c\u5e76\u5c06MinMo\u4e0e\u57fa\u4e8eQwen2.5-7B\u7684\u6a21\u578b\u8fdb\u884c\u6bd4\u8f83\uff0c\u7ed3\u679c\u5982\u886815\u6240\u793a\u3002<\/p>\n\n\n\n<p>\u5728\u5ba2\u89c2\u6307\u6807\u8bc4\u4f30\u4e2d\uff0c\u6211\u4eec\u4f7f\u7528BLEU\uff08Papineni et al., 2002\uff09\u3001ROUGE\uff08Lin, 2004\uff09\u548cBLEURT\uff08Sellam et al., 2020\uff09\uff0c\u4ee5\u4eba\u5de5\u76ee\u6807\u4e3a\u53c2\u8003\u3002\u7136\u800c\uff0c\u6211\u4eec\u6ce8\u610f\u5230\u53e3\u8bed\u8bed\u8a00\u5e73\u6ed1\u4efb\u52a1\u5177\u6709\u663e\u8457\u7684\u4e3b\u89c2\u6027\u548c\u591a\u6837\u6027\uff0c\u56e0\u6b64\u57fa\u4e8e\u8bcd\u6c47\u5339\u914d\u7684\u5ba2\u89c2\u6307\u6807\u53ef\u80fd\u65e0\u6cd5\u5145\u5206\u53cd\u6620\u6a21\u578b\u6027\u80fd\u3002\u56e0\u6b64\uff0c\u6211\u4eec\u91c7\u7528\u4eba\u5de5\u548cLLM\u6ce8\u91ca\u6765\u63d0\u4f9b\u4fe1\u5b9e\u6027\uff08S-Faithful\uff0c\u5373\u5bf9\u539f\u59cb\u5185\u5bb9\u7684\u4fe1\u5b9e\u6027\uff09\u548c\u6b63\u5f0f\u6027\uff08S-Formal\uff09\u7684\u6392\u540d\u8bc4\u4f30\u3002\u81ea\u52a8\u5316LLM\u8bc4\u5206\u7684\u63d0\u793a\u89c1\u9644\u5f55A.1\u3002<\/p>\n\n\n\n<p>\u886815\u663e\u793a\uff0c\u6211\u4eec\u7684\u6a21\u578b\u4e0eQwen2.5-7B\u7684\u6027\u80fd\u76f8\u5f53\uff0c\u8868\u660eMinMo\u5728\u5e73\u6ed1\u53e3\u8bed\u8bed\u8a00\u65b9\u9762\u5177\u6709\u8f83\u597d\u7684\u80fd\u529b\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"550\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-77-1024x550.png\" alt=\"\" class=\"wp-image-24091\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-77-1024x550.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-77-300x161.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-77-768x413.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-77.png 1096w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p><strong>\u6807\u70b9\u63d2\u5165\u548c\u53cd\u5411\u6587\u672c\u89c4\u8303\u5316<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"303\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-78-1024x303.png\" alt=\"\" class=\"wp-image-24093\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-78-1024x303.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-78-300x89.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-78-768x227.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-78.png 1075w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u5bf9\u4e8e\u6807\u70b9\u63d2\u5165 \uff08PUNC\uff09 \u548c\u53cd\u5411\u6587\u672c\u5f52\u4e00\u5316 \uff08ITN\uff09 \u4efb\u52a1\uff0c\u6211\u4eec\u4f7f\u7528\u6765\u81ea Fleurs \u6570\u636e\u96c6\u7684\u4e2d\u6587\u548c\u82f1\u6587\u6570\u636e\u3002\u6211\u4eec\u5c06 MinMo \u4e0e SenseVoice-L \u548c whisper-large-v3 \u8fdb\u884c\u6bd4\u8f83\uff0c\u5982\u8868&nbsp;16&nbsp;\u6240\u793a\u3002\u9274\u4e8e\u6807\u70b9\u7b26\u53f7\u63d2\u5165\u548c ITN \u4efb\u52a1\u7684\u4e3b\u89c2\u6027\uff0c\u6211\u4eec\u4f7f\u7528 GPT-4 Turbo \u5bf9\u4e09\u4e2a\u7ed3\u679c\u8fdb\u884c\u6392\u5e8f\u8fdb\u884c\u8bc4\u4f30\u3002\u9644\u5f55&nbsp;A.2&nbsp;\u4e2d\u63d0\u4f9b\u4e86\u81ea\u52a8\u8bc4\u5206\u7684\u4efb\u52a1\u63d0\u793a\u3002\u7b2c\u4e00\u540d\u83b7\u5f97 3 \u5206\uff0c\u7b2c\u4e8c\u540d\u83b7\u5f97 2 \u5206\uff0c\u7b2c\u4e09\u540d\u83b7\u5f97 1 \u5206\u3002\u6700\u7ec8\u5206\u6570\u662f\u6240\u6709\u5206\u6570\u7684\u5e73\u5747\u503c\u3002\u5728\u51c6\u5907\u6d4b\u8bd5\u6570\u636e\u65f6\uff0c\u6211\u4eec\u4f7f\u7528\u968f\u673a\u9009\u9879\u6d17\u724c\u548c\u591a\u8f6e\u8bc4\u5206\uff0c\u4ee5\u51cf\u5c11\u4f7f\u7528 ChatGPT \u8fdb\u884c\u8bc4\u4f30\u65f6\u7684\u4e0d\u786e\u5b9a\u6027\u3002\u6700\u7ec8\u7ed3\u679c\u8868\u660e\uff0c<strong>MinMo \u5728\u6807\u70b9\u63d2\u5165\u548c ITN \u7684\u4e3b\u89c2\u8bc4\u4ef7\u4e2d\u8868\u73b0\u66f4\u597d<\/strong>\u3002<\/p>\n\n\n\n<h3>Voice Generation<\/h3>\n\n\n\n<p><strong>\u6587\u672c\u5230\u8bed\u97f3\uff08TTS\uff09<\/strong><\/p>\n\n\n\n<p>\u4e3a\u4e86\u8bc4\u4f30\u6211\u4eec\u8bed\u97f3\u89e3\u7801\u5668\u7684\u5408\u6210\u51c6\u786e\u6027\uff0c\u6211\u4eec\u5c06\u6700\u65b0\u7684SEED\u6d4b\u8bd5\u96c6\uff08Anastassiou et al., 2024\uff09\u8f6c\u6362\u4e3aChatLM\u683c\u5f0f\u3002\u5728\u8be5\u683c\u5f0f\u4e2d\uff0c\u6587\u672c\u4ee5\u7528\u6237\u5185\u5bb9\u7684\u5f62\u5f0f\u5448\u73b0\uff0c\u5e76\u4ee5\u201cCopy:\u201d\u547d\u4ee4\u4e3a\u524d\u7f00\uff0cLLM\u9884\u8ba1\u4f1a\u590d\u5236\u8be5\u6587\u672c\u3002\u6d4b\u8bd5\u96c6\u5305\u62ec2,020\u4e2a\u4e2d\u6587\u6848\u4f8b\u548c1,088\u4e2a\u82f1\u6587\u6848\u4f8b\u3002\u5bf9\u4e8e\u4e2d\u6587\u6848\u4f8b\uff0c\u6211\u4eec\u4f7f\u7528\u4e86Paraformer-zh\u6a21\u578b\uff08Gao et al., 2022\uff09\uff0c\u800c\u82f1\u6587\u6848\u4f8b\u5219\u4f7f\u7528\u4e86Whisper-large V3\uff08Radford et al., 2023\uff09\u3002\u9274\u4e8eLLM\u5b58\u5728\u7684\u6307\u4ee4\u8ddf\u968f\u95ee\u9898\uff0c\u6211\u4eec\u5728\u63a8\u7406\u8fc7\u7a0b\u4e2d\u5e94\u7528\u4e86\u6559\u5e08\u5f3a\u5236\u65b9\u6848\uff0c\u4ee5\u6700\u5c0f\u5316\u8f93\u5165\u548c\u8f93\u51fa\u6587\u672c\u4e4b\u95f4\u7684\u5dee\u5f02\u3002\u8bed\u97f3\u89e3\u7801\u5668\u7684\u5185\u5bb9\u4e00\u81f4\u6027\u901a\u8fc7\u4e2d\u6587\u7684CER\uff08\u5b57\u7b26\u9519\u8bef\u7387\uff09\u548c\u82f1\u6587\u7684WER\uff08\u8bcd\u9519\u8bef\u7387\uff09\u8fdb\u884c\u8bc4\u4f30\u3002<\/p>\n\n\n\n<p>\u6211\u4eec\u7684\u53d1\u73b0\u8868\u660e\uff0c\u5373\u4f7f\u5728\u5e94\u7528\u4e86\u6559\u5e08\u5f3a\u5236\u65b9\u6848\u7684\u60c5\u51b5\u4e0b\uff0c\u53ea\u6709\u5927\u7ea620%\u7684\u6d4b\u8bd5\u6848\u4f8b\u7684\u8f93\u5165\u548c\u8f93\u51fa\u6587\u672c\u4e0eLLM\u5b8c\u5168\u4e00\u81f4\u3002\u7531\u4e8e\u4e0d\u4e00\u81f4\u7684\u8f93\u5165\u548c\u8f93\u51fa\u53ef\u80fd\u5bfc\u81f4\u8bed\u97f3\u89e3\u7801\u5668\u7684\u9690\u85cf\u72b6\u6001\u6df7\u4e71\uff0c\u56e0\u6b64\u4ec5\u5305\u62ec\u8f93\u5165\u548c\u8f93\u51fa\u6587\u672c\u4e00\u81f4\u7684\u6d4b\u8bd5\u6848\u4f8b\u6765\u8ba1\u7b97\u9519\u8bef\u7387\u3002\u7ed3\u679c\u5982\u886817\u6240\u793a\u3002\u6211\u4eec\u89c2\u5bdf\u5230\uff0c\u4e0eTTS\u57fa\u7ebf\u6a21\u578bCosyVoice 2.0-SFT\uff08Du et al., 2024b\uff09\u76f8\u6bd4\uff0cMinMo\u5728\u4e2d\u6587\u6d4b\u8bd5\u96c6\u4e0a\u8868\u73b0\u51fa\u7a0d\u5fae\u8f83\u4f4e\u7684\u5185\u5bb9\u4e00\u81f4\u6027\u548c\u8bed\u97f3\u8d28\u91cf\u3002\u5728\u82f1\u6587\u6d4b\u8bd5\u96c6\u4e0a\uff0cMinMo\u5728\u5185\u5bb9\u4e00\u81f4\u6027\u4e0a\u8868\u73b0\u76f8\u4f3c\uff0c\u4f46NMOS\uff08\u8bed\u97f3\u8d28\u91cf\u8bc4\u5206\uff09\u7a0d\u4f4e\u3002\u8fd9\u4e2a\u4e0b\u964d\u53ef\u4ee5\u5f52\u56e0\u4e8e\u5fae\u8c03\u7684\u8bf4\u8bdd\u4eba\u4e0d\u540c\u7684\u58f0\u5b66\u7279\u6027\uff0c\u8fd9\u5f71\u54cd\u4e86\u8bc6\u522b\u6a21\u578b\u548cNMOS\u8bc4\u5206\u5668\u3002\u7136\u800c\uff0c\u8fd9\u79cd\u4e0b\u964d\u4e0d\u4f1a\u663e\u8457\u5f71\u54cd\u4eba\u7c7b\u7684\u7406\u89e3\u3002\u56e0\u6b64\uff0c\u4e3b\u89c2\u8bc4\u4f30\u53ef\u80fd\u66f4\u9002\u5408\u8bed\u97f3\u5230\u8bed\u97f3\u7684\u8bed\u97f3\u804a\u5929\u6a21\u578b\uff0c\u6211\u4eec\u5c06\u5728\u672a\u6765\u7684\u5de5\u4f5c\u4e2d\u8fdb\u4e00\u6b65\u63a2\u8ba8\u8fd9\u4e00\u70b9\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"283\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-79-1024x283.png\" alt=\"\" class=\"wp-image-24098\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-79-1024x283.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-79-300x83.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-79-768x212.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-79.png 1098w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p><strong>\u6307\u4ee4\u8ddf\u968f\u8bed\u97f3\u751f\u6210<\/strong><\/p>\n\n\n\n<p>\u4e3a\u4e86\u8bc4\u4f30\u6307\u4ee4\u8ddf\u968f\u8bed\u97f3\u751f\u6210\u7684\u6027\u80fd\uff0c\u6211\u4eec\u5f00\u53d1\u4e86\u4e00\u4e2a\u5305\u542b30\u4e2a\u4f1a\u8bdd\u548c122\u4e2a\u56de\u5408\u7684\u591a\u8f6e\u4e2d\u6587\u8bed\u97f3\u5230\u8bed\u97f3\u6d4b\u8bd5\u96c6\uff0c\u6d89\u53ca12\u79cd\u6307\u4ee4\u63a7\u5236\u7c7b\u578b\u3002\u8fd9\u4e9b\u63a7\u5236\u7c7b\u578b\u5305\u62ec\u60c5\u611f\uff08\u9ad8\u5174\u3001\u60b2\u4f24\u3001\u60ca\u8bb6\u3001\u6124\u6012\u3001\u6050\u60e7\uff09\u3001\u65b9\u8a00\uff08\u7ca4\u8bed\u3001\u56db\u5ddd\u8bdd\uff09\u3001\u8bed\u901f\uff08\u5feb\u3001\u6162\uff09\u3001\u89d2\u8272\u626e\u6f14\uff08\u673a\u5668\u4eba\u3001\u4f69\u4f69\uff09\u4ee5\u53ca\u9ed8\u8ba4\u98ce\u683c\u3002<\/p>\n\n\n\n<p>\u4e3a\u4e86\u8bc4\u4f30\u6307\u4ee4\u8ddf\u968f\u8bed\u97f3\u751f\u6210\u7684\u51c6\u786e\u6027\uff0c\u542c\u4f17\u6839\u636e\u6307\u4ee4\u7c7b\u578b\u5bf9\u751f\u6210\u7684\u97f3\u9891\u8fdb\u884c\u5206\u7c7b\u3002\u5982\u886818\u6240\u793a\uff0cMinMo\u5728\u6307\u4ee4\u63a7\u5236\u51c6\u786e\u6027\u65b9\u9762\u4f18\u4e8e\u57fa\u7ebf\u6a21\u578bGLM-4-Voice\uff0c\u7279\u522b\u662f\u5728\u65b9\u8a00\u548c\u89d2\u8272\u626e\u6f14\u65b9\u9762\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"211\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-80-1024x211.png\" alt=\"\" class=\"wp-image-24101\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-80-1024x211.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-80-300x62.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-80-768x158.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-80.png 1108w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p><strong>Voice Chat<\/strong><\/p>\n\n\n\n<p>\u4e3a\u4e86\u5c06\u57fa\u7840\u6a21\u578b\u7684\u5bf9\u8bdd\u529f\u80fd\u8f6c\u79fb\u5230\u8bed\u97f3\u6a21\u6001\uff0c\u6211\u4eec\u4e3a\u8bed\u97f3\u8f6c\u6587\u672c \uff08speech2text\uff09 \u548c\u8bed\u97f3\u8f6c\u8bed\u97f3 \uff08speech2speech\uff09 \u573a\u666f\u6784\u5efa\u4e86\u591a\u8f6e\u6b21\u5bf9\u8bdd\u6570\u636e\u3002speech2text \u6570\u636e\u4e3b\u8981\u5206\u4e3a\u4e24\u90e8\u5206\u3002\u9996\u5148\uff0c\u5b83\u6e90\u81ea\u5f00\u6e90\u591a\u8f6e\u6b21\u7eaf\u6587\u672c\u6570\u636e\uff0c\u6211\u4eec\u4f7f\u7528\u96f6\u6837\u672c\u6587\u672c\u8f6c\u8bed\u97f3 \uff08TTS\uff09 \u6280\u672f\u5408\u6210\u7528\u6237\u8f6e\u6b21\u3002\u5176\u6b21\uff0c\u6211\u4eec\u4f7f\u7528\u771f\u5b9e\u7684\u81ea\u52a8\u8bed\u97f3\u8bc6\u522b \uff08ASR\uff09 \u8bad\u7ec3\u6570\u636e\u4f5c\u4e3a\u804a\u5929\u67e5\u8be2\uff0c\u4ece\u5927\u578b\u6a21\u578b\u83b7\u53d6\u6587\u672c\u54cd\u5e94\uff0c\u4ece\u800c\u4e3a speech2text \u751f\u6210\u4ea4\u4e92\u5f0f\u8bad\u7ec3\u6570\u636e\u3002<\/p>\n\n\n\n<p>MinMo \u6a21\u578b\u5728\u8bed\u97f3\u8f6c\u8bed\u97f3 \uff08S2S\uff09 \u6a21\u5f0f\u4e0b\u4e0e\u73b0\u6709\u57fa\u7ebf\u76f8\u6bd4\u5177\u6709\u663e\u8457\u4f18\u52bf\uff0c\u5b9e\u73b0\u4e86\u65b0\u7684\u6700\u5148\u8fdb\u7684 \uff08SOTA\uff09 \u7ed3\u679c\u3002\u5728\u8bed\u97f3\u8f6c\u6587\u672c \uff08S2T\uff09 \u6a21\u5f0f\u4e0b\uff0c\u5b83\u8fd8\u5728 Llama Question \u548c Web Question \u6570\u636e\u96c6\u4e0a\u5b9e\u73b0\u4e86 SOTA \u6027\u80fd\u3002\u4f46\u662f\uff0cMinMo \u7684\u6d4b\u8bd5\u7ed3\u679c\u4ecd\u7136\u8868\u660e\uff0c\u4e0e S2T \u6a21\u5f0f\u76f8\u6bd4\uff0cS2S \u6a21\u5f0f\u7684\u6027\u80fd\u660e\u663e\u4e0b\u964d\u3002\u6211\u4eec\u5c06\u5176\u5f52\u56e0\u4e8e\u8fd9\u6837\u4e00\u4e2a\u4e8b\u5b9e\uff0c\u5373\u6d4b\u8bd5\u96c6\u4e2d\u7684\u8bb8\u591a\u7b54\u6848\u90fd\u5177\u6709\u4e30\u5bcc\u7684\u6587\u672c\u7ed3\u6784\u548c\u4e13\u4e1a\u8bcd\u6c47\uff0c\u8fd9\u5bf9\u6a21\u578b\u7684\u6587\u672c\u8f6c\u8bed\u97f3 \uff08TTS\uff09 \u529f\u80fd\u63d0\u51fa\u4e86\u66f4\u9ad8\u7684\u8981\u6c42\u3002\u6b64\u5916\uff0c\u5728 S2S \u8bc4\u4f30\u4e2d\u7528\u4e8e\u83b7\u53d6\u7b54\u6848\u6587\u672c\u6362\u8bed\u97f3\u7684\u81ea\u52a8\u8bed\u97f3\u8bc6\u522b \uff08ASR\uff09 \u6a21\u578b\u4e5f\u4f1a\u5728\u4e00\u5b9a\u7a0b\u5ea6\u4e0a\u5f71\u54cd S2S \u6307\u6807\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"711\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-81-1024x711.png\" alt=\"\" class=\"wp-image-24103\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-81-1024x711.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-81-300x208.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-81-768x533.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-81.png 1125w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u4ece\u8868&nbsp;20&nbsp;\u4e2d\u53ef\u4ee5\u89c2\u5bdf\u5230\uff0c\u901a\u8fc7\u5c06\u989d\u5916\u7684 speech2text \u4efb\u52a1\u6570\u636e\u6574\u5408\u5230 MinMo \u8bad\u7ec3\u4e2d\uff0c\u6211\u4eec\u80fd\u591f\u6709\u6548\u5730\u4fdd\u6301\u57fa\u7840\u6a21\u578b\u7684\u5bf9\u8bdd\u80fd\u529b\u3002\u4e0e ASR \u4e0e\u7eaf\u6587\u672c\u57fa\u672c\u6a21\u578b\u76f8\u7ed3\u5408\u7684\u6027\u80fd\u76f8\u6bd4\uff0cMinMo \u7684\u5bf9\u8bdd\u80fd\u529b\u5728\u5f88\u5927\u7a0b\u5ea6\u4e0a\u4fdd\u6301\u4e00\u81f4\u3002\u4f46\u662f\uff0cMinMo \u7684\u54cd\u5e94\u5206\u6570\u7565\u4f4e\u4e8e Ground Truth \u54cd\u5e94\u7684\u8d28\u91cf\u3002\u6211\u4eec\u8ba4\u4e3a\u8fd9\u79cd\u5dee\u5f02\u53ef\u4ee5\u5f52\u56e0\u4e8e\u4e24\u4e2a\u4e3b\u8981\u539f\u56e0\u3002\u9996\u5148\uff0c\u591a\u4e2a\u8bed\u97f3\u4efb\u52a1\u7684\u96c6\u6210\u548c\u5728\u57fa\u7840\u6a21\u578b\u4e0a\u5b9e\u73b0 LoRA \u8bad\u7ec3\uff0c\u5728\u4e00\u5b9a\u7a0b\u5ea6\u4e0a\u524a\u5f31\u4e86\u539f\u59cb\u5927\u578b\u8bed\u8a00\u6a21\u578b \uff08LLM\u3002\u8be5\u8868\u663e\u793a\uff0c\u4e0e ChitChat \u6d4b\u8bd5\u96c6\u76f8\u6bd4\uff0cMinMo \u5728 Alpaca \u6d4b\u8bd5\u96c6\u4e0a\u8868\u73b0\u51fa\u66f4\u5927\u7684\u6027\u80fd\u53d8\u5316\u3002\u5176\u6b21\uff0cMinMo \u7684\u97f3\u9891\u7406\u89e3\u80fd\u529b\u8fd8\u6709\u8fdb\u4e00\u6b65\u6539\u8fdb\u7684\u7a7a\u95f4\uff0c\u5e76\u4e14\u4ecd\u6709\u53ef\u80fd\u964d\u4f4e ASR \u4efb\u52a1\u4e2d\u7684\u5b57\u7b26\u9519\u8bef\u7387 \uff08CER\uff09\u3002<\/p>\n\n\n\n<p><strong>Full Duplex Spoken Dialogue<\/strong><\/p>\n\n\n\n<p>\u4e3a\u4e86\u8bc4\u4f30 MinMo \u5728\u5168\u53cc\u5de5\u8bed\u97f3\u4ea4\u4e92\u4e2d\u7684\u80fd\u529b\uff0c\u6211\u4eec\u6784\u5efa\u4e86\u4e09\u4e2a\u6d4b\u8bd5\u96c6\uff1a\u4e2d\u6587 Alimeeting \u6570\u636e\u96c6\u3001\u82f1\u6587 Fisher \u6570\u636e\u96c6\u548c\u4e00\u4e2a\u6a21\u62df\u6d4b\u8bd5\u96c6\uff0c\u65e8\u5728\u66f4\u63a5\u8fd1\u771f\u5b9e\u7684\u4eba\u673a\u5bf9\u8bdd\u573a\u666f\u3002\u6211\u4eec\u4ece\u4e24\u4e2a\u89d2\u5ea6\u8bc4\u4f30 MinMo \u7684\u5168\u53cc\u5de5\u80fd\u529b\uff1a\u9884\u6d4b\u6027\u80fd\u548c\u9884\u6d4b\u6548\u7387\u3002\u5173\u4e8e\u9884\u6d4b\u6027\u80fd\uff0c\u8bc4\u4f30\u5206\u4e3a\u4e09\u4e2a\u4efb\u52a1\uff1a\u8f85\u52a9\u8f6e\u6d41\u3001\u7528\u6237\u8f6e\u6d41\u548c\u7528\u6237\u53cd\u5411\u5f15\u5bfc\u3002\u5bf9\u4e8e\u8f6e\u6d41\u4efb\u52a1\uff0c\u6211\u4eec\u91c7\u7528\u6b63 F1 \u5206\u6570\u4f5c\u4e3a\u5206\u6790\u6307\u6807\uff0c\u5e76\u5f15\u5165\u4e86\u504f\u79fb\u8ddd\u79bb \uff08 K \uff09 \u6765\u66f4\u597d\u5730\u5206\u6790\u6a21\u578b\u7684\u6027\u80fd\u3002\u5bf9\u4e8e\u7528\u6237\u53cd\u5411\u901a\u9053\u4efb\u52a1\uff0c\u6211\u4eec\u5229\u7528\u51c6\u786e\u6027\u6765\u8bc4\u4f30 MinMo \u8bc6\u522b\u53cd\u5411\u901a\u9053\u8bdd\u8bed\u7684\u80fd\u529b\u3002<\/p>\n\n\n\n<p>MinMo \u6a21\u578b\u5728\u4eba\u673a\u5bf9\u8bdd\u6570\u636e\u96c6\u4e0a\u8868\u73b0\u51fa\u503c\u5f97\u79f0\u9053\u7684\u7ed3\u679c\uff0c\u65e0\u8bba\u662f\u7528\u6237\u8f6e\u6d41\u8fd8\u662f\u52a9\u624b\u8f6e\u6d41\u3002\u5f53 K=10 \u65f6\uff0c\u9884\u6d4b\u6027\u80fd\u63a5\u8fd1 99%\u3002\u5728\u5b9e\u9645\u4eba\u673a\u5bf9\u8bdd\u7684\u6d4b\u8bd5\u96c6\u4e2d\uff0c\u4e0e\u4eba\u673a\u5bf9\u8bdd\u6d4b\u8bd5\u96c6\u76f8\u6bd4\uff0cMinMo \u6a21\u578b\u5728\u8f85\u52a9\u8f6e\u6d41\u4e0a\u7684\u8868\u73b0\u8868\u73b0\u51fa\u4e00\u5b9a\u7a0b\u5ea6\u7684\u4e0b\u964d\u3002\u6211\u4eec\u8ba4\u4e3a\u8fd9\u4e3b\u8981\u662f\u7531\u4e8e\u771f\u5b9e\u4eba\u7c7b\u5bf9\u8bdd\u4e2d\u80cc\u666f\u566a\u97f3\u3001\u8bed\u901f\u3001\u505c\u987f\u548c\u5176\u4ed6\u56e0\u7d20\u7684\u9ad8\u5ea6\u53ef\u53d8\u6027\uff0c\u8fd9\u53ef\u80fd\u5bfc\u81f4\u6a21\u578b\u5728\u52a9\u7406\u8f6e\u6d41\u4efb\u52a1\u4e2d\u51fa\u73b0\u4e00\u5b9a\u7a0b\u5ea6\u7684\u8bef\u5224\u3002\u4f46\u662f\uff0c\u5bf9\u4e8e\u4eba\u4e0e\u4eba\u5bf9\u8bdd\u4e2d\u7684\u7528\u6237\u8f6e\u6d41\u9884\u6d4b\uff0cMinMo \u6a21\u578b\u4ecd\u7136\u4fdd\u6301\u4e86\u9ad8\u6c34\u5e73\u7684\u7075\u654f\u5ea6\u548c\u9884\u6d4b\u6027\u80fd\uff0c\u786e\u4fdd\u5728\u7528\u6237\u8bf4\u8bdd\u65f6\u7cfb\u7edf\u53ca\u65f6\u505c\u6b62\u8bf4\u8bdd\uff0c\u4ece\u800c\u907f\u514d\u4e0e\u7528\u6237\u91cd\u53e0\u8bed\u97f3\u3002\u8fd9\u79cd\u654f\u611f\u6027\u548c\u5bf9\u7528\u6237\u8bed\u97f3\u7684\u5c0a\u91cd\u4e5f\u89e3\u91ca\u4e86\u4e3a\u4ec0\u4e48 MinMo \u6a21\u578b\u5bf9\u7528\u6237\u53cd\u5411\u901a\u9053\u8bc4\u8bba\u4fdd\u6301 70%-80% \u7684\u9884\u6d4b\u51c6\u786e\u6027\uff0c\u5982\u8868\u6240\u793a\u3002\u8fd9\u4e0e user turn-taking model \u7684\u8c03\u4f18\u662f\u4e00\u81f4\u7684\uff0c\u8868\u660e\u4e24\u8005\u4e4b\u95f4\u5b58\u5728\u4e00\u5b9a\u7684\u6743\u8861\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"531\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-82-1024x531.png\" alt=\"\" class=\"wp-image-24109\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-82-1024x531.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-82-300x155.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-82-768x398.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-82.png 1071w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"296\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-83-1024x296.png\" alt=\"\" class=\"wp-image-24110\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-83-1024x296.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-83-300x87.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-83-768x222.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/01\/image-83.png 1078w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u4e3a\u4e86\u5bf9 MinMo \u53cc\u5de5\u6a21\u5f0f\u8fdb\u884c\u6548\u7387\u5206\u6790\uff0c\u6211\u4eec\u8fd8\u5206\u522b\u5bf9\u4eba\u673a\u5bf9\u8bdd\u548c\u4eba\u673a\u5bf9\u8bdd\u6d4b\u8bd5\u96c6\u8fdb\u884c\u4e86\u6d4b\u8bd5\u3002\u5982\u8868&nbsp;23&nbsp;\u6240\u793a\uff0cMinMo \u5728\u7528\u6237\u8f6e\u6d41\u4e2d\u7684\u5e73\u5747\u54cd\u5e94\u5ef6\u8fdf\u4e3a 250ms\u3002\u5728\u4eba\u673a\u6d4b\u8bd5\u96c6\u4e2d\u89c2\u5bdf\u5230\u6700\u5feb\u7684\u54cd\u5e94\u901f\u5ea6\uff0c\u4e3a 88.8 \u6beb\u79d2\uff0c\u800c\u6700\u5177\u6311\u6218\u6027\u7684 Alimeeting \u6d4b\u8bd5\u96c6\u663e\u793a\u5ef6\u8fdf\u4e3a 448.8 \u6beb\u79d2\u3002\u5728\u8f85\u52a9\u8f6e\u6d41\u65b9\u9762\uff0cMinMo \u7684\u5e73\u5747\u54cd\u5e94\u5ef6\u8fdf\u5728 660ms \u5de6\u53f3\uff0c\u4e0e\u7528\u6237\u8f6e\u6d41\u9884\u6d4b\u6240\u9700\u7684\u54cd\u5e94\u65f6\u95f4\u76f8\u6bd4\uff0c\u8fd9\u8981\u957f\u3002\u6211\u4eec\u5c06\u5176\u5f52\u56e0\u4e8e\u4ee5\u4e0b\u4e8b\u5b9e\uff1a\u7528\u6237\u8f6e\u6d41\u6d89\u53ca\u7528\u6237\u8bed\u97f3\u7684\u5f00\u59cb\u90e8\u5206\uff0c\u800c\u52a9\u624b\u8f6e\u6d41\u6d89\u53ca\u7528\u6237\u8f6e\u5230\u5373\u5c06\u7ed3\u675f\u7684\u90e8\u5206\u3002\u56e0\u6b64\uff0c\u52a9\u7406\u8f6e\u6d41\u7684\u4e0a\u4e0b\u6587\u8bed\u4e49\u4fe1\u606f\u66f4\u52a0\u5168\u9762\uff0c\u4ece\u800c\u7f29\u77ed\u4e86\u51b3\u7b56\u6240\u9700\u7684\u65f6\u95f4\u6ede\u540e\u3002<\/p>\n\n\n\n<p><strong>Full Duplex System Latency<\/strong><\/p>\n\n\n\n<p>MinMo \u7684\u53cc\u5de5\u4ea4\u4e92\u7531\u56db\u4e2a\u6a21\u5757\u7ec4\u6210\uff1a\u5168\u53cc\u5de5\u9884\u6d4b\u5668\uff0c\u8d1f\u8d23\u53cc\u5de5\u63a7\u5236\uff0c\u8bed\u97f3\u8f6c\u6587\u672c\u6a21\u5757\uff08\u8bed\u97f3\u7f16\u7801\u5668+\u8f93\u5165\u6295\u5f71\u4eea+LLM\uff09\u3001\u6587\u672c\u8f6c\u8bed\u97f3\u6807\u8bb0\u6a21\u5757\uff08\u8f93\u51fa\u6295\u5f71\u4eea+\u8bed\u97f3\u6807\u8bb0 LM\uff09\u548c Token2Wav \u6a21\u5757\u3002\u8868&nbsp;21&nbsp;\u663e\u793a\u4e86\u6bcf\u4e2a\u6a21\u5757\u7684\u5ef6\u8fdf\u3002\u4ee5 Assistant Turn-taking \u4e3a\u4f8b\uff0c\u5f53\u7528\u6237\u7684\u5b9e\u9645\u8bed\u97f3\u7ed3\u675f\u65f6\uff0c\u53cc\u5de5\u6a21\u578b\u901a\u5e38\u9700\u8981 250 ms \u7684\u5ef6\u8fdf\u8fdb\u884c\u8bc4\u4f30\u3002\u5728 Speech-to-Text \u8fc7\u7a0b\u4e2d\uff0c\u5bf9\u524d 5 \u4e2a\u6587\u672c\u6807\u8bb0\u7684\u9884\u6d4b\u5927\u7ea6\u9700\u8981 150 \u6beb\u79d2\u3002\u9884\u6d4b\u6700\u521d\u7684 15 \u4e2a\u8bed\u97f3\u4ee4\u724c\u5927\u7ea6\u9700\u8981 70 \u6beb\u79d2\uff0c\u4ece\u8bed\u97f3\u4ee4\u724c\u8f6c\u6362\u5230\u7b2c\u4e00\u4e2a\u97f3\u9891\u6570\u636e\u5305\u9700\u8981\u989d\u5916\u7684 130 \u6beb\u79d2\u3002\u56e0\u6b64\uff0c\u5728\u5f00\u53d1\u57fa\u4e8e MinMo \u7684\u5168\u53cc\u5de5\u8bed\u97f3\u5bf9\u8bdd\u7cfb\u7edf\u65f6\uff0c\u52a9\u7406\u8f6e\u6d41\u7684\u6807\u51c6\u4f53\u9a8c\u5ef6\u8fdf\u7ea6\u4e3a 250 + 150 + 70 + 130 = 600 \u6beb\u79d2\u3002\u4e0a\u8ff0\u6570\u503c\u4f30\u8ba1\u503c\u662f\u5728\u4f7f\u7528 L20 GPU \u548c BF16 \u6a21\u578b\u683c\u5f0f\u8fdb\u884c\u6d4b\u8bd5\u671f\u95f4\u5f97\u51fa\u7684\u3002<\/p>\n\n\n\n<h2>\u603b\u7ed3\/\u5c40\u9650\u6027<\/h2>\n\n\n\n<p>MinMo \u5728\u8d85\u8fc7 140 \u4e07\u5c0f\u65f6\u8bed\u97f3\u7684\u5e7f\u6cdb\u6570\u636e\u96c6\u4e0a\u8fdb\u884c\u4e86\u8bad\u7ec3\uff0c\u5c55\u793a\u4e86\u5404\u79cd\u57fa\u51c6\uff08\u5305\u62ec\u53e3\u8bed\u5bf9\u8bdd\u3001\u591a\u8bed\u8a00\u8bed\u97f3\u8bc6\u522b\u548c\u60c5\u611f\u8bc6\u522b\uff09\u7684\u6700\u65b0\u6027\u80fd\u3002\u901a\u8fc7\u5229\u7528\u591a\u9636\u6bb5\u5bf9\u9f50\u7b56\u7565\uff0cMinMo \u5de7\u5999\u5730\u5e73\u8861\u4e86\u97f3\u9891\u7406\u89e3\u548c\u751f\u6210\uff0c\u540c\u65f6\u6700\u5927\u9650\u5ea6\u5730\u51cf\u5c11\u4e86\u57fa\u4e8e\u6587\u672c\u7684 LLMs\u3002\u4e00\u9879\u5173\u952e\u521b\u65b0\u662f MinMo \u7528\u4e8e\u6d41\u5f0f\u7aef\u5230\u7aef\u97f3\u9891\u751f\u6210\u7684\u65b0\u9896\u5bf9\u9f50\u65b9\u6cd5\u3002\u901a\u8fc7\u5229\u7528\u6587\u672c\u6a21\u578b\u7684\u9690\u85cf\u5c42\u8868\u793a\uff0cMinMo \u7684\u8bed\u97f3\u89e3\u7801\u5668\u5b9e\u73b0\u4e86\u7ed3\u6784\u7b80\u5355\u6027\u548c\u6709\u7ade\u4e89\u529b\u7684\u6027\u80fd\u4ee5\u53ca\u4f4e\u5ef6\u8fdf\u3002\u8fd9\u79cd\u65b9\u6cd5\u663e\u8457\u589e\u5f3a\u4e86\u6a21\u578b\u7684\u6307\u4ee4\u9075\u5faa\u80fd\u529b\uff0c\u80fd\u591f\u751f\u6210\u7ec6\u81f4\u5165\u5fae\u7684\u8bed\u97f3\uff0c\u51c6\u786e\u53cd\u6620\u7528\u6237\u6307\u5b9a\u7684\u60c5\u611f\u3001\u65b9\u8a00\u548c\u8bf4\u8bdd\u98ce\u683c\u3002\u6b64\u5916\uff0cMinMo \u652f\u6301\u5168\u53cc\u5de5\u4ea4\u4e92\uff0c\u4ee5\u5927\u7ea6 600 \u6beb\u79d2\u7684\u5ef6\u8fdf\u63d0\u4f9b\u65e0\u7f1d\u7684\u5bf9\u8bdd\u4f53\u9a8c\u3002\u603b\u4e4b\uff0cMinMo \u4ee3\u8868\u4e86\u8bed\u97f3\u4ea4\u4e92\u7cfb\u7edf\u9886\u57df\u7684\u91cd\u5927\u8fdb\u6b65\u3002\u5b83\u4e0d\u4ec5\u89e3\u51b3\u4e86\u5e8f\u5217\u957f\u5ea6\u5dee\u5f02\u548c\u6570\u636e\u4e0d\u5e73\u8861\u7684\u56fa\u6709\u6311\u6218\uff0c\u8fd8\u4e3a\u81ea\u7136\u548c\u5bcc\u6709\u8868\u73b0\u529b\u7684\u8bed\u97f3\u4ea4\u4e92\u8bbe\u5b9a\u4e86\u65b0\u6807\u51c6\uff0c\u4e3a\u591a\u6a21\u6001\u8bed\u8a00\u6a21\u578b\u7684\u672a\u6765\u53d1\u5c55\u94fa\u5e73\u4e86\u9053\u8def\u3002<\/p>\n\n\n\n<p>MinMo \u6709\u4e00\u4e9b\u9700\u8981\u89e3\u51b3\u7684\u5c40\u9650\u6027\u3002\u9996\u5148\uff0cMinMo \u57fa\u4e8e\u9884\u8bad\u7ec3\u7684\u6587\u672c\u5927\u6a21\u578b\uff0c\u4f7f\u7528\u5bf9\u9f50\u65b9\u5f0f\u96c6\u6210\u97f3\u9891\u7406\u89e3\u548c\u97f3\u9891\u751f\u6210\u80fd\u529b;\u6587\u672c\u5927\u578b\u6a21\u578b\u4ec5\u53c2\u4e0e LoRA 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LLM\uff0c\u90e8\u5206\u539f\u56e0\u662f\u7aef\u5230\u7aef\u5efa\u6a21\u8f93\u51fa\u6587\u672c\u4e2d\u7684\u4e00\u4e9b\u7279\u6b8a\u7b26\u53f7\u65e0\u6cd5\u6709\u6548\u5730\u8f6c\u6362\u4e3a\u8bed\u97f3\u3002\u53ef\u4ee5\u63a2\u7d22\u6570\u636e\u6269\u5c55\u6765\u89e3\u51b3\u8fd9\u4e9b\u957f\u5c3e\u95ee\u9898\u3002\u6b64\u5916\uff0c\u7531 MinMo \u4e2d\u7684\u6307\u4ee4\u63a7\u5236\u7684\u97f3\u9891\u751f\u6210\u7684\u6574\u4f53\u6548\u7387\u9700\u8981\u63d0\u9ad8\u3002\u8fd9\u90e8\u5206\u662f\u7531\u4e8e\u5f53\u524d\u6307\u4ee4\u6570\u636e\u7684\u6574\u4f53\u5927\u5c0f\u8f83\u5c0f\uff0c\u5e76\u4e14\u4ec5\u4f7f\u7528\u9690\u85cf\u5d4c\u5165\u8fdb\u884c\u7aef\u5230\u7aef\u5bf9\u9f50\u7684\u9650\u5236\uff0c\u8fd9\u9650\u5236\u4e86\u5386\u53f2\u4fe1\u606f\u7684\u4f20\u8f93\u3002\u6700\u540e\uff0c<strong>\u867d\u7136 MinMo \u5b9e\u73b0\u4e86\u57fa\u4e8e\u8bed\u4e49\u7684\u53cc\u5de5\u6a21\u5757\uff0c\u4f46\u5b83\u4ecd\u7136\u9700\u8981\u5355\u72ec\u7684 AEC \u3010AEC\u6a21\u5757\u7528\u4e8e\u6d88\u9664\u8bed\u97f3\u901a\u4fe1\u4e2d\u7531\u4e8e\u9ea6\u514b\u98ce\u62fe\u53d6\u626c\u58f0\u5668\u8f93\u51fa\u4fe1\u53f7\u800c\u4ea7\u751f\u7684\u56de\u58f0\u3002\u3011\u548c VAD \u6a21\u5757\u3002\u5c06\u6765\uff0c\u5c06\u63a2\u7d22\u5b8c\u5168\u7aef\u5230\u7aef\u7684\u53cc\u5de5\u6a21\u578b\u3002<\/strong><\/p>\n","protected":false},"excerpt":{"rendered":"<p>FunAudioLLM Team&nbsp;&nbsp;&nbsp;Tongyi Lab, Alibaba G &hellip; <a href=\"http:\/\/139.9.1.231\/index.php\/2025\/01\/16\/minmo-a-multimodal-large-language-model-for-seamless-voice-interaction\/\" class=\"more-link\">\u7ee7\u7eed\u9605\u8bfb<span class=\"screen-reader-text\">MinMo: A Multimodal Large Language Model for Seamless Voice Interaction<\/span><\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[21,40,4,9,38,34],"tags":[],"_links":{"self":[{"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts\/23827"}],"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=23827"}],"version-history":[{"count":199,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts\/23827\/revisions"}],"predecessor-version":[{"id":24118,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts\/23827\/revisions\/24118"}],"wp:attachment":[{"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/media?parent=23827"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/categories?post=23827"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/tags?post=23827"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}