{"id":28792,"date":"2025-10-15T14:05:59","date_gmt":"2025-10-15T06:05:59","guid":{"rendered":"http:\/\/139.9.1.231\/?p=28792"},"modified":"2025-10-15T14:06:00","modified_gmt":"2025-10-15T06:06:00","slug":"xiaomi-mimo-audio","status":"publish","type":"post","link":"http:\/\/139.9.1.231\/index.php\/2025\/10\/15\/xiaomi-mimo-audio\/","title":{"rendered":"Xiaomi-MiMo-Audio\uff1a\u5c0f\u7c73\u7aef\u5230\u7aef\u8bed\u97f3\u5927\u6a21\u578b"},"content":{"rendered":"\n<p>\u4e94\u5e74\u524d\uff0cGPT-3 \u9996\u6b21\u5c55\u793a\u4e86\u901a\u8fc7\u81ea\u56de\u5f52\u8bed\u8a00\u6a21\u578b+\u5927\u89c4\u6a21\u65e0\u6807\u6ce8\u6570\u636e\u8bad\u7ec3\uff0c\u53ef\u83b7\u5f97\u5f3a\u5927<strong> In-Context Learning\uff08ICL\uff09<\/strong>\u80fd\u529b <em>[\u6a21\u578b\u53ea\u9760\u4e0a\u4e0b\u6587\u91cc\u7684\u63d0\u793a\u548c\u5c11\u91cf\u793a\u4f8b\uff0c\u5c31\u80fd\u5feb\u901f\u9002\u5e94\u65b0\u4efb\u52a1\uff0c\u4e0d\u5fc5\u91cd\u65b0\u8bad\u7ec3]<\/em> \uff0c\u5e76\u80fd\u901a\u8fc7\u5c11\u6837\u672c\u8fc1\u79fb\u5230\u65b0\u4efb\u52a1\uff0c\u4ece\u800c\u4f7f\u8bed\u8a00\u5f00\u542f\u901a\u7528\u4eba\u5de5\u667a\u80fd\uff08AGI\uff09\u65b0\u7eaa\u5143\u3002\u7136\u800c\u5728\u8bed\u97f3\u9886\u57df\uff0c\u73b0\u6709\u6a21\u578b\u4ecd\u4e25\u91cd\u4f9d\u8d56\u5927\u89c4\u6a21\u6807\u6ce8\u6570\u636e\uff0c\u96be\u4ee5\u5feb\u901f\u9002\u5e94\u65b0\u4efb\u52a1\u8fbe\u5230\u7c7b\u4eba\u667a\u80fd\u3002<\/p>\n\n\n\n<p>\u8fd9\u4e00\u74f6\u9888\u5982\u4eca\u88ab\u6253\u7834\u3002\u5c0f\u7c73\u6b63\u5f0f\u5f00\u6e90\u9996\u4e2a\u539f\u751f\u7aef\u5230\u7aef\u8bed\u97f3\u6a21\u578b\u2014\u2014<strong>Xiaomi-MiMo-Audio<\/strong>\uff0c\u5b83\u57fa\u4e8e<strong>\u521b\u65b0\u9884\u8bad\u7ec3\u67b6\u6784<\/strong>\u548c<strong>\u4e0a\u4ebf\u5c0f\u65f6\u8bad\u7ec3\u6570\u636e<\/strong>\uff0c\u9996\u6b21\u5728\u8bed\u97f3\u9886\u57df\u5b9e\u73b0\u57fa\u4e8e <strong>ICL [ In-context Learning ] \u7684\u5c11\u6837\u672c\u6cdb\u5316 [<strong>\u901a\u8fc7\u5728 prompt \u4e2d\u653e\u5c11\u91cf\u793a\u4f8b\uff0c\u5229\u7528\u6a21\u578b\u5728\u5927\u89c4\u6a21\u9884\u8bad\u7ec3\u4e2d\u5b66\u5230\u7684\u201c\u4e0a\u4e0b\u6587\u5b66\u4e60\u201d\u80fd\u529b\uff0c\u8ba9\u6a21\u578b\u65e0\u9700\u518d\u8bad\u7ec3\u5c31\u80fd\u9002\u5e94\u65b0\u4efb\u52a1<\/strong>\u3002]\uff0c<\/strong>\u5e76\u5728\u9884\u8bad\u7ec3\u89c2\u5bdf\u5230\u660e\u663e\u7684<strong>\u201c\u6d8c\u73b0\u201d<\/strong>\u884c\u4e3a\u3002\u540e\u8bad\u7ec3\u8fdb\u4e00\u6b65\u6fc0\u53d1\u4e86 Xiaomi-MiMo-Audio \u7684\u667a\u5546\u3001\u60c5\u5546\u3001\u8868\u73b0\u529b\u4e0e\u5b89\u5168\u6027\u5728\u5185\u7684\u8de8\u6a21\u6001\u5bf9\u9f50\u80fd\u529b\uff0c\u8bed\u97f3\u5bf9\u8bdd\u5728\u81ea\u7136\u5ea6\u3001\u60c5\u611f\u8868\u8fbe\u548c\u4ea4\u4e92\u9002\u914d\u4e0a\u5448\u73b0\u6781\u9ad8\u7684\u62df\u4eba\u5316\u6c34\u51c6\u3002<\/p>\n\n\n\n<ul class=\"has-light-gray-background-color has-background\"><li>\u6280\u672f\u62a5\u544a\uff1a<a href=\"https:\/\/github.com\/XiaomiMiMo\/MiMo-Audio\/blob\/main\/MiMo-Audio-Technical-Report.pdf\">https:\/\/github.com\/XiaomiMiMo\/MiMo-Audio\/blob\/main\/MiMo-Audio-Technical-Report.pdf<\/a><\/li><li>Github\uff1a<a href=\"https:\/\/github.com\/XiaomiMiMo\/MiMo-Audio\">https:\/\/github.com\/XiaomiMiMo<\/a><\/li><li><a href=\"https:\/\/huggingface.co\/collections\/XiaomiMiMo\/mimo-audio-68cc7202692c27dae881cce0\">\ud83e\udd17 HuggingFace<\/a>&nbsp;&nbsp;|&nbsp;<a href=\"https:\/\/github.com\/XiaomiMiMo\/MiMo-Audio\/blob\/main\/MiMo-Audio-Technical-Report.pdf\">\ud83d\udcc4 Paper&nbsp;&nbsp;|&nbsp;\ud83d\udcf0 Bl<\/a><a href=\"https:\/\/xiaomimimo.github.io\/MiMo-Audio-Demo\">og<\/a>&nbsp;&nbsp;|&nbsp;<a href=\"https:\/\/huggingface.co\/spaces\/XiaomiMiMo\/mimo_audio_chat\">\ud83d\udd25 Online Demo<\/a>&nbsp;&nbsp;|&nbsp;<a href=\"https:\/\/github.com\/XiaomiMiMo\/MiMo-Audio-Eval\">\ud83d\udcca MiMo-Audio-Eval<\/a>&nbsp;<\/li><\/ul>\n\n\n\n<p><strong>\u6838\u5fc3\uff1a<\/strong><\/p>\n\n\n\n<ol class=\"has-light-gray-background-color has-background\"><li><strong>\u5982\u4f55\u5b8c\u6574\u7684\u8868\u5f81\u8bed\u97f3\uff0c\u4e0d\u80fd\u635f\u5931\u4efb\u4f55\u8bed\u97f3\u58f0\u5b66\/\u8bed\u4e49\u4fe1\u606f\uff0c\u9700\u8981\u5efa\u7acb\u4e00\u4e2a\u65e0\u635f\u4f20\u9012\u8bed\u97f3\u4fe1\u606f\u7684\u6a21\u578b\u67b6\u6784<\/strong>\u3002<\/li><li><strong>\u5927\u89c4\u6a21\u6570\u636e\u6269\u5c55\uff08scaling up\uff09\uff0c\u5c06\u8bad\u7ec3\u6570\u636e\u6269\u5c55\u5230\u4e0a\u4ebf\u5c0f\u65f6\u6301\u7eed\u6269\u5927\u9884\u8bad\u7ec3\u6570\u636e\u7684\u89c4\u6a21\u5c06\u5e26\u6765\u6027\u80fd\u7684\u6301\u7eed\u63d0\u5347\uff0c\u5e76\u53ef\u80fd\u4ea7\u751f\u610f\u60f3\u4e0d\u5230\u7684\u6d8c\u73b0\u80fd\u529b<\/strong>\u3002<\/li><\/ol>\n\n\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\/10\/image-5-1024x565.png\" alt=\"\" class=\"wp-image-28996\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/10\/image-5-1024x565.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/10\/image-5-300x165.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/10\/image-5-768x424.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/10\/image-5.png 1291w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h2>Introduction<\/h2>\n\n\n\n<p>\u73b0\u6709\u7684\u97f3\u9891\u8bed\u8a00\u6a21\u578b\u901a\u5e38\u4f9d\u8d56\u4e8e<strong>\u9488\u5bf9\u7279\u5b9a\u4efb\u52a1\u7684\u5fae\u8c03<\/strong>\u6765\u5b8c\u6210\u7279\u5b9a\u7684\u97f3\u9891\u4efb\u52a1\u3002\u76f8\u6bd4\u4e4b\u4e0b\uff0c\u4eba\u7c7b\u53ea\u9700\u5c11\u91cf\u793a\u4f8b\u6216\u7b80\u5355\u6307\u4ee4\u5c31\u80fd\u5c06\u80fd\u529b\u63a8\u5e7f\u5230\u65b0\u7684\u97f3\u9891\u4efb\u52a1\u4e0a\u3002GPT-3 \u5df2\u7ecf\u8bc1\u660e\uff0c\u901a\u8fc7<strong>\u6269\u5c55\u4e0b\u4e00\u4e2a token \u9884\u6d4b\u7684\u9884\u8bad\u7ec3<\/strong>\u53ef\u4ee5\u5728\u6587\u672c\u4e0a\u5b9e\u73b0\u5f3a\u5927\u7684\u6cdb\u5316\u80fd\u529b\uff0c\u6211\u4eec\u8ba4\u4e3a\u8fd9\u4e00\u8303\u5f0f\u540c\u6837\u9002\u7528\u4e8e\u97f3\u9891\u9886\u57df\u3002\u901a\u8fc7\u5c06 <strong>MiMo-Audio<\/strong> \u7684\u9884\u8bad\u7ec3\u6570\u636e\u89c4\u6a21\u6269\u5c55\u5230\u8d85\u8fc7\u4e00\u4ebf\u5c0f\u65f6\uff0c\u6211\u4eec\u89c2\u5bdf\u5230\u5176\u5728\u591a\u79cd\u97f3\u9891\u4efb\u52a1\u4e0a\u51fa\u73b0\u4e86<strong>\u5c11\u6837\u672c\u5b66\u4e60\u80fd\u529b<\/strong>\u3002\u6211\u4eec\u5bf9\u8fd9\u4e9b\u80fd\u529b\u8fdb\u884c\u4e86\u7cfb\u7edf\u8bc4\u4f30\uff0c\u53d1\u73b0 <strong>MiMo-Audio-7B-Base<\/strong> \u5728\u5f00\u6e90\u6a21\u578b\u4e2d\uff0c\u5728\u8bed\u97f3\u667a\u80fd\u548c\u97f3\u9891\u7406\u89e3\u57fa\u51c6\u4e0a\u5747\u5b9e\u73b0\u4e86SOTA\u6027\u80fd\u3002<\/p>\n\n\n\n<p>\u9664\u4e86\u6807\u51c6\u6307\u6807\u5916\uff0cMiMo-Audio-7B-Base \u8fd8\u80fd\u6cdb\u5316\u5230\u8bad\u7ec3\u6570\u636e\u4e2d\u672a\u51fa\u73b0\u7684\u4efb\u52a1\uff0c\u4f8b\u5982<strong>\u8bed\u97f3\u8f6c\u6362\u3001\u98ce\u683c\u8fc1\u79fb\u548c\u8bed\u97f3\u7f16\u8f91<\/strong>\u3002\u5b83\u8fd8\u5c55\u73b0\u4e86\u5f3a\u5927\u7684<strong>\u8bed\u97f3\u5ef6\u7eed\u80fd\u529b<\/strong>\uff0c\u80fd\u591f\u751f\u6210\u9ad8\u5ea6\u903c\u771f\u7684\u8131\u53e3\u79c0\u3001\u6717\u8bf5\u3001\u76f4\u64ad\u53ca\u8fa9\u8bba\u5185\u5bb9\u3002\u5728<strong>\u540e\u8bad\u7ec3\u9636\u6bb5<\/strong>\uff0c\u6211\u4eec<strong>\u6574\u7406\u4e86\u591a\u6837\u5316\u7684\u6307\u4ee4\u8c03\u4f18\u8bed\u6599\uff0c\u5e76\u5728\u97f3\u9891\u7406\u89e3\u4e0e\u751f\u6210\u4e2d\u5f15\u5165\u4e86\u601d\u7ef4\u673a\u5236\u3002<\/strong><\/p>\n\n\n\n<p>\u6700\u7ec8\uff0c<strong>MiMo-Audio-7B-Instruct<\/strong> \u5728\u97f3\u9891\u7406\u89e3\u57fa\u51c6\uff08MMSU\u3001MMAU\u3001MMAR\u3001MMAU-Pro\uff09\u3001\u8bed\u97f3\u5bf9\u8bdd\u57fa\u51c6\uff08Big Bench Audio\u3001MultiChallenge Audio\uff09\u4ee5\u53ca\u6307\u4ee4\u5f0f TTS \u8bc4\u6d4b\u4e2d\u8fbe\u5230\u4e86\u5f00\u6e90 SOTA \u6c34\u5e73\uff0c\u63a5\u8fd1\u6216\u8d85\u8d8a\u4e86\u95ed\u6e90\u6a21\u578b\u3002<\/p>\n\n\n\n<div class=\"wp-block-group\"><div class=\"wp-block-group__inner-container\">\n<p class=\"has-light-gray-background-color has-background\">\u8bed\u97f3\u9886\u57df\u4e2d\u57fa\u4e8e<strong>\u4e0b\u4e00\u4e2a token \u9884\u6d4b\uff08next-token prediction\uff09<\/strong>\u7684\u9884\u8bad\u7ec3\u6709\u4e24\u4e2a\u5173\u952e\u8981\u7d20\u3002<\/p>\n\n\n\n<p class=\"has-light-gray-background-color has-background\"><strong>1\u3001<\/strong>\u80fd\u591f<strong>\u65e0\u635f\u4f20\u9012\u8bed\u97f3\u4fe1\u606f\u7684\u6a21\u578b\u67b6\u6784<\/strong>\u3002\u4e3a\u4e86\u5145\u5206\u53d1\u6325 next-token \u9884\u6d4b\u8303\u5f0f\u7684\u6f5c\u529b\uff0c\u6211\u4eec<strong>\u5e0c\u671b\u8bed\u97f3\u4fe1\u53f7\u4e2d\u7684\u5168\u90e8\u4fe1\u606f\u90fd\u80fd\u5728\u6a21\u578b\u4e2d\u5faa\u73af\u6d41\u52a8<\/strong>\u3002\u8fd9\u610f\u5473\u7740\u6211\u4eec<strong>\u4e0d\u80fd\u91c7\u7528\u4f1a\u5bfc\u81f4\u526f\u8bed\u8a00\u4fe1\u606f\uff08\u5982\u60c5\u611f\u3001\u8bed\u8c03\u3001\u8bf4\u8bdd\u98ce\u683c\u7b49\uff09\u4e22\u5931\u7684\u8bed\u97f3\u8868\u793a\u65b9\u5f0f<\/strong>\u3002\u8fd9\u4e00\u70b9\u4f7f\u6211\u4eec\u7684\u65b9\u6cd5\u4e0e\u5f53\u524d\u4e3b\u6d41\u65b9\u6848Kimi- Audio[\u57fa\u4e8eASR\u4efb\u52a1\u8bad\u7ec3\u7684\u8bed\u4e49\u7f16\u7801\u5668+\u9884\u8bad\u7ec3\u7684whisper\u58f0\u5b66\u7f16\u7801\u5668] \u548c Step-Audio 2[encoder \u57fa\u4e8espeech and audio understanding tasks \u8fdb\u884c\u8bad\u7ec3]\u6709\u6240\u4e0d\u540c\u3002<\/p>\n\n\n\n<p class=\"has-dark-gray-color has-light-gray-background-color has-text-color has-background\">2\u3001\u7b2c\u4e8c\u4e2a\u5173\u952e\u8981\u7d20\u662f<strong>\u5927\u89c4\u6a21\u6269\u5c55\uff08scaling up\uff09<\/strong>\u3002<strong>\u6301\u7eed\u6269\u5927\u9884\u8bad\u7ec3\u6570\u636e\u7684\u89c4\u6a21\u5c06\u5e26\u6765\u6027\u80fd\u7684\u6301\u7eed\u63d0\u5347<\/strong>\uff0c<strong>\u5e76\u53ef\u80fd\u4ea7\u751f\u610f\u60f3\u4e0d\u5230\u7684\u6d8c\u73b0\u80fd\u529b<\/strong>\u3002\u56e0\u6b64\uff0c\u6211\u4eec\u5c06\u8bad\u7ec3\u6570\u636e\u6269\u5c55\u5230\u8d85\u8fc7<strong>\u4e0a\u4ebf\u5c0f\u65f6\u7684\u97f3\u9891<\/strong>\uff0c\u8fd9\u4e00\u89c4\u6a21\u6bd4\u73b0\u6709\u6700\u5927\u5f00\u6e90\u8bed\u97f3\u6a21\u578b\u6240\u4f7f\u7528\u7684\u6570\u636e\u91cf\u5927\u4e00\u4e2a\u6570\u91cf\u7ea7\u3002<\/p>\n<\/div><\/div>\n\n\n\n<h3><strong>\u9884\u8bad\u7ec3<\/strong><\/h3>\n\n\n\n<p><strong>\u9884\u8bad\u7ec3\u7684\u76ee\u6807<\/strong>\u662f\u8ba9\u6a21\u578b\u5177\u5907<strong>\u8bed\u97f3\u9886\u57df\u7684\u4efb\u52a1\u6cdb\u5316\u80fd\u529b<\/strong>\u2014\u2014\u4e5f\u5c31\u662f\u8bf4\uff0c\u6a21\u578b\u5728<strong>\u8bad\u7ec3\u9636\u6bb5\u5b66\u4e60\u5230\u4e00\u7cfb\u5217\u57fa\u7840\u7684\u201c\u539f\u5b50\u6280\u80fd\u201d\uff0c\u5e76\u5728\u63a8\u7406\u9636\u6bb5\u5229\u7528\u8fd9\u4e9b\u80fd\u529b\u5feb\u901f\u9002\u5e94\u6216\u8bc6\u522b\u4efb\u4f55\u8bed\u97f3\u4efb\u52a1<\/strong>\u3002\u6211\u4eec\u5728\u9884\u8bad\u7ec3\u65b9\u6cd5\u4e0a\u7684\u6307\u5bfc\u539f\u5219\u662f\uff1a<strong>\u786e\u4fdd\u8bed\u97f3\u4fe1\u53f7\u4e2d\u7684\u6240\u6709\u4fe1\u606f\u90fd\u80fd\u88ab\u5b8c\u6574\u4fdd\u7559\u5e76\u5728\u6a21\u578b\u67b6\u6784\u4e2d\u65e0\u635f\u6d41\u52a8\u3002<\/strong><\/p>\n\n\n\n<ul><li><strong>Tokenizer\uff08\u5206\u8bcd\u5668\uff09<\/strong>\uff1a\u6211\u4eec\u8ba4\u4e3a\uff0c<strong>\u97f3\u9891\u5206\u8bcd\u5668\u6700\u91cd\u8981\u7684\u8bc4\u5224\u6807\u51c6<\/strong>\u662f\u5176<strong>\u91cd\u5efa\u4fdd\u771f\u5ea6\uff08reconstruction fidelity\uff09<\/strong>\uff0c\u540c\u65f6\u5176\u751f\u6210\u7684 token \u5e94\u8be5\u4fbf\u4e8e\u4e0b\u6e38\u8bed\u8a00\u5efa\u6a21\u4f7f\u7528\u3002\u57fa\u4e8e\u8fd9\u4e00\u7406\u5ff5\uff0c\u6211\u4eec\u63d0\u51fa\u4e86 <strong>MiMo-Audio-Tokenizer<\/strong>\u3002\u8be5\u6a21\u578b\u5305\u542b <strong>12 \u4ebf\u53c2\u6570\uff081.2B\uff09<\/strong>\uff0c\u91c7\u7528\u57fa\u4e8e Transformer \u7684\u67b6\u6784\uff0c\u7531\u7f16\u7801\u5668\u3001\u79bb\u6563\u5316\u5c42\u548c\u89e3\u7801\u5668\u7ec4\u6210\uff0c\u4ee5 <strong>25Hz \u7684\u5e27\u7387<\/strong>\u8fd0\u884c\uff0c\u5e76\u901a\u8fc7 <strong>8 \u5c42\u6b8b\u5dee\u5411\u91cf\u91cf\u5316\uff08RVQ\uff09<\/strong> \u6bcf\u79d2\u751f\u6210\u7ea6 <strong>200 \u4e2a token<\/strong>\u3002\u6211\u4eec\u5728<strong>\u8bad\u7ec3\u4e2d\u7ed3\u5408\u4e86\u8bed\u4e49\u4e0e\u91cd\u5efa\u53cc\u91cd\u76ee\u6807<\/strong>\uff0c\u4ece\u96f6\u5f00\u59cb\u5728\u4e00\u4e2a <strong>1000 \u4e07\u5c0f\u65f6\u89c4\u6a21\u7684\u8bed\u97f3\u8bed\u6599\u5e93<\/strong>\u4e0a\u8fdb\u884c\u8bad\u7ec3\uff0c\u83b7\u5f97\u4e86\u4f18\u5f02\u7684\u91cd\u5efa\u8d28\u91cf\uff0c\u540c\u65f6\u663e\u8457\u63d0\u5347\u4e86\u4e0b\u6e38\u8bed\u8a00\u5efa\u6a21\u7684\u6548\u679c\u3002<\/li><\/ul>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"497\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/10\/image-6-1024x497.png\" alt=\"\" class=\"wp-image-29024\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/10\/image-6-1024x497.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/10\/image-6-300x146.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/10\/image-6-768x373.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/10\/image-6.png 1489w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<ul><li><strong>\u67b6\u6784\uff08Architecture\uff09<\/strong>\u3002\u4e3a\u4e86\u63d0\u5347\u5bf9\u9ad8 token \u901f\u7387\u5e8f\u5217\uff08200 token\/\u79d2\uff09\u7684\u5efa\u6a21\u6548\u7387\uff0c\u5e76\u7f13\u89e3\u8bed\u97f3\u4e0e\u6587\u672c\u6a21\u6001\u95f4\u7684\u957f\u5ea6\u5dee\u5f02\uff0c\u6211\u4eec\u63d0\u51fa\u4e86\u4e00\u79cd<strong>\u521b\u65b0\u67b6\u6784<\/strong>\uff0c\u5c06 <strong>patch \u7f16\u7801\u5668\uff08patch encoder\uff09<\/strong>\u3001<strong>\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09<\/strong> \u548c <strong>patch \u89e3\u7801\u5668\uff08patch decoder\uff09<\/strong> \u76f8\u7ed3\u5408\u3002<strong>Patch \u7f16\u7801\u5668<\/strong>\u5c06\u8fde\u7eed 4 \u4e2a\u65f6\u95f4\u6b65\u7684 RVQ token \u805a\u5408\u4e3a\u4e00\u4e2a patch\uff0c\u4ece\u800c\u5c06\u5e8f\u5217\u4e0b\u91c7\u6837\u4e3a <strong>6.25Hz \u8868\u793a<\/strong>\uff0c\u8f93\u5165\u81f3 LLM\u3002<strong>Patch \u89e3\u7801\u5668<\/strong>\u5219\u4ee5\u81ea\u56de\u5f52\u65b9\u5f0f\uff08autoregressive\uff09\u91cd\u5efa\u5b8c\u6574\u7684 <strong>25Hz RVQ token \u5e8f\u5217<\/strong>\u3002<\/li><\/ul>\n\n\n\n<figure class=\"wp-block-image size-large is-resized\"><img loading=\"lazy\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/09\/image-34-1024x612.png\" alt=\"\" class=\"wp-image-28920\" width=\"688\" height=\"411\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/09\/image-34-1024x612.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/09\/image-34-300x179.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/09\/image-34-768x459.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/09\/image-34.png 1387w\" sizes=\"(max-width: 688px) 100vw, 688px\" \/><figcaption><em><strong>ps\uff1aOR<\/strong><\/em> \u8868\u793a\u6a21\u578b<strong>\u9009\u62e9\u6027\u5730\u4f7f\u7528\u5176\u4e2d\u4e00\u4e2a\u8f93\u5165<\/strong>\uff08Audio \u6216 Text\uff09\uff0c<br>\u6216\u8005\u5728\u4e0d\u540c\u6a21\u5f0f\u4e0b\u6fc0\u6d3b\u4e0d\u540c\u8f93\u5165\u5206\u652f\u3002<strong>\u4f46\u4e00\u6b21\u53ea\u8d70\u4e00\u4e2a\u5206\u652f<\/strong>\u3002<\/figcaption><\/figure>\n\n\n\n<ul><li><strong>\u8bad\u7ec3<\/strong>\u3002\u4e3a\u4e86\u5b9e\u73b0<strong>\u7edf\u4e00\u7684\u7406\u89e3\u4e0e\u751f\u6210\u9884\u8bad\u7ec3\u8303\u5f0f<\/strong>\uff0c\u5e76\u8d4b\u4e88\u6a21\u578b\u66f4\u5f3a\u7684\u201c\u8bed\u97f3\u667a\u80fd\u201d\uff0c\u6211\u4eec\u8bbe\u8ba1\u4e86\u4e00\u4e2a<strong>\u4e24\u9636\u6bb5\u8bad\u7ec3\u7b56\u7565<\/strong>\uff0c\u5e76\u4ee5 <strong>MiMo-7B-Base<\/strong> \u4f5c\u4e3a\u521d\u59cb\u5316\u6a21\u578b\uff1a\u9636\u6bb51 \u4e13\u6ce8\u4e8e\u8bed\u97f3\u7406\u89e3\u4efb\u52a1\uff0c\u9636\u6bb52 \u5c06\u7406\u89e3\u4e0e\u751f\u6210\u7edf\u4e00\u4e8e\u4e00\u4e2a\u6846\u67b6\u4e2d\uff0c\u8fdb\u884c\u8054\u5408\u8bad\u7ec3<\/li><\/ul>\n\n\n\n<ul><li><strong>\u6570\u636e<\/strong>\u3002\u5c06\u9884\u8bad\u7ec3\u8bed\u6599\u89c4\u6a21\u6269\u5c55\u81f3<strong>\u8d85\u8fc7 1 \u4ebf\u5c0f\u65f6\u7684\u8bed\u97f3\u6570\u636e<\/strong>\uff0c\u8fd9\u4e00\u89c4\u6a21\u6bd4\u73b0\u6709\u4efb\u4f55\u5f00\u6e90\u8bed\u97f3\u6a21\u578b\u7684\u6570\u636e\u91cf<strong>\u5927\u4e00\u4e2a\u6570\u91cf\u7ea7<\/strong>\u3002\u8fd9\u4e00\u5e9e\u5927\u6570\u636e\u96c6\u7684\u83b7\u53d6\u548c\u5904\u7406\u4f9d\u6258\u4e8e\u6211\u4eec\u81ea\u7814\u7684<strong>\u7aef\u5230\u7aef\u6570\u636e\u7ba1\u7ebf<\/strong>\uff0c\u6db5\u76d6\u9884\u5904\u7406\u3001\u6807\u6ce8\u4e0e\u6570\u636e\u7b5b\u9009\u5168\u8fc7\u7a0b\u3002<\/li><li>\u8bc4\u4f30\u3002\u6784\u5efa\u4e86\u4e00\u4e2a<strong>\u5168\u9762\u7684\u8bc4\u6d4b\u57fa\u51c6\uff08benchmark\uff09<\/strong>\uff0c\u7528\u4e8e\u4e25\u683c\u8bc4\u4f30\u6a21\u578b\u5728\u8bed\u97f3\u9886\u57df\u7684\u4e0a\u4e0b\u6587\u5b66\u4e60\u80fd\u529b\u3002\u8be5\u57fa\u51c6\u6db5\u76d6\u6a21\u6001\u4e0d\u53d8\u7684\u5e38\u8bc6\u77e5\u8bc6\u3001\u542c\u89c9\u7406\u89e3\u4e0e\u63a8\u7406\u80fd\u529b\u4ee5\u53ca\u591a\u6837\u5316\u7684<strong>\u8bed\u97f3\u5230\u8bed\u97f3\u751f\u6210\u4efb\u52a1<\/strong>\u591a\u4e2a\u7ef4\u5ea6\u3002<\/li><\/ul>\n\n\n\n<p>\u7ecf\u8fc7<strong>\u5927\u89c4\u6a21\u9884\u8bad\u7ec3<\/strong>\u540e\uff0c<strong>MiMo-Audio-7B-Base<\/strong> \u5c55\u73b0\u51fa\u5f3a\u5927\u7684<strong>\u5c11\u6837\u672c\u5b66\u4e60\u80fd\u529b<\/strong>\u3002\u5728\u6211\u4eec\u6784\u5efa\u7684 <strong>SpeechMMLU<\/strong> \u57fa\u51c6\u4e0a\uff08\u8be5\u57fa\u51c6\u6e90\u81ea MMLU\uff0c\u5e76\u5c06\u5176\u4efb\u52a1\u5408\u6210\u4e3a\u8bed\u97f3\u5f62\u5f0f\uff09\uff0cMiMo-Audio-7B-Base \u5728\u201c\u8bed\u97f3\u667a\u80fd\uff08Speech Intelligence\uff09\u201d\u548c\u8de8\u6a21\u6001\u5bf9\u9f50\uff08modality alignment\uff09\u65b9\u9762\u8868\u73b0\u51fa\u6781\u9ad8\u7684\u6c34\u51c6\u3002<\/p>\n\n\n\n<p>\u5728<strong>\u8bed\u97f3\u8f93\u5165\u4e0e\u8f93\u51fa<\/strong>\u6761\u4ef6\u4e0b\uff0c\u5b83\u53d6\u5f97\u4e86\u63a5\u8fd1\u6587\u672c\u7248 MMLU \u7684\u5353\u8d8a\u6210\u7ee9\uff0c<strong>\u6587\u672c\u4efb\u52a1\u7684\u6027\u80fd\u4ec5\u51fa\u73b0\u6781\u5c0f\u5e45\u5ea6\u4e0b\u964d<\/strong>\u3002\u66f4\u91cd\u8981\u7684\u662f\uff0c\u5b83\u5728<strong>\u672a\u89c1\u8fc7\u7684\u4efb\u52a1\u4e0a\u4e5f\u5177\u6709\u4f18\u5f02\u7684\u6cdb\u5316\u80fd\u529b<\/strong>\uff1a<strong>\u53ea\u9700\u5728\u4e0a\u4e0b\u6587\u4e2d\u63d0\u4f9b\u5c11\u91cf\u793a\u4f8b<\/strong>\uff0c\u5b83\u5c31\u80fd\u5b8c\u6210\u5305\u62ec<strong>\u8bed\u97f3\u8f6c\u6362\u3001\u98ce\u683c\u8fc1\u79fb\u3001\u8bed\u901f\u63a7\u5236\u3001\u53bb\u566a<\/strong>\u4ee5\u53ca<strong>\u8bed\u97f3\u7ffb\u8bd1<\/strong>\u7b49\u4efb\u52a1\u3002<\/p>\n\n\n\n<p>MiMo-Audio-7B-Base \u8fd8\u5c55\u73b0\u51fa\u5f3a\u5927\u7684<strong>\u8bed\u97f3\u5ef6\u7eed\u80fd\u529b\uff08speech continuation\uff09<\/strong>\uff0c\u80fd\u591f\u751f\u6210\u9ad8\u5ea6\u903c\u771f\u4e14\u8bed\u4e49\u8fde\u8d2f\u7684\u72ec\u767d\u6216\u591a\u8bf4\u8bdd\u4eba\u5bf9\u8bdd\uff0c\u6db5\u76d6<strong>\u8131\u53e3\u79c0\u3001\u6f14\u8bb2\u3001\u8fa9\u8bba\u3001\u64ad\u5ba2<\/strong>\u4ee5\u53ca<strong>\u6e38\u620f\u89e3\u8bf4<\/strong>\u7b49\u591a\u79cd\u573a\u666f\u3002<\/p>\n\n\n\n<h3> <strong>\u540e\u8bad\u7ec3<\/strong> <\/h3>\n\n\n\n<p><strong>\u540e\u8bad\u7ec3\uff08post-training\uff09\u7684\u6838\u5fc3\u76ee\u6807\u662f\u5c06\u6a21\u578b\u5728\u9884\u8bad\u7ec3\u9636\u6bb5\u83b7\u5f97\u7684\u6cdb\u5316\u80fd\u529b\u4e0e\u6307\u4ee4\u8ddf\u968f\u80fd\u529b\u5bf9\u9f50<\/strong>\u3002\u4e3a\u6b64\uff0c\u6211\u4eec\u6784\u5efa\u4e86\u4e00\u4e2a<strong>\u9ad8\u5ea6\u591a\u6837\u5316\u7684\u97f3\u9891\u6307\u4ee4\u5fae\u8c03\u8bed\u6599\u5e93<\/strong>\uff0c\u6db5\u76d6<strong>\u97f3\u9891\u7406\u89e3\u4e0e\u751f\u6210<\/strong>\u4efb\u52a1\uff0c\u5e76\u6574\u5408\u4e86\u6765\u81ea\u591a\u4e2a\u9886\u57df\u7684\u9ad8\u8d28\u91cf\u5f00\u6e90\u4e0e\u81ea\u5efa\u6570\u636e\u3002<\/p>\n\n\n\n<p>\u4e3a\u4e86\u8fdb\u4e00\u6b65\u589e\u5f3a\u6a21\u578b\u7684<strong>\u8de8\u6a21\u6001\u63a8\u7406\u80fd\u529b\uff08cross-modal reasoning\uff09<\/strong>\uff0c\u6211\u4eec\u8fd8\u4e3a\u97f3\u9891\u7406\u89e3\u548c\u751f\u6210\u4efb\u52a1\u6784\u5efa\u4e86\u9ad8\u8d28\u91cf\u7684\u201c\u601d\u7ef4\u94fe\u201d<strong>\u6570\u636e\u96c6\u3002<\/strong><\/p>\n\n\n\n<p><strong>\u540c\u65f6\uff0c\u4e3a\u4e86\u83b7\u5f97\u7c7b\u4eba\u3001\u53ef\u63a7\u98ce\u683c\u7684\u8bed\u97f3\u5bf9\u8bdd\u6570<\/strong>\u636e\uff0c\u6211\u4eec\u8bad\u7ec3\u4e86\u4e00\u4e2a\u57fa\u4e8e\u8d85\u8fc7 <strong>700 \u4e07\u5c0f\u65f6\u8bed\u97f3\u6570\u636e<\/strong>\u7684 <strong>MiMo-TTS-7B<\/strong> \u6a21\u578b\uff0c<strong>\u7528\u4e8e\u5c06\u6587\u672c\u5bf9\u8bdd\u8f6c\u6362\u4e3a\u8bed\u97f3\u5f62\u5f0f\u3002<\/strong><\/p>\n\n\n\n<h3><strong>\u4e3b\u8981\u8d21\u732e<\/strong><\/h3>\n\n\n\n<ul><li><strong>\u9996\u6b21\u63d0\u4f9b\u4e86\u5b9e\u8bc1\u8bc1\u636e<\/strong>\uff0c\u8bc1\u660e\u5c06\u57fa\u4e8e<strong>\u65e0\u635f\u538b\u7f29<strong>\u7684\u8bed\u97f3\u9884\u8bad\u7ec3\u89c4\u6a21\u6269\u5c55\u81f3<\/strong>\u524d\u6240\u672a\u6709\u7684 1 \u4ebf\u5c0f\u65f6<\/strong>\uff0c\u80fd\u591f\u6fc0\u53d1\u51fa<strong>\u4efb\u52a1\u6cdb\u5316\u7684\u6d8c\u73b0\u80fd\u529b<\/strong>\uff0c\u5177\u4f53\u4f53\u73b0\u4e3a\u5f3a\u5927\u7684<strong>\u5c11\u6837\u672c\u5b66\u4e60\u80fd\u529b\uff08few-shot learning\uff09<\/strong>\u3002\u6211\u4eec\u8ba4\u4e3a\uff0c\u8fd9<strong>\u6807\u5fd7\u7740\u8bed\u97f3\u9886\u57df\u8fce\u6765\u4e86\u7c7b\u4f3c<\/strong> <strong>GPT-3 \u65f6\u523b\uff08\u201cGPT-3 moment\u201d\uff09<\/strong> \u7684\u91cd\u8981\u7a81\u7834\u3002<\/li><\/ul>\n\n\n\n<ul><li>\u63d0\u51fa\u4e86\u9996\u4e2a\u5168\u9762\u4e14\u53ef\u590d\u73b0\u7684\u751f\u6210\u5f0f\u8bed\u97f3\u9884\u8bad\u7ec3\u65b9\u6848\uff0c\u5305\u62ec\u5168\u65b0\u7684<strong>\u97f3\u9891\u5206\u8bcd\u5668<\/strong>\u3001\u53ef\u6269\u5c55\u7684<strong>\u6a21\u578b\u67b6\u6784<\/strong>\u3001\u5206\u9636\u6bb5\u7684<strong>\u8bad\u7ec3\u7b56\u7565<\/strong>\u3001\u7cfb\u7edf\u5316\u7684<strong>\u6574\u4f53\u8bc4\u6d4b\u4f53\u7cfb<\/strong>\u3002<\/li><\/ul>\n\n\n\n<ul><li><strong>\u9996\u6b21\u5728\u8bed\u97f3\u7406\u89e3\u4e0e\u751f\u6210\u7684\u5efa\u6a21\u8fc7\u7a0b\u4e2d\u5f15\u5165\u4e86\u201c\u601d\u7ef4\u673a\u5236\uff08thinking\uff09\u201d<\/strong>\uff0c\u5b9e\u73b0\u4e86\u4ece\u611f\u77e5\uff08perception\uff09\u5230\u590d\u6742\u8ba4\u77e5\u4efb\u52a1\uff08complex cognitive tasks\uff09\u4e4b\u95f4\u7684\u6865\u63a5\uff0c\u4e3a\u8bed\u97f3\u6a21\u578b\u7684\u53d1\u5c55\u5f00\u8f9f\u4e86\u65b0\u7684\u65b9\u5411\u3002<\/li><\/ul>\n\n\n\n<h2>Model Architecture<\/h2>\n\n\n\n<h3>MiMo-Audio-Tokenizer<\/h3>\n\n\n\n<p>\u73b0\u6709\u97f3\u9891\u5206\u8bcd\u65b9\u6cd5\u7684\u4e00\u4e2a\u4e3b\u8981\u6311\u6218\u5728\u4e8e<strong>\u5982\u4f55\u6709\u6548\u5e73\u8861\u97f3\u9891\u4fe1\u53f7\u4e2d\u8bed\u4e49\u4fe1\u606f\u4e0e\u58f0\u5b66\u4fe1\u606f\u4e4b\u95f4\u7684\u56fa\u6709\u6743\u8861<\/strong>\u3002<strong>\u8bed\u4e49 token<\/strong> \u901a\u5e38\u6765\u6e90\u4e8e\u81ea\u76d1\u7763\u5b66\u4e60\u6a21\u578b\u6216 ASR \u6a21\u578b\uff0c\u5b83\u4eec<strong>\u4e0e\u8bed\u8a00\u5185\u5bb9\u9ad8\u5ea6\u76f8\u5173\uff0c\u6709\u52a9\u4e8e\u4e0e\u6587\u672c\u6a21\u6001\u5bf9\u9f50<\/strong>\u3002\u7136\u800c\uff0c\u5176\u4e3b\u8981\u7f3a\u70b9\u662f<strong>\u4e22\u5931\u4e86\u7ec6\u7c92\u5ea6\u7684\u58f0\u5b66\u4fe1\u606f<\/strong>\uff0c\u9650\u5236\u4e86\u539f\u59cb\u6ce2\u5f62\u91cd\u5efa\u7684\u8d28\u91cf\u3002<strong>\u58f0\u5b66 token<\/strong> \u5219\u7531\u795e\u7ecf\u97f3\u9891\u7f16\u89e3\u7801\u5668\u751f\u6210\uff0c\u80fd\u591f\u5b9e\u73b0<strong>\u9ad8\u4fdd\u771f\u97f3\u9891\u91cd\u5efa<\/strong>\uff0c\u4f46\u96be\u4ee5\u4e0e\u6587\u672c\u8bed\u4e49\u7a7a\u95f4\u5efa\u7acb\u6709\u6548\u5bf9\u9f50\u3002<\/p>\n\n\n\n<p>MiMo-Audio-Tokenizer \u5c06\u8bed\u4e49\u548c\u58f0\u5b66\u7edf\u4e00\uff0c\u540c\u65f6\u6355\u83b7\u8bed\u4e49\u4fe1\u606f\u5e76\u5b9e\u73b0<strong>\u9ad8\u4fdd\u771f\u97f3\u9891\u91cd\u5efa<\/strong>\uff0c\u901a\u8fc7<strong>\u6269\u5927\u6a21\u578b\u53c2\u6570\u89c4\u6a21\u548c\u8bad\u7ec3\u6570\u636e\u91cf<\/strong>\uff0c\u8fdb\u4e00\u6b65\u7f13\u89e3\u8bed\u4e49-\u58f0\u5b66\u8868\u793a\u51b2\u7a81\uff0c\u4ece\u800c\u63d0\u5347<strong>\u8de8\u6a21\u6001\u5bf9\u9f50\u80fd\u529b<\/strong>\u548c<strong>\u8bed\u97f3\u91cd\u5efa\u8d28\u91cf<\/strong>\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"497\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/10\/image-6-1024x497.png\" alt=\"\" class=\"wp-image-29024\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/10\/image-6-1024x497.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/10\/image-6-300x146.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/10\/image-6-768x373.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/10\/image-6.png 1489w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h4>\u67b6\u6784<\/h4>\n\n\n\n<p><strong>MiMo-Audio-Tokenizer<\/strong> \u7684\u67b6\u6784\u7531\u56db\u4e2a\u4e3b\u8981\u7ec4\u4ef6\u7ec4\u6210\uff1a<strong>\u97f3\u9891\u7f16\u7801\u5668\uff08audio encoder\uff09\u3001\u79bb\u6563\u5316\u6a21\u5757\uff08discretization module\uff09\u3001\u97f3\u9891\u89e3\u7801\u5668\uff08audio decoder\uff09<strong>\u4ee5\u53ca<\/strong>\u58f0\u7801\u5668\uff08vocoder\uff09<\/strong>\u3002<\/p>\n\n\n\n<p><strong>\u97f3\u9891\u7f16\u7801\u5668\uff1a<\/strong>\u53cc\u5411\u6ce8\u610f\u529bTransformer\u7f16\u7801\u5668\uff0c\u5728\u8f93\u5165\u548c\u8f93\u51fa\u7aef\u5404\u914d\u5907 2 \u5c42\u4e0b\u91c7\u6837\uff0c\u5305\u542b <strong>32 \u5c42\u300120 \u4e2a\u6ce8\u610f\u529b\u5934<\/strong>\uff0c\u4f7f\u7528 <strong>Rotary Position Embeddings\uff08RoPE\uff09<\/strong> \u548c <strong>GELU \u6fc0\u6d3b\u51fd\u6570<\/strong>\uff0c\u6a21\u578b\u7ef4\u5ea6\u8bbe\u4e3a <strong>1280<\/strong>\uff0c\u524d\u9988\u7f51\u7edc\uff08FFN\uff09\u5185\u7ef4\u5ea6\u8bbe\u4e3a <strong>5120<\/strong>\u3002\u4e3a<strong>\u7f13\u89e3\u8bed\u4e49\u4fe1\u606f\u4e0e\u58f0\u5b66\u4fe1\u606f\u4e4b\u95f4\u7684\u51b2\u7a81<\/strong>\uff0c\u5c06\u7b2c 3 \u5c42\u7684\u9690\u85cf\u72b6\u6001\u901a\u8fc7\u5143\u7d20\u7ea7\u6c42\u548c\u52a0\u5165\u5230\u6700\u7ec8\u5c42\u8f93\u51fa\u4e2d\u3002<\/p>\n\n\n\n<p><strong>\u79bb\u6563\u5316\u6a21\u5757\uff1a<\/strong>20-layer\u6b8b\u5dee\u5411\u91cf\u91cf\u5316\u5668\uff0c\u524d\u4e24\u5c42\u7801\u672c\uff08codebook\uff09\u5927\u5c0f\u4e3a <strong>1024<\/strong>\uff0c\u5176\u4f59\u5c42\u7801\u672c\u5927\u5c0f\u4e3a <strong>128<\/strong>\u3002<\/p>\n\n\n\n<p><strong>\u97f3\u9891\u89e3\u7801\u5668\uff1a<\/strong>\u7ed3\u6784\u4e0e\u7f16\u7801\u5668\u955c\u50cf\uff0c\u4f46\u91c7\u7528<strong>\u56e0\u679c\u81ea\u6ce8\u610f\u529b\uff08causal self-attention\uff09<\/strong>\uff0c\u4ee5\u652f\u6301<strong>\u6d41\u5f0f\u751f\u6210<\/strong>\u3002<\/p>\n\n\n\n<p><strong>\u58f0\u7801\u5668<\/strong>\uff1a\u91c7\u7528 <strong>Vocos \u8bbe\u8ba1<\/strong>\uff0c\u5c06 ConvNeXt\u9aa8\u5e72\u66ff\u6362\u4e3a <strong>Transformer<\/strong>\uff0c\u4ece\u800c<strong>\u652f\u6301\u5e8f\u5217\u6253\u5305\uff08sequence packing\uff09\u4ee5\u63d0\u9ad8\u8bad\u7ec3\u6548\u7387\u3002<\/strong>Transformer \u53c2\u6570\uff1a16 \u5c42\u300116 \u4e2a\u5934\uff0c\u6a21\u578b\u7ef4\u5ea6 256\uff0cFFN \u7ef4\u5ea6 1024\u3002\u96c6\u6210 <strong>RoPE<\/strong> \u4e0e<strong>\u6ed1\u52a8\u7a97\u53e3\u6ce8\u610f\u529b\uff08sliding window attention\uff09<\/strong>\uff0c\u7a97\u53e3\u5927\u5c0f\u4e3a [40, 10]\uff0c\u5206\u522b\u5bf9\u5e94 <strong>[6.4 \u79d2, 1.6 \u79d2] \u7684\u611f\u53d7\u91ce<\/strong>\u3002<\/p>\n\n\n\n<p><strong>\u524d\u5411\u6d41\u7a0b<\/strong>\uff1a<\/p>\n\n\n\n<ol><li>\u5bf9\u91c7\u6837\u7387\u4e3a <strong>24 kHz<\/strong> \u7684\u5355\u901a\u9053\u97f3\u9891\u6ce2\u5f62 \ud835\udc4b \u8fdb\u884c<strong>\u6885\u5c14\u8c31\u56fe\uff08melspectrogram\uff09\u8f6c\u6362<\/strong>\uff0c\u5e27\u7387\u4e3a 100 Hz\u3002<\/li><li>\u5c06\u8be5\u8c31\u56fe\u8f93\u5165<strong>\u97f3\u9891\u7f16\u7801\u5668<\/strong>\uff0c\u8f6c\u5316\u4e3a\u957f\u5ea6\u4e3a \ud835\udc40 \u7684\u8fde\u7eed\u8868\u793a\u5e8f\u5217\uff08frame rate 25 Hz\uff09\u3002<\/li><li>\u79bb\u6563\u5316\u6a21\u5757\u4e2d\u7684 <strong>RVQ<\/strong> \u5c06\u8fde\u7eed\u8868\u793a\u91cf\u5316\u4e3a\u4e8c\u7ef4\u7d22\u5f15\u77e9\u9635 <strong>\ud835\udc34 \u2208 \u2115^{M\u00d7R}<\/strong>\uff0c\u5176\u4e2d R \u4e3a RVQ \u5c42\u6570\u3002<\/li><li>\u5229\u7528\u7801\u672c\u67e5\u627e\u5e76\u6c42\u548c\u5bf9\u5e94\u7684\u5d4c\u5165\u5411\u91cf\uff0c\u4ece\u800c\u91cd\u5efa\u91cf\u5316\u8868\u793a <strong>Q<\/strong>\u3002<\/li><li>\u6700\u540e\uff0c<strong>\u97f3\u9891\u89e3\u7801\u5668<\/strong>\u548c<strong>\u58f0\u7801\u5668<\/strong>\u6839\u636e Q \u91cd\u5efa\u97f3\u9891\u6ce2\u5f62 <strong>\ud835\udc4b\u0302<\/strong>\u3002<\/li><\/ol>\n\n\n\n<h4>Training<\/h4>\n\n\n\n<p>\u91c7\u7528<strong>\u4e24\u9636\u6bb5\u8bad\u7ec3\u8303\u5f0f\uff08two-stage training paradigm\uff09<\/strong>\u4ee5\u63d0\u5347\u8bad\u7ec3\u6548\u7387\uff0c\u5982\u56fe 2 \u6240\u793a\u3002<\/p>\n\n\n\n<p><strong>\u9636\u6bb5 1\uff1a<\/strong><\/p>\n\n\n\n<p>\u6a21\u578b\u5728<strong>\u5927\u89c4\u6a21\u6570\u636e\u96c6<\/strong>\u4e0a\u8fdb\u884c<strong>\u591a\u4efb\u52a1\u5b66\u4e60\uff08multi-task learning\uff09<\/strong>[<strong>\u5305\u62ecA2T\u8ddf\u8bed\u97f3\u91cd\u5efa\u4efb\u52a1<\/strong>]\uff0c\u8bad\u7ec3\u6570\u636e\u89c4\u6a21\u6269\u5c55\u81f3 <strong>\u8d85\u8fc7 1100 \u4e07\u5c0f\u65f6<\/strong>\u3002\u901a\u8fc7\u8fd9\u4e00\u5927\u89c4\u6a21\u8bad\u7ec3\uff0c\u6a21\u578b\u80fd\u591f<strong>\u8054\u5408\u7f16\u7801\u8bed\u4e49\u4fe1\u606f\u4e0e\u58f0\u5b66\u4fe1\u606f<\/strong>\uff0c\u5b9e\u73b0\u5bf9\u97f3\u9891\u4fe1\u53f7\u7684\u5168\u9762\u8868\u5f81\u3002<\/p>\n\n\n\n<p>\u7edf\u4e00\u8868\u793a\u5b66\u4e60\uff1a\u5728\u9636\u6bb5 1 \u4e2d\uff0c\u5c06<strong>\u97f3\u9891\u91cd\u5efa\u4efb\u52a1\uff08audio reconstruction task\uff09<strong>\u4e0e<\/strong>\u97f3\u9891\u5230\u6587\u672c\u4efb\u52a1\uff08audio-to-text, A2T\uff09<strong>\u7ed3\u5408\uff0c\u4ee5<\/strong>\u5bf9\u9f50\u97f3\u9891\u4e0e\u6587\u672c\u7684\u8868\u793a\u7a7a\u95f4<\/strong>\uff0c\u540c\u65f6\u786e\u4fdd\u58f0\u5b66\u4fe1\u606f\u7684\u5b8c\u6574\u4fdd\u7559\u3002\u4e3a A2T \u4efb\u52a1\u63d0\u4f9b\u76d1\u7763\uff0c\u6211\u4eec\u5f15\u5165\u4e86\u4e00\u4e2a <strong>LLM<\/strong>\uff0c\u4e0e MiMo-Audio-Tokenizer <strong>\u8054\u5408\u8bad\u7ec3<\/strong>\u3002MiMo-Audio-Tokenizer \u4e0e LLM \u7684\u6240\u6709\u53c2\u6570\u5747 <strong>\u4ece\u96f6\u5f00\u59cb\u8bad\u7ec3<\/strong>\u3002<\/p>\n\n\n\n<p>A2T \u76ee\u6807\u88ab\u5f62\u5f0f\u5316\u4e3a <strong>\u4e0b\u4e00\u4e2a token \u9884\u6d4b\u635f\u5931\uff08next-token prediction loss\uff09<\/strong>\uff0c\u4f5c\u7528\u4e8e LLM \u7684\u6587\u672c\u8f93\u51fa\uff0c\u5177\u4f53\u5b9a\u4e49\u5982\u4e0b\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\/10\/image-8.png\" alt=\"\" class=\"wp-image-29119\" width=\"349\" height=\"67\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/10\/image-8.png 559w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/10\/image-8-300x58.png 300w\" sizes=\"(max-width: 349px) 100vw, 349px\" \/><\/figure><\/div>\n\n\n\n<p>\u5176\u4e2d\uff0c<strong>\ud835\udc47 = [\ud835\udc61\u2081, \u2026, \ud835\udc61\u2099]<\/strong> \u8868\u793a\u76ee\u6807\u6587\u672c\u5e8f\u5217\uff0c<strong>Q\u0303<\/strong> \u8868\u793a\u91cf\u5316\u540e\u7684\u97f3\u9891\u8868\u793a\uff0c<strong>\ud835\udc41<\/strong> \u4e3a\u6587\u672c\u5e8f\u5217\u7684\u603b\u957f\u5ea6\u3002\u5bf9\u4e8e<strong>\u97f3\u9891\u91cd\u5efa\u4efb\u52a1<\/strong>\uff0c\u91c7\u7528<strong>\u591a\u5c3a\u5ea6\u6885\u5c14\u8c31\u56fe\u91cd\u5efa\u635f\u5931<\/strong>\uff0c\u5b9a\u4e49\u4e3a <strong>L\u2081 \u8ddd\u79bb\uff08\ud835\udc3f\u2081 distance\uff09<\/strong>\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\/10\/image-9.png\" alt=\"\" class=\"wp-image-29122\" width=\"250\" height=\"55\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/10\/image-9.png 451w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/10\/image-9-300x67.png 300w\" sizes=\"(max-width: 250px) 100vw, 250px\" \/><\/figure><\/div>\n\n\n\n<p>\u5176\u4e2d\uff0c<strong>S\ud835\udc56<\/strong> \u8868\u793a\u5c3a\u5ea6 <strong>\ud835\udc56<\/strong> \u4e0b\u7684\u6885\u5c14\u8c31\u56fe\uff08mel-spectrogram\uff09\uff0c\u5177\u6709 <strong>2^i \u4e2a\u9891\u5e26<\/strong>\uff0c\u901a\u8fc7STFT, Short-Time Fourier Transform\u8ba1\u7b97\u5f97\u5230\uff0c\u7a97\u957f\u4e3a <strong>15\u00b72^(i\u22121)<\/strong>\uff0c\u6b65\u957f\u4e3a <strong>15\u00b72^(i\u22122)<\/strong>\u3002\u5c3a\u5ea6\u96c6\u5408\u5b9a\u4e49\u4e3a <strong>\ud835\udc52 = {5, 6, 7}<\/strong>\u3002<\/p>\n\n\n\n<p>\u8fd8\u989d\u5916\u589e\u52a0\u4e00\u4e2a\u8bad\u7ec3loss\uff1a<strong>commitment loss<\/strong>\uff0c\u8fd9\u4e2a\u4e3b\u8981\u662f\u7ea6\u675fencoder\u7684\u8f93\u51fa\u548cembedding\u7a7a\u95f4\u4fdd\u6301\u4e00\u81f4\uff0c\u4ee5\u907f\u514dencoder\u7684\u8f93\u51fa\u53d8\u52a8\u8f83\u5927\uff08\u4ece\u4e00\u4e2aembedding\u5411\u91cf\u8f6c\u5411\u53e6\u5916\u4e00\u4e2a\uff09\u3002<strong>commitment loss<\/strong>\u4e5f\u6bd4\u8f83\u7b80\u5355\uff0c\u76f4\u63a5\u8ba1\u7b97encoder\u7684\u8f93\u51faze(x)\u548c\u5bf9\u5e94\u7684\u91cf\u5316\u5f97\u5230\u7684embedding\u5411\u91cfek\u7684L2\u8bef\u5dee\uff1a<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-full\"><img loading=\"lazy\" width=\"231\" height=\"54\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/10\/image-10.png\" alt=\"\" class=\"wp-image-29123\"\/><\/figure><\/div>\n\n\n\n<p>\u9636\u6bb5 1 \u7684\u603b\u635f\u5931<strong>\u88ab\u5b9a\u4e49\u4e3a\u5404\u9879\u635f\u5931\u7684<\/strong>\u52a0\u6743\u548c\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image size-large is-resized\"><img loading=\"lazy\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/10\/image-11-1024x107.png\" alt=\"\" class=\"wp-image-29127\" width=\"692\" height=\"72\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/10\/image-11-1024x107.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/10\/image-11-300x31.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/10\/image-11-768x80.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/10\/image-11.png 1468w\" sizes=\"(max-width: 692px) 100vw, 692px\" \/><\/figure>\n\n\n\n<p><strong>\u9636\u6bb5 2<\/strong>\uff1a<\/p>\n\n\n\n<p><strong>\u51bb\u7ed3\u97f3\u9891\u7f16\u7801\u5668\u548c\u79bb\u6563\u5316\u6a21\u5757\u7684\u53c2\u6570<\/strong>\u3002\u5f15\u5165<strong>\u5224\u522b\u5668<\/strong>\u8bad\u7ec3<strong>\u97f3\u9891\u89e3\u7801\u5668<strong>\u548c<\/strong>\u58f0\u7801\u5668<\/strong>\uff0c\u91cd\u70b9\u63d0\u5347<strong>\u539f\u59cb\u97f3\u9891\u6ce2\u5f62\u7684\u7ec6\u7c92\u5ea6\u91cd\u5efa\u8d28\u91cf<\/strong>\uff0c\u5e76\u6d88\u9664\u58f0\u7801\u5668\u751f\u6210\u7684\u4f2a\u5f71\uff08vocoding artifacts\uff09\u3002<\/p>\n\n\n\n<p>\u5bf9\u6297\u5fae\u8c03\uff08Adversarial Fine-tuning\uff09\uff1a\u5f15\u5165\u4e86\u989d\u5916\u7684<strong>\u5224\u522b\u5668<strong>\u8fdb\u884c<\/strong>\u5bf9\u6297\u8bad\u7ec3\uff08adversarial training\uff09<\/strong>\uff0c\u4ee5\u63d0\u5347\u97f3\u9891\u6ce2\u5f62\u91cd\u5efa\u8d28\u91cf\u3002\u5728\u8be5\u9636\u6bb5\uff0c<strong>\u97f3\u9891\u5206\u8bcd\u76f8\u5173\u7684\u6240\u6709\u53c2\u6570\u5747\u88ab\u51bb\u7ed3<\/strong>\uff0c\u4ee5\u4fdd\u6301\u97f3\u9891 token \u7a7a\u95f4\u7684\u8bed\u4e49\u7ed3\u6784\u3002<\/p>\n\n\n\n<p>\u91c7\u7528<strong>\u591a\u4efb\u52a1 GAN \u8bad\u7ec3\u65b9\u6848<\/strong>\uff0c\u8054\u5408\u4f18\u5316\u4ee5\u4e0b\u76ee\u6807\uff1a\u6885\u5c14\u8c31\u56fe\u91cd\u5efa\u635f\u5931\u3001\u5bf9\u6297\u635f\u5931\u3001\u5224\u522b\u5668\u7279\u5f81\u5339\u914d\u635f\u5931\uff0c\u4e3a\u4e86\u5728\u65f6\u57df\uff08time domain\uff09\u548c\u9891\u57df\uff08frequency domain\uff09\u540c\u65f6\u63d0\u4f9b\u76d1\u7763\uff0c\u4f7f\u7528\u4e86Multi-Period Discriminator \u548c Multi-Scale STFT Discriminator\uff0c\u8bad\u7ec3\u6846\u67b6\u91c7\u7528 <strong>Hinge-GAN<\/strong>\u3002<\/p>\n\n\n\n<p><strong>\u771f\u5b9e\u6ce2\u5f62 \ud835\udc4b<\/strong>\u4e0e<strong>\u751f\u6210\u6ce2\u5f62 \ud835\udc4b\u0302<\/strong>\uff0c\u5224\u522b\u5668\u7684\u76ee\u6807\u53ef\u88ab\u5f62\u5f0f\u5316\u4e3a\uff1a<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/10\/image-12.png\" alt=\"\" class=\"wp-image-29132\" width=\"501\" height=\"57\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/10\/image-12.png 985w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/10\/image-12-300x34.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/10\/image-12-768x87.png 768w\" sizes=\"(max-width: 501px) 100vw, 501px\" \/><\/figure><\/div>\n\n\n\n<p>\u751f\u6210\u5668\u7684\u5bf9\u6297\u76ee\u6807\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\/10\/image-13.png\" alt=\"\" class=\"wp-image-29134\" width=\"224\" height=\"59\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/10\/image-13.png 420w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/10\/image-13-300x79.png 300w\" sizes=\"(max-width: 224px) 100vw, 224px\" \/><\/figure><\/div>\n\n\n\n<p>\u7279\u5f81\u5339\u914d\uff08feature matching\uff09\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\/10\/image-14.png\" alt=\"\" class=\"wp-image-29136\" width=\"366\" height=\"79\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/10\/image-14.png 613w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/10\/image-14-300x65.png 300w\" sizes=\"(max-width: 366px) 100vw, 366px\" \/><\/figure><\/div>\n\n\n\n<p>\u751f\u6210\u5668\u7684\u8bad\u7ec3\u76ee\u6807\u7ed3\u5408\u4e86<strong>\u591a\u4efb\u52a1 GAN \u8bad\u7ec3\u4e2d\u7684\u5404\u9879\u635f\u5931<\/strong>\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/10\/image-15.png\" alt=\"\" class=\"wp-image-29138\" width=\"637\" height=\"95\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/10\/image-15.png 1005w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/10\/image-15-300x45.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/10\/image-15-768x115.png 768w\" sizes=\"(max-width: 637px) 100vw, 637px\" \/><\/figure>\n\n\n\n<h4>Evaluation<\/h4>\n\n\n\n<p>\u4f7f\u7528 \u8bf4\u8bdd\u4eba\u76f8\u4f3c\u5ea6 \u3001Short-Time Objective Intelligibility\u3001\u8bed\u97f3\u8d28\u91cf\u611f\u77e5\u8bc4\u4f30\u6765\u8bc4\u4f30\u97f3\u9891\u5206\u8bcd\u5728\u4fdd\u7559<strong>\u58f0\u5b66\u4fe1\u606f<\/strong>\u65b9\u9762\u7684\u8868\u73b0\u3002\u8003\u8651\u5230\u4e0b\u6e38 <strong>MiMo-Audio<\/strong> \u6a21\u578b\u4ec5\u4f7f\u7528 <strong>MiMo-Audio-Tokenizer \u524d\u516b\u4e2a\u7801\u672c\uff08codebooks\uff09<\/strong> \u751f\u6210\u7684\u97f3\u9891 token\uff0c\u6211\u4eec\u5728\u8bc4\u6d4b\u4e2d\u4e5f\u4ec5\u4f7f\u7528\u8fd9\u516b\u4e2a\u7801\u672c\u89e3\u7801\u6ce2\u5f62\uff0c\u4ece\u800c\u771f\u5b9e\u53cd\u6620\u4e0b\u6e38\u8bed\u8a00\u6a21\u578b\u53ef\u8bbf\u95ee\u97f3\u9891\u7684\u4fdd\u771f\u5ea6\u3002<\/p>\n\n\n\n<p><strong>\u7ed3\u679c\uff08Results\uff09<\/strong>\u5982 <strong>\u8868 1<\/strong> \u6240\u793a\u3002<strong>MiMo-Audio-Tokenizer<\/strong> \u5728 <strong>Seed-TTS-Eval<\/strong> \u4e0a\u5c55\u73b0\u51fa<strong>\u51fa\u8272\u7684\u91cd\u5efa\u8d28\u91cf<\/strong>\u3002\u5173\u952e\u5728\u4e8e\uff0c\u8fd9\u4e9b\u63d0\u5347\u662f\u5728<strong>\u4e0b\u6e38\u5efa\u6a21\u6240\u4f7f\u7528\u7684\u7801\u672c\u4e0a\u6d4b\u5f97\u7684<\/strong>\uff0c\u8bf4\u660e MiMo-Audio <strong>\u5b8c\u6574\u4fdd\u7559\u4e86\u8bed\u97f3\u4fe1\u606f\u7684\u58f0\u5b66\u7279\u6027<\/strong>\uff0c\u4ece\u800c\u5728\u5404\u79cd\u8bed\u97f3\u4efb\u52a1\u4e2d\u5c55\u73b0\u51fa\u5f3a\u5927\u7684<strong>\u6cdb\u5316\u80fd\u529b<\/strong>\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"381\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/10\/image-16-1024x381.png\" alt=\"\" class=\"wp-image-29145\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/10\/image-16-1024x381.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/10\/image-16-300x111.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/10\/image-16-768x285.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/10\/image-16.png 1453w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h3>MiMo-Audio<\/h3>\n\n\n\n<p><strong>MiMo-Audio<\/strong> \u662f\u4e00\u4e2a\u7edf\u4e00\u7684<strong>\u751f\u6210\u5f0f\u97f3\u9891-\u8bed\u8a00\u6a21\u578b\uff08generative audio-language model\uff09<\/strong>\uff0c\u80fd\u591f\u540c\u65f6\u5efa\u6a21<strong>\u6587\u672c token<\/strong> \u4e0e <strong>\u97f3\u9891 token<\/strong> \u5e8f\u5217\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large is-resized\"><img loading=\"lazy\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/10\/image-17-1024x556.png\" alt=\"\" class=\"wp-image-29148\" width=\"692\" height=\"375\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/10\/image-17-1024x556.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/10\/image-17-300x163.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/10\/image-17-768x417.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/10\/image-17.png 1278w\" sizes=\"(max-width: 692px) 100vw, 692px\" \/><figcaption> <em><strong>ps\uff1aOR<\/strong><\/em> \u8868\u793a\u6a21\u578b<strong>\u9009\u62e9\u6027\u5730\u4f7f\u7528\u5176\u4e2d\u4e00\u4e2a\u8f93\u5165<\/strong>\uff08Audio \u6216 Text\uff09\uff0c<br>\u6216\u8005\u5728\u4e0d\u540c\u6a21\u5f0f\u4e0b\u6fc0\u6d3b\u4e0d\u540c\u8f93\u5165\u5206\u652f\u3002<strong>\u4f46\u4e00\u6b21\u53ea\u8d70\u4e00\u4e2a\u5206\u652f<\/strong> <\/figcaption><\/figure>\n\n\n\n<p>\u8be5\u6a21\u578b\u65e2\u53ef\u4ee5\u63a5\u6536\u6587\u672c token\uff0c\u4e5f\u53ef\u4ee5\u63a5\u6536\u97f3\u9891 token \u4f5c\u4e3a\u8f93\u5165\uff0c\u5e76\u4ee5<strong>\u81ea\u56de\u5f52\u7684\u65b9\u5f0f\u9884\u6d4b\u6587\u672c\u6216\u97f3\u9891 token\uff0c\u4ece\u800c\u652f\u6301\u5404\u79cd\u6587\u672c\u4e0e\u97f3\u9891\u6a21\u6001\u4efb\u610f\u7ec4\u5408<\/strong>\u7684\u4efb\u52a1\uff0c\u4f8b\u5982\uff1a<\/p>\n\n\n\n<ul><li>\u8bed\u97f3\u8bc6\u522b\uff08ASR\uff09<\/li><li>\u8bed\u97f3\u5408\u6210\uff08TTS\uff09<\/li><li>\u8bed\u97f3\u7ffb\u8bd1<\/li><li>\u58f0\u97f3\u7f16\u8f91<\/li><li>\u591a\u6a21\u6001\u5bf9\u8bdd\u751f\u6210<\/li><\/ul>\n\n\n\n<p>\u8fd9\u79cd\u7edf\u4e00\u5efa\u6a21\u65b9\u5f0f\u4f7f\u5f97 MiMo-Audio \u80fd\u591f\u5728\u7406\u89e3\u548c\u751f\u6210\u4efb\u52a1\u4e4b\u95f4\u5b9e\u73b0\u65e0\u7f1d\u5207\u6362\uff0c\u6210\u4e3a\u901a\u7528\u7684\u8bed\u97f3-\u8bed\u8a00\u57fa\u7840\u6a21\u578b\u3002<\/p>\n\n\n\n<p>\ud835\udc47 = [\ud835\udc611, . . . , \ud835\udc61\ud835\udc41] \u8868\u793a\u6587\u672c\u5e8f\u5217\uff0c\u8bed\u97f3\u5e8f\u5217\u7528 \ud835\udc34 = [\ud835\udc341, . . . , \ud835\udc34\ud835\udc40], \ud835\udc34\ud835\udc56 \u225c (\ud835\udc4e\ud835\udc56,1, . . . , \ud835\udc4e\ud835\udc56,\ud835\udc45\u2032), \ud835\udc41 \u8868\u793a<strong>\u6587\u672c\u5e8f\u5217\u957f\u5ea6<\/strong>\uff0c\ud835\udc40 \u8868\u793a<strong>\u97f3\u9891\u5e8f\u5217\u957f\u5ea6<\/strong>\uff0c\ud835\udc45\u2032 = 8 \u8868\u793a\u5728\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u8bad\u7ec3\u4e2d\u4f7f\u7528\u7684 <strong>RVQ\u7801\u672c\u6570\u91cf<\/strong>\u3002<\/p>\n\n\n\n<p>\u7531\u4e8e\u97f3\u9891\u5e8f\u5217\u7684<strong>\u4fe1\u606f\u5bc6\u5ea6\u8f83\u4f4e<\/strong>\uff0c\u5355\u4e2a\u97f3\u9891\u5e27\u6240\u5305\u542b\u7684\u4fe1\u606f\u91cf\u8fdc\u5c0f\u4e8e\u4e00\u4e2a\u6587\u672c token\u3002<br>\u4e3a\u4e86<strong>\u7f13\u89e3\u4e0d\u540c\u6a21\u6001\u95f4\u7c92\u5ea6\u4e0d\u5339\u914d\u7684\u95ee\u9898<\/strong>\uff0c\u5e76\u4fc3\u8fdb<strong>\u8de8\u6a21\u6001\u77e5\u8bc6\u8fc1\u79fb<\/strong>\uff0c\u6211\u4eec\u5c06\u97f3\u9891\u5e8f\u5217\u5212\u5206\u4e3a\u7531\u8fde\u7eed <strong>\ud835\udc3a \u4e2a\u5e27\uff08frames\uff09<\/strong> \u7ec4\u6210\u7684\u5206\u7ec4\uff0c\u79f0\u4e3a <strong>audio patches <\/strong>\u3002<\/p>\n\n\n\n<p class=\"has-text-align-center\">\ud835\udc43 = [\ud835\udc431, . . . , \ud835\udc43\ud835\udc40\/\ud835\udc3a], \ud835\udc43\ud835\udc56 = [\ud835\udc34(\ud835\udc56\u22121)\ud835\udc3a+1, . . . , \ud835\udc34\ud835\udc56\ud835\udc3a].<\/p>\n\n\n\n<p>MiMo-Audio \u7684\u8f93\u5165\u662f<strong>\u4ea4\u9519\u6392\u5217\u7684\u6587\u672c token \u4e0e\u97f3\u9891 patch \u5e8f\u5217<\/strong> \uff0c<em>S=[s<sub>1<\/sub>\u200b,\u2026,s<sub>L<\/sub>\u200b]<\/em> \u4e3a\u4ea4\u9519\u5e8f\u5217\uff0c\u5176\u4e2d\u6bcf\u4e2a\u5143\u7d20<em> s<sub>i<\/sub> <\/em>\u8981\u4e48\u662f\u4e00\u4e2a\u6587\u672c token\uff0c\u8981\u4e48\u662f\u4e00\u4e2a\u97f3\u9891 patch\u3002\u6a21\u578b\u91c7\u7528\u81ea\u56de\u5f52\u65b9\u5f0f\u8fdb\u884c\u8bad\u7ec3\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\/10\/image-18.png\" alt=\"\" class=\"wp-image-29159\" width=\"217\" height=\"57\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/10\/image-18.png 367w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/10\/image-18-300x78.png 300w\" sizes=\"(max-width: 217px) 100vw, 217px\" \/><\/figure><\/div>\n\n\n\n<p>\u8fd9\u79cd<strong>\u7edf\u4e00\u5efa\u6a21\u7b56\u7565<\/strong>\u4f7f\u6a21\u578b\u80fd\u591f<strong>\u65e0\u7f1d\u5904\u7406\u4efb\u610f\u7684\u6587\u672c-\u97f3\u9891\u6df7\u5408\u5e8f\u5217<\/strong>\u3002<\/p>\n\n\n\n<p>MiMo-Audio \u4e3b\u8981\u7531\u4e09\u4e2a\u6838\u5fc3\u7ec4\u4ef6\u6784\u6210\uff1a<\/p>\n\n\n\n<ul><li><strong>Patch \u7f16\u7801\u5668\uff08Patch Encoder\uff09<\/strong><\/li><li><strong>LLM \u4e3b\u5e72\u7f51\u7edc\uff08LLM Backbone\uff09<\/strong><\/li><li><strong>Patch \u89e3\u7801\u5668\uff08Patch Decoder\uff09<\/strong><\/li><\/ul>\n\n\n\n<h4>Patch Encoder<\/h4>\n\n\n\n<p>Patch \u7f16\u7801\u5668\u5c06\u6bcf\u4e2a patch \u5185\u7684\u97f3\u9891 token \u8f6c\u6362\u4e3a\u4e00\u4e2a\u9690\u85cf\u5411\u91cf\u3002\u6211\u4eec\u7ef4\u62a4 R\u2032 \u4e2a\u72ec\u7acb\u7684embedding\u8868<em>{E<sub>r<\/sub>\u200b}<sub>r=1<\/sub><sup>R\u2032\u200b<\/sup><\/em>\uff0c\u7528\u4e8e\u5c06\u97f3\u9891 token \u6620\u5c04\u5230\u5bf9\u5e94\u7684\u5d4c\u5165\u5411\u91cf\u3002\u5bf9\u4e8e\u6bcf\u4e2a\u97f3\u9891 token <em>a<sub>i,r<\/sub><\/em><sub><em>\u200b<\/em><\/sub>\uff0c\u5176\u5d4c\u5165\u8868\u793a\u4e3a\uff1a <em>e<sub>i,r\u200b<\/sub>=E<sub>r<\/sub>\u200b(a<sub>i,r<\/sub>\u200b)<\/em>\uff0c\u7136\u540e\uff0c\u5c06\u8be5\u5e27\u5728\u6240\u6709 RVQ codebook \u4e0a\u7684\u5d4c\u5165\u8fdb\u884c\u805a\u5408\uff0c\u5f62\u6210\u7edf\u4e00\u8868\u793a\uff1a<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/10\/image-19.png\" alt=\"\" class=\"wp-image-29165\" width=\"113\" height=\"58\"\/><\/figure><\/div>\n\n\n\n<p>\u5f97\u5230\u7684\u6bcf\u4e2a patch \u5185\u7684\u5e8f\u5217\u4f1a\u7ecf\u8fc7\u4e00\u4e2a <strong>Transformer \u7f16\u7801\u5668<\/strong>\uff0c\u8be5\u7f16\u7801\u5668\u5171\u6709 Lenc\u200b=6 \u5c42\u3002<br>\u6bcf\u5c42\u7684\u9690\u85cf\u7ef4\u5ea6\u4e3a <strong>1024<\/strong>\uff0c\u6ce8\u610f\u529b\u5934\u6570\u4e3a <strong>64<\/strong>\uff0c\u524d\u9988\u5c42\uff08FFN\uff09\u7684\u7ef4\u5ea6\u4e3a <strong>4096<\/strong>\u3002\u8be5\u7f16\u7801\u5668\u91c7\u7528<strong>\u53cc\u5411\u81ea\u6ce8\u610f\u529b\uff08bidirectional self-attention\uff09<\/strong>\uff0c\u4f7f\u6a21\u578b\u80fd\u591f\u6355\u83b7 patch \u5185\u5e27\u7ea7\u7684<strong>\u5c40\u90e8\u4e0a\u4e0b\u6587\u4fe1\u606f<\/strong>\u3002\u968f\u540e\uff0cpatch \u4e2d\u6240\u6709\u5e27\u7684\u8f93\u51fa\u88ab<strong>\u62fc\u63a5\u5e76\u901a\u8fc7\u4e00\u4e2a\u7ebf\u6027\u53d8\u6362\u5c42<\/strong>\uff0c\u4ee5\u5339\u914d LLM \u8f93\u5165\u7684\u7ef4\u5ea6\u3002<\/p>\n\n\n\n<h4>Large Language Model<\/h4>\n\n\n\n<p>\u91c7\u7528 <strong>MiMo-7B-Base<\/strong> \u4f5c\u4e3a LLM \u4e3b\u5e72\u7f51\u7edc\u3002\u8be5\u6a21\u578b\u5728\u6bcf\u4e2a\u4f4d\u7f6e\u4e0a\u90fd\u53ef\u4ee5\u63a5\u6536\u4e24\u79cd\u7c7b\u578b\u7684\u8f93\u5165\uff1a<\/p>\n\n\n\n<ul><li><strong>\u6587\u672c token \u7684\u5d4c\u5165\u5411\u91cf<\/strong>\uff0c\u6216<\/li><li><strong>\u7531 patch \u7f16\u7801\u5668\u751f\u6210\u7684\u97f3\u9891 patch \u8868\u793a<\/strong>\u3002<\/li><\/ul>\n\n\n\n<p>\u6a21\u578b\u8f93\u51fa\u7684\u9690\u85cf\u72b6\u6001\uff08hidden states\uff09\u53ef\u4ee5\u6709\u4e24\u79cd\u7528\u9014\uff1a<\/p>\n\n\n\n<ul><li>\u7ecf\u8fc7 <strong>\u8f93\u51fa\u6295\u5f71\u5c42\uff08output projection layer\uff09<\/strong>\uff0c\u7528\u4e8e <strong>\u6587\u672c token \u9884\u6d4b<\/strong>\uff1b<\/li><li>\u6216\u8f93\u5165\u81f3 <strong>patch \u89e3\u7801\u5668\uff08patch decoder\uff09<\/strong>\uff0c\u7528\u4e8e <strong>\u97f3\u9891 patch \u751f\u6210<\/strong>\u3002<\/li><\/ul>\n\n\n\n<h4>Patch Decoder<\/h4>\n\n\n\n<p>\u97f3\u9891\u751f\u6210\u8fc7\u7a0b\u4e2d\uff0c<strong>patch \u89e3\u7801\u5668<\/strong> \u4ee5\u81ea\u56de\u5f52\uff08autoregressive\uff09\u7684\u65b9\u5f0f\u5728\u6bcf\u4e2a patch \u5185\u751f\u6210\u97f3\u9891 token\u3002\u8be5\u89e3\u7801\u5668\u7531 <strong>\ud835\udc3f_dec = 16 \u5c42 Transformer<\/strong> \u7ec4\u6210\uff0c\u6bcf\u5c42\u7684\u7ed3\u6784\u53c2\u6570\u5982\u4e0b\uff1a<\/p>\n\n\n\n<ul><li>\u9690\u85cf\u7ef4\u5ea6\uff08hidden dimension\uff09\uff1a<strong>1024<\/strong><\/li><li>\u6ce8\u610f\u529b\u5934\u6570\uff08attention heads\uff09\uff1a<strong>64<\/strong><\/li><li>\u524d\u9988\u5c42\u7ef4\u5ea6\uff08FFN dimension\uff09\uff1a<strong>4096<\/strong><\/li><\/ul>\n\n\n\n<p>\u89e3\u7801\u5668\u7684\u81ea\u6ce8\u610f\u529b\u673a\u5236\u4e2d\u91c7\u7528 <strong>\u56e0\u679c\u63a9\u7801<\/strong>\uff0c\u4ee5\u786e\u4fdd\u751f\u6210\u8fc7\u7a0b\u7684\u81ea\u56de\u5f52\u7279\u6027\u3002\u6b64\u5916\uff0cpatch \u89e3\u7801\u5668\u4e0e patch \u7f16\u7801\u5668\u5171\u7528\u76f8\u540c\u7684 <strong>\ud835\udc45\u2032 \u4e2aembedding tables<\/strong>\uff0c\u6bcf\u4e2a\u5d4c\u5165\u8868\u5bf9\u5e94\u4e00\u4e2a RVQ \u7801\u672c\u3002\u4e3a\u652f\u6301 RVQ token \u7684\u751f\u6210\uff0cTransformer \u914d\u5907\u4e86 <strong>\ud835\udc45\u2032 \u4e2a\u72ec\u7acb\u7684\u8f93\u51fa\u5934<\/strong>\uff0c\u6bcf\u4e2a\u8f93\u51fa\u5934\u4e13\u95e8\u8d1f\u8d23\u9884\u6d4b\u5bf9\u5e94 RVQ \u7801\u672c\u4e2d\u7684 token\u3002<\/p>\n\n\n\n<p>\u5177\u4f53\u6765\u8bf4\u7ed9\u5b9a\u6765\u81ea LLM \u7684\u9690\u85cf\u72b6\u6001 <strong>h<\/strong>\uff0c\u8bbe\u8981\u751f\u6210\u7684\u97f3\u9891 patch \u4e3a <em>P=[A<sub>1<\/sub>,A<sub>2<\/sub>,\u2026,A<sub>G<\/sub>]<\/em>\uff0c\u5373\u7531\u8fde\u7eed\u7684\u97f3\u9891\u5e27\u7ec4\u6210\u3002\u4e00\u4e2a<strong>\u6734\u7d20\u7684\u751f\u6210\u65b9\u5f0f<\/strong>\u662f\uff1a\u5728\u65f6\u95f4\u7ef4\u5ea6\u4e0a\u5bf9\u6bcf\u4e2a\u97f3\u9891\u5e27\u8fdb\u884c\u81ea\u56de\u5f52\u751f\u6210\uff0c\u5176\u6982\u7387\u5efa\u6a21\u4e3a\uff1a<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/10\/image-20.png\" alt=\"\" class=\"wp-image-29178\" width=\"265\" height=\"50\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/10\/image-20.png 469w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/10\/image-20-300x56.png 300w\" sizes=\"(max-width: 265px) 100vw, 265px\" \/><\/figure><\/div>\n\n\n\n<p>\u5176\u4e2d\uff0c\u6bcf\u4e2a\u97f3\u9891\u5e27 <em>A<sub>i<\/sub><\/em>\u7684\u6982\u7387\u53c8\u53ef\u4ee5\u5728 RVQ \u7684\u5404\u4e2a\u7801\u672c\u4e4b\u95f4\u5206\u89e3\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\/10\/image-21.png\" alt=\"\" class=\"wp-image-29181\" width=\"395\" height=\"63\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/10\/image-21.png 667w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/10\/image-21-300x48.png 300w\" sizes=\"(max-width: 395px) 100vw, 395px\" \/><\/figure><\/div>\n\n\n\n<p>\u7136\u800c\uff0c\u7531\u4e8e <strong>\u4e0d\u540c RVQ \u5c42\uff08codebook layer\uff09\u4e4b\u95f4\u7684 token \u5b58\u5728\u4f9d\u8d56\u5173\u7cfb<\/strong>\uff0c\u5728\u6bcf\u4e2a\u65f6\u95f4\u6b65\u540c\u65f6\u9884\u6d4b\u6240\u6709 RVQ token \u4f1a\u5bfc\u81f4\u751f\u6210\u8d28\u91cf\u4e0b\u964d\uff0c\u97f3\u9891\u5f80\u5f80\u4e0d\u81ea\u7136\u6216\u5e26\u566a\u3002<\/p>\n\n\n\n<p>\u4e3a\u7f13\u89e3\u8fd9\u4e00\u95ee\u9898\uff0c\u8bba\u6587\u5f15\u5165\u4e86 <strong>\u97f3\u9891 token \u5ef6\u8fdf\u751f\u6210\u673a\u5236<\/strong>\u3002\u5177\u4f53\u5730\uff0c\u4e3a\u6bcf\u4e2a RVQ \u5c42\u8bbe\u7f6e\u4e00\u4e2a\u5c42\u7279\u5b9a\u7684\u5ef6\u8fdf\u5411\u91cf\uff1a\ud835\udc37 = [\ud835\udc511, . . . , \ud835\udc51\ud835\udc45\u2032],\u5176\u4e2d <em>dr<\/em>\u8868\u793a RVQ \u7b2c <em>r<\/em> \u5c42\u7684\u751f\u6210\u5ef6\u8fdf\uff08\u4ee5\u65f6\u95f4\u6b65\u4e3a\u5355\u4f4d\uff09\u3002\u5f15\u5165\u5ef6\u8fdf\u540e\uff0c\u5ef6\u8fdf\u540e\u7684\u97f3\u9891 patch \u8868\u793a\u4e3a\uff1a<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/10\/image-22.png\" alt=\"\" class=\"wp-image-29188\" width=\"207\" height=\"35\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/10\/image-22.png 327w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/10\/image-22-300x50.png 300w\" sizes=\"(max-width: 207px) 100vw, 207px\" \/><\/figure><\/div>\n\n\n\n<p>\u5176\u4e2d\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\/10\/image-23.png\" alt=\"\" class=\"wp-image-29189\" width=\"295\" height=\"71\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/10\/image-23.png 441w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/10\/image-23-300x72.png 300w\" sizes=\"(max-width: 295px) 100vw, 295px\" \/><\/figure><\/div>\n\n\n\n<p>\u5176\u4e2d\uff0ci\u2208[1,G+max\u2061(D)]\uff0cr\u2208[1,R\u2032]\u3002\u7b26\u53f7 <strong>0<\/strong> \u8868\u793a\u201c\u7a7a token\u201d\uff0c\u5728\u7f16\u7801\u548c\u89e3\u7801\u9636\u6bb5\u90fd\u4f1a\u88ab\u5ffd\u7565\u3002\u6700\u7ec8\uff0c<strong>patch \u89e3\u7801\u5668\uff08patch decoder\uff09<\/strong> \u6309\u4e0a\u8ff0\u65b9\u5f0f\u5bf9\u5ef6\u8fdf\u540e\u7684\u97f3\u9891 patch \u8fdb\u884c\u81ea\u56de\u5f52\u5efa\u6a21\uff0c\u5e76\u5728\u89e3\u7801\u8fc7\u7a0b\u4e2d\u4fdd\u6301\u76f8\u540c\u7684\u5ef6\u8fdf\u6a21\u5f0f\uff0c\u4ece\u800c\u6539\u5584\u4e0d\u540c RVQ \u5c42\u4e4b\u95f4\u7684\u4f9d\u8d56\u5efa\u6a21\u548c\u97f3\u9891\u751f\u6210\u8d28\u91cf\u3002<\/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\/10\/image-24-1024x549.png\" alt=\"\" class=\"wp-image-29193\" width=\"541\" height=\"289\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/10\/image-24-1024x549.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/10\/image-24-300x161.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/10\/image-24-768x412.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/10\/image-24.png 1138w\" sizes=\"(max-width: 541px) 100vw, 541px\" \/><\/figure><\/div>\n\n\n\n<h2>Pre-Training<\/h2>\n\n\n\n<h3>Data<\/h3>\n\n\n\n<p>\u9884\u8bad\u7ec3\u8bed\u6599\u5e93\u5305\u542b\u4e09\u7c7b\u6570\u636e\uff1a<strong>\u5355\u6a21\u6001\u6570\u636e\uff1a\u6587\u672c-only<\/strong>\u3001<strong>\u8bed\u97f3-only<\/strong>\uff1b<strong>\u591a\u6a21\u6001\u6570\u636e<\/strong>\uff1a<strong>\u8bed\u97f3\u2013\u6587\u672c\u914d\u5bf9<\/strong>\u3002\u8bed\u97f3\u6a21\u6001\u76ee\u6807\u662f\u4e3a\u6a21\u578b\u63d0\u4f9b<strong>\u5927\u89c4\u6a21\u3001\u9ad8\u8d28\u91cf\u3001\u591a\u6837\u5316\u7684\u97f3\u9891\u6570\u636e<\/strong>\u3002\u5f00\u53d1\u4e86\u4e00\u4e2a<strong>\u5b8c\u6574\u7684\u6570\u636e\u5904\u7406\u6d41\u6c34\u7ebf<\/strong>\u7528\u4e8e\u786e\u4fdd\u9884\u8bad\u7ec3\u8bed\u6599\u65e2\u4e30\u5bcc\u53c8\u53ef\u9760\uff0c\u4e3a\u6a21\u578b\u7684\u8bed\u97f3\u7406\u89e3\u4e0e\u751f\u6210\u80fd\u529b\u5960\u5b9a\u575a\u5b9e\u57fa\u7840\u3002<\/p>\n\n\n\n<p class=\"has-light-gray-background-color has-background\"><strong>\u6570\u636e\u5904\u7406<\/strong>\uff1a<\/p>\n\n\n\n<p>\u9884\u8bad\u7ec3\u6570\u636e\u5305\u542b<strong>\u6570\u4ebf\u5c0f\u65f6\u7684\u201c\u91ce\u5916\u91c7\u96c6\uff08in-the-wild\uff09\u201d\u97f3\u9891\u6570\u636e<\/strong>\uff0c\u5e76\u786e\u4fdd\u6570\u636e\u5728\u6765\u6e90\u548c\u5185\u5bb9\u4e0a\u7684\u591a\u6837\u6027\uff1a<\/p>\n\n\n\n<ul><li>\u6765\u6e90\u591a\u6837\u6027\uff1a\u6570\u636e\u6db5\u76d6\u516c\u5f00\u64ad\u5ba2\u3001\u6709\u58f0\u4e66\u3001\u65b0\u95fb\u5e7f\u64ad\u3001\u8bbf\u8c08\u3001\u4f1a\u8bae\u5f55\u97f3\u7b49\uff0c\u4fdd\u8bc1\u6a21\u578b\u4e0d\u4f1a\u504f\u7279\u5b9a\u7684\u5f55\u97f3\u73af\u5883\u6216\u8bf4\u8bdd\u98ce\u683c\u3002<\/li><li>\u5185\u5bb9\u591a\u6837\u6027\uff1a\u6570\u636e\u6db5\u76d6\u7684\u8bdd\u9898\u5305\u62ec\u65e5\u5e38\u4ea4\u6d41\u3001\u5a31\u4e50\u5a92\u4f53\u3001\u5546\u4e1a\u4e0e\u521b\u4e1a\u3001\u827a\u672f\u4e0e\u6587\u5316\u3001\u79d1\u5b66\u7814\u7a76\u7b49\u3002<\/li><\/ul>\n\n\n\n<p>\u4e3a\u4e86\u5c06\u5927\u89c4\u6a21\u539f\u59cb\u97f3\u9891\u8f6c\u5316\u4e3a<strong>\u9ad8\u8d28\u91cf\u8bad\u7ec3\u6570\u636e<\/strong>\uff0c\u6211\u4eec\u8bbe\u8ba1\u5e76\u5b9e\u73b0\u4e86\u4e00\u4e2a<strong>\u9ad8\u6548\u4e14\u53ef\u6269\u5c55\u7684\u81ea\u52a8\u5316\u6d41\u6c34\u7ebf<\/strong>\uff0c\u5305\u62ec\u4ee5\u4e0b\u6a21\u5757\uff1a<\/p>\n\n\n\n<ul><li>\u97f3\u9891\u6807\u51c6\u5316<\/li><li>\u8bf4\u8bdd\u4eba\u5206\u79bb<\/li><li>\u8bed\u97f3\u6d3b\u52a8\u68c0\u6d4b<\/li><li>\u81ea\u52a8\u8bed\u97f3\u8bc6\u522b<\/li><li>\u97f3\u9891\u8d28\u91cf\u8bc4\u4f30<\/li><\/ul>\n\n\n\n<p class=\"has-light-gray-background-color has-background\"><strong>\u6570\u636e\u6807\u6ce8<\/strong>\uff1a<\/p>\n\n\n\n<p>\u6784\u5efa\u4e86\u4e00\u4e2a<strong>\u81ea\u52a8\u5316\u6807\u6ce8\u7cfb\u7edf<\/strong>\uff0c\u8986\u76d6<strong>\u8bed\u4e49\uff08semantic\uff09\u4e0e\u975e\u8bed\u4e49\uff08non-semantic\uff09\u4e24\u4e2a\u7ef4\u5ea6<\/strong>\uff0c\u4e3a\u6bcf\u6761\u6570\u636e\u751f\u6210\u4e30\u5bcc\u4e14\u7ed3\u6784\u5316\u7684\u5c5e\u6027\u6807\u7b7e\uff1a<\/p>\n\n\n\n<p><strong>\u8bed\u4e49\u7ef4\u5ea6<\/strong>\uff1a\u57fa\u4e8e ASR \u7b49\u6a21\u5757\u7684\u8f6c\u5199\u7ed3\u679c\uff0c\u6211\u4eec\u6784\u5efa\u4e86<strong>\u6587\u672c\u8d28\u91cf\u8bc4\u4f30\u6a21\u578b\uff08text quality assessment model\uff09<\/strong>\u3002\u8be5\u6a21\u578b\u53ef\u4ee5\u4ece\u591a\u4e2a\u89d2\u5ea6\u5bf9\u5185\u5bb9\u7684\u8bed\u4e49\u4ef7\u503c\u8fdb\u884c\u8bc4\u5206\uff0c\u4f8b\u5982\uff1a<\/p>\n\n\n\n<ul><li>\u4f1a\u8bdd\u8d28\u91cf\uff08conversational quality\uff09<\/li><li>\u77e5\u8bc6\u5bc6\u5ea6\uff08knowledge density\uff09<\/li><li>\u903b\u8f91\u63a8\u7406\u80fd\u529b\uff08logical reasoning\uff09<\/li><\/ul>\n\n\n\n<p><strong>\u975e\u8bed\u4e49\u7ef4\u5ea6<\/strong>\uff1a\u4e3a\u83b7\u53d6\u975e\u8bed\u4e49\u5c42\u9762\u7684\u4fe1\u606f\uff0c\u6211\u4eec\u8bad\u7ec3\u4e86\u4e00\u4e2a<strong>\u97f3\u9891\u63cf\u8ff0\u6a21\u578b\uff0c\u6a21\u578b\u80fd\u591f\u76f4\u63a5\u751f\u6210\u97f3\u9891\u7684\u4e30\u5bcc\u81ea\u7136\u8bed\u8a00\u63cf\u8ff0<\/strong>\uff1a\u97f3\u8272\u7279\u5f81\u3001\u60c5\u7eea\u98ce\u683c\u3001\u80cc\u666f\u73af\u5883\u3002<\/p>\n\n\n\n<p><strong>\u53cc\u7ef4\u5ea6\u6807\u6ce8\u65b9\u6cd5<\/strong>\u4e0d\u4ec5\u53ef\u4ee5\u8bc4\u4f30\u6570\u636e\u8d28\u91cf\uff0c\u8fd8\u4e3a\u8bed\u6599\u5e93\u63d0\u4f9b\u4e86\u66f4<strong>\u7ec6\u7c92\u5ea6\u7684\u5c5e\u6027\u4fe1\u606f<\/strong>\uff0c\u4ece\u800c\u652f\u6301\u66f4\u9ad8\u6548\u3001\u76ee\u6807\u66f4\u660e\u786e\u7684\u7b5b\u9009\u548c\u8bad\u7ec3\u3002<\/p>\n\n\n\n<p class=\"has-light-gray-background-color has-background\"><strong>\u6570\u636e\u6574\u7406<\/strong><\/p>\n\n\n\n<p>\u5bf9\u591a\u7ef4\u5ea6\u6570\u636e\u6807\u6ce8\u8fdb\u884c\u6570\u636e\u7b5b\u9009\u91c7\u6837\u3002<\/p>\n\n\n\n<ul><li>\u4f4e\u8d28\u91cf\u6570\u636e\u8fc7\u6ee4:\u566a\u58f0\u8fc7\u591a\/\u4f4e\u8d28\u91cf\u97f3\u9891\/\u4e0d\u5b89\u5168\u5185\u5bb9<\/li><li>\u9ad8\u8d28\u91cf\u6570\u636e\u91c7\u6837:\u7efc\u5408\u8bed\u4e49\u548c\u975e\u8bed\u4e49\u7ef4\u5ea6\u7684\u8bc4\u5206\u6307\u6807\uff0c\u8bbe\u8ba1\u91c7\u6837\u7b56\u7565\uff0c\u786e\u4fdd\u6a21\u578b\u80fd\u591f<strong>\u9ad8\u6548\u5730\u4ece\u9ad8\u8d28\u91cf\u8bed\u6599\u4e2d\u5b66\u4e60<\/strong>\u3002<\/li><\/ul>\n\n\n\n<h3>\u8bad\u7ec3<\/h3>\n\n\n\n<p><strong>\u57fa\u4e8eMiMo-7B-Base \u6a21\u578b<\/strong> \uff0c\u4e3a\u4e86\u5728<strong>\u6700\u5927\u7a0b\u5ea6\u4fdd\u7559\u5176\u6587\u672c\u80fd\u529b<\/strong>\u7684\u540c\u65f6\uff0c\u4f7f\u6a21\u578b\u5177\u5907<strong>\u8bed\u97f3\u7406\u89e3\u4e0e\u751f\u6210\u80fd\u529b<\/strong>\uff0cMiMo-Audio \u91c7\u7528\u4e86<strong>\u6e10\u8fdb\u5f0f\u7684\u4e24\u9636\u6bb5\u9884\u8bad\u7ec3\u65b9\u6cd5<\/strong>\u3002<\/p>\n\n\n\n<h4>\u7406\u89e3\u9636\u6bb5\u8bad\u7ec3<\/h4>\n\n\n\n<p>\u5728\u7b2c\u4e00\u9636\u6bb5\u4e2d\uff0c\u6211\u4eec\u8bad\u7ec3\u6a21\u578b\u7684 <strong>patch encoder<\/strong>\u548c <strong>LLM<\/strong> \u7ec4\u4ef6\u3002\u8be5\u9636\u6bb5\u7684\u76ee\u6807\u662f\u8ba9\u6a21\u578b\u638c\u63e1<strong>\u8bed\u97f3\u7406\u89e3\u80fd\u529b<\/strong>\u3002<\/p>\n\n\n\n<p>\u6211\u4eec\u5171\u6784\u5efa\u4e86\u4e00\u4e2a <strong>\u603b\u8ba1 2.6 \u4e07\u4ebf\uff08T\uff09token<\/strong> \u7684\u6570\u636e\u96c6\uff0c\u5176\u4e2d\u5305\u62ec <strong>1.2T \u7684\u6587\u672c token<\/strong> \u548c <strong>1.4T \u7684\u8bed\u97f3\u76f8\u5173 token<\/strong>\uff08\u4ee5 6.25Hz \u7684\u8bed\u97f3\u5e27\u7387\u8ba1\u7b97\uff09\u3002\u6570\u636e\u6db5\u76d6\u56db\u79cd\u4efb\u52a1\u683c\u5f0f\uff1a<\/p>\n\n\n\n<ul><li>\u8bed\u97f3-\u6587\u672c\u4ea4\u9519\u6570\u636e<\/li><li>\u81ea\u52a8\u8bed\u97f3\u8bc6\u522b\u6570\u636e<\/li><li>\u901a\u7528\u97f3\u9891\u63cf\u8ff0\u6570\u636e<\/li><li>\u4ec5\u6587\u672c\u9884\u8bad\u7ec3\u6570\u636e<\/li><\/ul>\n\n\n\n<p>\u5728\u8be5\u9636\u6bb5\u4e2d\uff0c\u6211\u4eec<strong>\u4ec5\u5bf9\u6587\u672c token \u8ba1\u7b97\u635f\u5931\uff08loss\uff09<\/strong>\u3002<br>\u5982\u8868 3 \u6240\u793a\uff0c<strong>patch encoder \u7684\u5b66\u4e60\u7387\u8bbe\u4e3a 2e-4<\/strong>\uff0c<strong>LLM \u7684\u5b66\u4e60\u7387\u8bbe\u4e3a 3e-5<\/strong>\uff0c\u5e76\u4f7f\u7528<strong>\u5e38\u6570\u5b66\u4e60\u7387\u8c03\u5ea6\u5668<\/strong>\u3002\u6bcf\u4e2a batch \u5305\u542b <strong>1680 \u4e07\u4e2a token<\/strong>\uff0c\u8bad\u7ec3\u7684<strong>\u4e0a\u4e0b\u6587\u957f\u5ea6\u4e3a 8192<\/strong>\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"390\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/10\/image-25-1024x390.png\" alt=\"\" class=\"wp-image-29224\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/10\/image-25-1024x390.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/10\/image-25-300x114.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/10\/image-25-768x293.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/10\/image-25.png 1294w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h4>\u7406\u89e3-\u751f\u6210\u8054\u5408\u8bad\u7ec3<\/h4>\n\n\n\n<p>\u5728\u7b2c\u4e8c\u9636\u6bb5\uff0c\u6211\u4eec\u8bad\u7ec3\u6a21\u578b\u7684<strong>\u6240\u6709\u53c2\u6570<\/strong>\uff0c\u5305\u62ec <strong>patch encoder\u3001LLM \u548c patch decoder<\/strong>\u3002\u8be5\u9636\u6bb5\u65e8\u5728\u8d4b\u4e88\u6a21\u578b<strong>\u8bed\u97f3\u7406\u89e3\u4e0e\u751f\u6210\u7684\u7efc\u5408\u80fd\u529b<\/strong>\u3002<\/p>\n\n\n\n<ul><li><strong>\u8bad\u7ec3\u6570\u636e\u96c6<\/strong><br>\u603b\u8ba1 <strong>5 \u4e07\u4ebf\uff08T\uff09token<\/strong>\uff0c\u5176\u4e2d <strong>2.6T \u4e3a\u6587\u672c token<\/strong>\uff0c<strong>2.4T \u4e3a\u97f3\u9891 token<\/strong>\uff08\u6309 6.25Hz \u8bed\u97f3\u5e27\u7387\u8ba1\u7b97\uff09\u3002<br>\u6570\u636e\u6db5\u76d6\u4e03\u79cd\u4efb\u52a1\u683c\u5f0f\uff1a<ul><li>\u8bed\u97f3\u7eed\u5199<\/li><li><strong>\u8bed\u97f3-\u6587\u672c\u4ea4\u9519\u6570\u636e<\/strong><\/li><li>\u81ea\u52a8\u8bed\u97f3\u8bc6\u522b\uff08ASR\uff09<\/li><li>\u6587\u672c\u8f6c\u8bed\u97f3\uff08TTS\uff09<\/li><li>\u901a\u7528\u97f3\u9891\u63cf\u8ff0<\/li><li>\u6307\u4ee4\u8ddf\u968f TTS\uff08instruction-following TTS\uff09<\/li><li>\u6587\u672c\u9884\u8bad\u7ec3\u6570\u636e<\/li><\/ul><\/li><li><strong>\u635f\u5931\u8ba1\u7b97<\/strong><br><strong>\u5bf9\u6587\u672c\u548c\u97f3\u9891 token\u540c\u65f6\u8ba1\u7b97\u635f\u5931\u3002<\/strong><ul><li>\u6587\u672c token \u7684\u635f\u5931\u6743\u91cd\u4e3a <strong>100<\/strong><\/li><li>\u5404 RVQ token \u7684\u6743\u91cd\u5206\u522b\u4e3a <strong>12, 8, 6, 4, 2, 2, 1, 1<\/strong><\/li><\/ul><\/li><li><strong>\u5b66\u4e60\u7387\u4e0e\u8c03\u5ea6<\/strong>\uff08\u5982\u8868 3 \u6240\u793a\uff09<ul><li>patch encoder \u548c decoder \u5b66\u4e60\u7387\uff1a<strong>2e-4<\/strong><\/li><li>LLM \u5b66\u4e60\u7387\uff1a<strong>3e-5<\/strong><\/li><li>\u5b66\u4e60\u7387\u8c03\u5ea6\u5668\u91c7\u7528 <strong>\u4f59\u5f26\u8870\u51cf\uff08cosine decay\uff09<\/strong><\/li><\/ul><\/li><li><strong>\u5176\u4ed6\u8bbe\u7f6e<\/strong><ul><li>batch \u5927\u5c0f\u548c\u4e0a\u4e0b\u6587\u957f\u5ea6\u4e0e\u9636\u6bb5 1 \u4fdd\u6301\u4e00\u81f4\u3002<\/li><\/ul><\/li><\/ul>\n\n\n\n<h3><strong>\u8bc4\u4f30<\/strong><\/h3>\n\n\n\n<p>\u6211\u4eec\u5bf9 <strong>MiMo-Audio-7B-Base<\/strong> \u8fdb\u884c\u4e86\u4e24\u7c7b\u8bc4\u4f30\uff1a<\/p>\n\n\n\n<ol><li><strong>\u5c11\u6837\u672c\u4e0a\u4e0b\u6587\u5b66\u4e60\u8bc4\u4f30\uff08Few-Shot In-Context Learning Evaluation\uff09<\/strong><\/li><li><strong>\u8bed\u97f3\u7eed\u5199\u8bc4\u4f30\uff08Speech Continuation Evaluation\uff09<\/strong><\/li><\/ol>\n\n\n\n<h4>Few-shot In-context Learning<\/h4>\n\n\n\n<p>\u4ece\u4e09\u4e2a\u7ef4\u5ea6\u8bc4\u4f30\u6a21\u578b\u7684\u8bed\u97f3\u2013\u6587\u672c\u80fd\u529b\uff1a<\/p>\n\n\n\n<ol><li><strong>\u6a21\u6001\u65e0\u5173\u7684\u901a\u7528\u77e5\u8bc6<\/strong><\/li><li><strong>\u542c\u89c9\u7406\u89e3\u4e0e\u63a8\u7406<\/strong><\/li><li><strong>\u8bed\u97f3\u5230\u8bed\u97f3\u751f\u6210<\/strong><\/li><\/ol>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"796\" height=\"256\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/10\/image-26.png\" alt=\"\" class=\"wp-image-29241\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/10\/image-26.png 796w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/10\/image-26-300x96.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/10\/image-26-768x247.png 768w\" sizes=\"(max-width: 796px) 100vw, 796px\" \/><\/figure>\n\n\n\n<p><strong>\u6a21\u6001\u65e0\u5173\u7684\u901a\u7528\u77e5\u8bc6<\/strong>\uff1a\u6a21\u578b\u65e0\u8bba\u8f93\u5165\u6216\u8f93\u51fa\u6a21\u6001\u4e3a\u4f55\uff08\u8bed\u97f3\u6216\u6587\u672c\uff09\uff0c\u90fd\u80fd\u8bbf\u95ee\u5e76\u8868\u8fbe\u76f8\u540c\u5e95\u5c42\u77e5\u8bc6\u7684\u80fd\u529b\u3002\u4e3a\u4e86\u8de8\u8bed\u97f3\u4e0e\u6587\u672c\u8bc4\u4f30\u8fd9\u4e00\u80fd\u529b\uff0c\u6211\u4eec\u6784\u5efa\u4e86 <strong>SpeechMMLU<\/strong>\u6570\u636e\u96c6\uff1a<\/p>\n\n\n\n<p>\u57fa\u4e8e MMLU\u539f\u59cb\u6570\u636e\u96c6\uff0c\u5c06\u95ee\u9898\u4e0e\u9009\u9879\u5408\u6210\u4e3a\u8bed\u97f3\uff0c\u4fdd\u6301\u8bed\u4e49\u4e00\u81f4\u3002\u6309\u4e3b\u9898\u4e0e\u957f\u5ea6\u7b5b\u9009\u540e\uff0c\u5171\u5305\u542b <strong>8,549 \u6761\u6837\u672c<\/strong>\uff0c\u8986\u76d6 <strong>34 \u4e2a\u5b66\u79d1<\/strong>\u3002\u4f7f\u7528\u591a\u6837\u5316\u58f0\u97f3\u7684\u5546\u7528 TTS \u7cfb\u7edf\u8fdb\u884c\u8bed\u97f3\u5408\u6210\u3002\u6570\u636e\u96c6\u5212\u5206\u4e3a\u56db\u4e2a\u5e73\u884c\u5b50\u96c6\uff0c\u4fbf\u4e8e\u5728\u76f8\u540c\u95ee\u9898\u4e0b\u8fdb\u884c\u8de8\u6a21\u6001\u5bf9\u7167\u6d4b\u8bd5\uff1a<\/p>\n\n\n\n<ul><li>\u6587\u672c \u2192 \u6587\u672c\uff08T2T\uff09\uff1a\u8bc4\u4f30\u6a21\u578b\u662f\u5426\u5728\u8bed\u97f3\u2013\u6587\u672c\u8054\u5408\u9884\u8bad\u7ec3\u540e\u4ecd\u4fdd\u7559\u6587\u672c\u7406\u89e3\u4e0e\u751f\u6210\u80fd\u529b\uff1b\u540c\u65f6\u4e3a\u8bed\u97f3\u76f8\u5173\u4efb\u52a1\u63d0\u4f9b\u6027\u80fd\u4e0a\u754c\u53c2\u8003\u3002<\/li><li>\u8bed\u97f3 \u2192 \u6587\u672c\uff08S2T\uff09\uff1a\u8861\u91cf\u6a21\u578b\u4ece\u8bed\u97f3\u8f93\u5165\u4e2d\u63d0\u53d6\u8bed\u4e49\u5e76\u4ee5\u6587\u672c\u8f93\u51fa\u4f5c\u7b54\u7684\u80fd\u529b\uff0c<strong>\u53cd\u6620\u8bed\u97f3\u5230\u8bed\u4e49\u6620\u5c04\u7684\u8de8\u6a21\u6001\u4ee3\u4ef7<\/strong>\u3002<\/li><li>\u6587\u672c \u2192 \u8bed\u97f3\uff08T2S\uff09\uff1a\u68c0\u9a8c\u6a21\u578b\u80fd\u5426\u5728\u6587\u672c\u5230\u8bed\u97f3\u751f\u6210\u4e2d\u4fdd\u6301\u8bed\u4e49\u4e00\u81f4\u6027\u4e0e\u8868\u8fbe\u53ef\u63a7\u6027\u3002<\/li><li>\u8bed\u97f3 \u2192 \u8bed\u97f3\uff08S2S\uff09\uff1a\u7efc\u5408\u6d4b\u91cf\u6a21\u578b\u5728\u7aef\u5230\u7aef\u8bed\u97f3\u4ea4\u4e92\u4e2d\u7684\u6f5c\u529b\uff0c\u5b8c\u6574\u8986\u76d6\u201c\u542c\u2014\u601d\u8003\u2014\u8bf4\u201d\u7684\u5faa\u73af\u8fc7\u7a0b\u3002<\/li><\/ul>\n\n\n\n<p><strong>\u542c\u89c9\u7406\u89e3\u4e0e\u63a8\u7406<\/strong>\uff1a\u57fa\u4e8eMMAU\u6570\u636e\u96c6\uff0c \u5305\u542b <strong>\u97f3\u9891\u4fe1\u606f\u62bd\u53d6<\/strong> \u4e0e <strong>\u63a8\u7406\u95ee\u7b54<\/strong> \u4e24\u7c7b\u4efb\u52a1\uff0c\u8986\u76d6\u8bed\u97f3\u3001\u73af\u5883\u58f0\u97f3\u3001\u97f3\u4e50\u4e09\u4e2a\u9886\u57df\u3002<\/p>\n\n\n\n<p><strong>\u8bed\u97f3\u5230\u8bed\u97f3\u751f\u6210<\/strong>\uff1aMiMo-Audio \u4f7f\u7528<strong>\u9ad8\u4fdd\u771f\u97f3\u9891 token<\/strong> \u8868\u5f81\u8bed\u97f3\uff0c\u8fd9\u4e9b token \u65e2\u7528\u4e8e\u611f\u77e5\uff0c\u4e5f\u7528\u4e8e\u751f\u6210\uff0c\u6784\u6210\u4e86\u8bed\u97f3\u7406\u89e3\u4e0e\u751f\u6210\u7684\u7edf\u4e00\u63a5\u53e3\u3002\u8fd9\u79cd\u673a\u5236<strong>\u5c06\u9884\u8bad\u7ec3\u8fc7\u7a0b\u89c6\u4e3a\u5bf9\u5927\u89c4\u6a21\u8bed\u97f3\u8bed\u6599\u7684\u9ad8\u4fdd\u771f\u538b\u7f29<\/strong>\u3002\u6211\u4eec\u5047\u8bbe\uff1a\u53ea\u8981\u538b\u7f29\u673a\u5236\u8db3\u591f\u6709\u6548\uff0c\u6a21\u578b\u4fbf\u80fd\u81ea\u7136\u5730\u5177\u5907<strong>\u4e0a\u4e0b\u6587\u5b66\u4e60\uff08in-context learning\uff09\u80fd\u529b<\/strong>\uff0c\u5e76\u80fd\u5728<strong>\u65e0\u9700\u53c2\u6570\u66f4\u65b0<\/strong>\u7684\u60c5\u51b5\u4e0b\u6cdb\u5316\u81f3\u5404\u79cd\u4e0b\u6e38\u8bed\u97f3\u5230\u8bed\u97f3\u4efb\u52a1\u3002<\/p>\n\n\n\n<p>\u4e3a\u9a8c\u8bc1\u8fd9\u4e00\u5047\u8bbe\uff0c\u6211\u4eec\u8bbe\u8ba1\u4e86\u4e00\u79cd <strong>few-shot \u8bed\u97f3\u5230\u8bed\u97f3\u751f\u6210\u8bc4\u6d4b\u534f\u8bae<\/strong>\uff1a<\/p>\n\n\n\n<ul><li>\u6a21\u578b\u4ec5\u4ee5<strong>\u914d\u5bf9\u8bed\u97f3\u793a\u4f8b\uff08speech exemplars\uff09<\/strong> \u4f5c\u4e3a\u4e0a\u4e0b\u6587\u6761\u4ef6\uff1b<\/li><li>\u65e0\u9700\u6587\u672c\u63d0\u793a\u6216\u68af\u5ea6\u66f4\u65b0\uff1b<\/li><li>\u76f4\u63a5\u751f\u6210\u76ee\u6807\u8bed\u97f3\u3002<\/li><\/ul>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"825\" height=\"543\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/10\/image-28.png\" alt=\"\" class=\"wp-image-29249\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/10\/image-28.png 825w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/10\/image-28-300x197.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/10\/image-28-768x505.png 768w\" sizes=\"(max-width: 825px) 100vw, 825px\" \/><\/figure>\n\n\n\n<h4>\u8bed\u97f3\u7eed\u5199<\/h4>\n\n\n\n<p>\u201c\u7eed\u5199\u201d\u80fd\u529b\u662f\u81ea\u56de\u5f52\u8bed\u8a00\u6a21\u578b\u7684\u57fa\u7840\u80fd\u529b\u4e4b\u4e00\u3002\u901a\u8fc7\u5728\u5927\u89c4\u6a21\u6587\u672c\u8bed\u6599\u4e0a\u8fdb\u884c\u751f\u6210\u5f0f\u9884\u8bad\u7ec3\uff0c\u8bf8\u5982 GPT-3\u7b49\u6587\u672c\u8bed\u8a00\u6a21\u578b\u80fd\u591f\u4ece\u8f93\u5165\u63d0\u793a\u4e2d\u751f\u6210\u8bed\u4e49\u8fde\u8d2f\u7684\u6587\u672c\u7eed\u5199\u3002<\/p>\n\n\n\n<p><strong>MiMo-Audio<\/strong> \u7ecf\u8fc7\u5728\u5927\u89c4\u6a21\u8bed\u97f3\u8bed\u6599\u4e0a\u7684\u751f\u6210\u5f0f\u9884\u8bad\u7ec3\uff0c\u5bf9<strong>\u9ad8\u4fdd\u771f\u97f3\u9891 token<\/strong> \u8fdb\u884c\u8bed\u8a00\u5efa\u6a21\uff0c\u4ece\u800c\u5177\u5907\u4e86<strong>\u901a\u7528\u7684\u8bed\u97f3\u7eed\u5199\u80fd\u529b<\/strong>\uff1a<br>\u5f53\u8f93\u5165\u4e00\u6bb5\u7b80\u77ed\u7684\u8bed\u97f3\u63d0\u793a\u65f6\uff0c<strong>MiMo-Audio-7B-Base<\/strong> \u80fd\u591f\u751f\u6210\u5728\u8bed\u4e49\u4e0a\u8fde\u8d2f\u4e14\u5728\u58f0\u5b66\u7279\u5f81\u4e0a\u81ea\u7136\u8854\u63a5\u7684\u7eed\u5199\u8bed\u97f3\uff0c\u540c\u65f6\u4fdd\u6301\u8f93\u5165\u8bed\u97f3\u7684\u5173\u952e\u58f0\u5b66\u5c5e\u6027\uff0c\u5305\u62ec\uff1a<\/p>\n\n\n\n<ul><li><strong>\u8bf4\u8bdd\u4eba\u7279\u5f81<\/strong> \u2014\u2014 \u5982\u8eab\u4efd\u3001\u97f3\u8272\u7b49\u4e2a\u4f53\u5316\u7279\u5f81\uff1b<\/li><li><strong>\u97f5\u5f8b\u7279\u5f81<\/strong> \u2014\u2014 \u5305\u62ec\u8282\u594f\u3001\u8bed\u8c03\u4e0e\u8bed\u901f\uff1b<\/li><li><strong>\u73af\u5883\u58f0\u5b66\u7279\u5f81<\/strong> \u2014\u2014 \u5305\u62ec\u7a7a\u95f4\u58f0\u6548\u4e0e\u975e\u8bed\u97f3\u97f3\u7d20\uff08\u5982\u638c\u58f0\u3001\u7b11\u58f0\u3001\u53f9\u606f\u58f0\u7b49\uff09\u3002<\/li><\/ul>\n\n\n\n<p>\u4e3a\u8bc4\u4f30\u8fd9\u79cd\u80fd\u529b\uff0c\u6211\u4eec\u4ece\u591a\u4e2a\u9886\u57df\u91c7\u96c6\u4e86\u8bed\u97f3\u63d0\u793a\u6837\u672c\uff0c\u6db5\u76d6\uff1a<\/p>\n\n\n\n<ul><li>\u5355\u4eba\u72ec\u767d\u7c7b\uff1a<strong>\u8131\u53e3\u79c0<\/strong>\u3001<strong>\u516c\u4f17\u6f14\u8bb2<\/strong>\u3001<strong>\u65b0\u95fb\u64ad\u62a5<\/strong>\u3001<strong>\u8bd7\u6b4c\u6717\u8bf5<\/strong>\u3001<strong>\u6709\u58f0\u4e66\u53d9\u8ff0<\/strong>\u3001<strong>\u5b66\u672f\u8bb2\u5ea7<\/strong>\uff1b<\/li><li>\u591a\u4eba\u5bf9\u8bdd\u7c7b\uff1a<strong>\u8fa9\u8bba<\/strong>\u3001<strong>\u8bbf\u8c08<\/strong>\u3001<strong>\u620f\u5267\u8868\u6f14<\/strong>\u3002<\/li><\/ul>\n\n\n\n<h3>\u7ed3\u679c<\/h3>\n\n\n\n<p><strong>\u6d8c\u73b0\u80fd\u529b<\/strong>\uff1a\u5728\u591a\u4e2a\u8bc4\u6d4b\u57fa\u51c6\u4e0a\u89c2\u5bdf\u5230\u4e86\u663e\u8457\u7684<strong>\u80fd\u529b\u6d8c\u73b0\u73b0\u8c61<\/strong>\uff0c\u5305\u62ec <strong>5-shot SpeechMMLU\uff08T2S \u4e0e S2S\uff09<\/strong>\u3001<strong>16-shot \u8bed\u97f3\u8f6c\u6362<\/strong>\u3001\u4ee5\u53ca <strong>16-shot \u8bed\u97f3\u5230\u8bed\u97f3\u7ffb\u8bd1<\/strong>\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"253\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/10\/image-29-1024x253.png\" alt=\"\" class=\"wp-image-29259\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/10\/image-29-1024x253.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/10\/image-29-300x74.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/10\/image-29-768x190.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/10\/image-29.png 1035w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u5728\u8bad\u7ec3\u7684\u65e9\u671f\u9636\u6bb5\uff08\u5373\u5f53\u8bad\u7ec3\u6570\u636e\u91cf\u5c1a\u672a\u8fbe\u5230\u7ea6 <strong>0.7 \u4e07\u4ebf tokens<\/strong> \u65f6\uff09\uff0c\u6a21\u578b\u5728\u8fd9\u4e9b\u4efb\u52a1\u4e0a\u7684\u8868\u73b0\u51e0\u4e4e\u53ef\u4ee5\u5ffd\u7565\u4e0d\u8ba1\uff0c\u8868\u660e\u5b83\u5c1a\u672a\u5177\u5907\u89e3\u51b3\u8fd9\u4e9b\u590d\u6742\u4efb\u52a1\u6240\u9700\u7684\u57fa\u672c\u539f\u5b50\u80fd\u529b\u3002<br>\u7136\u800c\uff0c\u5f53\u8bad\u7ec3\u6570\u636e\u89c4\u6a21<strong>\u8d85\u8fc7\u8fd9\u4e00\u4e34\u754c\u9608\u503c<\/strong>\u540e\uff0c\u6a21\u578b\u7684\u6027\u80fd\u51fa\u73b0\u4e86<strong>\u663e\u8457\u7684\u975e\u7ebf\u6027\u8dc3\u5347<\/strong>\uff0c\u8868\u73b0\u51fa\u5178\u578b\u7684\u201c\u76f8\u53d8\u201d\u7279\u5f81\u3002<\/p>\n\n\n\n<p>\u5728\u7ecf\u5386\u8fd9\u4e00\u7a81\u53d8\u540e\uff0c\u6a21\u578b\u6027\u80fd\u6301\u7eed\u7a33\u6b65\u63d0\u5347\uff0c\u5e76\u6700\u7ec8\u8d8b\u4e8e\u7a33\u5b9a\uff0c\u8868\u660e\u6a21\u578b\u5df2\u7ecf<strong>\u5b8c\u5168\u638c\u63e1\u5e76\u5de9\u56fa\u4e86\u8fd9\u4e00\u65b0\u80fd\u529b<\/strong>\u3002<strong>\u8fd9\u79cd\u4ece\u8fd1\u4e4e\u96f6\u8d77\u70b9\u7684\u80fd\u529b\u6d8c\u73b0\uff0c\u800c\u975e\u5faa\u5e8f\u6e10\u8fdb\u7684\u63d0\u5347\uff0c\u76f4\u63a5\u4f53\u73b0\u4e86\u6a21\u578b\u901a\u8fc7\u5927\u89c4\u6a21\u5b66\u4e60\u81ea\u4e3b\u5f62\u6210\u9ad8\u7ea7\u6cdb\u5316\u80fd\u529b<\/strong>\u7684\u8fc7\u7a0b\u3002<br>\u8fd9\u4e00\u53d1\u73b0\u5f3a\u6709\u529b\u5730\u652f\u6301\u4e86\u6211\u4eec\u7684\u6838\u5fc3\u89c2\u70b9\uff1a<\/p>\n\n\n\n<blockquote class=\"wp-block-quote\"><p>\u8fd9\u6807\u5fd7\u7740\u8bed\u97f3\u9886\u57df\u7684 \u201cGPT-3 \u65f6\u523b\u201d\u2014\u2014<br>\u901a\u8fc7\u8db3\u591f\u5927\u89c4\u6a21\u3001\u65e0\u635f\u538b\u7f29\u5f0f\u7684\u9884\u8bad\u7ec3\uff0c\u6a21\u578b\u80fd\u591f<strong>\u81ea\u53d1\u5b66\u4f1a\u89e3\u51b3\u590d\u6742\u3001\u524d\u6240\u672a\u89c1\u7684\u4efb\u52a1<\/strong>\uff0c\u4ece\u800c\u5b9e\u73b0<strong>\u4efb\u52a1\u6cdb\u5316<\/strong>\u3002<\/p><\/blockquote>\n\n\n\n<p><strong>\u8bed\u97f3\u667a\u80fd<\/strong>\uff1aMiMo-Audio \u6a21\u578b\u5728\u8bed\u97f3\u667a\u80fd\u4efb\u52a1\u4e2d\u5c55\u73b0\u51fa\u4e86<strong>\u5353\u8d8a\u7684\u6027\u80fd<\/strong>\uff0c\u5176\u4f18\u52bf\u4e3b\u8981\u4f53\u73b0\u5728SpeechMMLU \u5f97\u5206\u548c\u6a21\u6001\u5dee\u8ddd\u4e24\u4e2a\u5173\u952e\u7ef4\u5ea6<\/p>\n\n\n\n<p>1\u3001SpeechMMLU \u8bc4\u4f30\u6a21\u578b\u76f4\u63a5\u4ee5\u8bed\u97f3\u4f5c\u4e3a\u8f93\u5165\u6216\u8f93\u51fa\u65f6\uff0c\u6267\u884c\u590d\u6742\u63a8\u7406\u4e0e\u77e5\u8bc6\u95ee\u7b54\uff08QA\uff09\u4efb\u52a1\u7684\u80fd\u529b\u3002<strong>MiMo-Audio<\/strong> \u5728\u4e09\u4e2a\u4e3b\u8981\u6307\u6807\u4e0a\u5747\u53d6\u5f97\u4e86<strong>\u6700\u9ad8\u5206<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"897\" height=\"388\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/10\/image-30.png\" alt=\"\" class=\"wp-image-29263\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/10\/image-30.png 897w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/10\/image-30-300x130.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/10\/image-30-768x332.png 768w\" sizes=\"(max-width: 897px) 100vw, 897px\" \/><\/figure>\n\n\n\n<p>\u76f8\u6bd4\u4e4b\u4e0b\uff1a<\/p>\n\n\n\n<ul><li><strong>Step-Audio2 mini-base<\/strong> \u867d\u5728 <strong>S2T<\/strong> \u4e0a\u53d6\u5f97\u4e86 67.8 \u7684\u76f8\u5bf9\u7ade\u4e89\u529b\u6210\u7ee9\uff0c\u4f46\u5728 <strong>S2S<\/strong> \u4e0a\u9aa4\u964d\u81f3 <strong>51.8<\/strong>\uff0c\u663e\u793a\u51fa\u8de8\u4efb\u52a1\u4e0d\u7a33\u5b9a\u6027\u3002<\/li><li><strong>Kimi-Audio-base<\/strong> \u5728 <strong>S2T<\/strong> \u4e0a\u8868\u73b0\u4e00\u822c\uff0867.9\uff09\uff0c\u4f46\u5728 <strong>S2S<\/strong> \u4e0a\u5b58\u5728\u660e\u663e\u77ed\u677f\u3002<\/li><li><strong>Baichuan-Audio-base<\/strong> \u5728\u4e24\u9879\u4efb\u52a1\u4e2d\u8868\u73b0\u5747\u8f83\u4f4e\uff0831.9 \u4e0e 29.9\uff09\u3002<\/li><\/ul>\n\n\n\n<p>\u7efc\u4e0a\uff0c<strong>MiMo-Audio \u662f\u552f\u4e00\u80fd\u5728\u6240\u6709\u8bed\u97f3\u63a8\u7406\u4efb\u52a1\u4e2d\u4fdd\u6301\u9ad8\u6c34\u5e73\u6027\u80fd\u7684\u6a21\u578b<\/strong>\uff0c\u4f53\u73b0\u4e86\u5176\u5728\u8bed\u97f3\u7406\u89e3\u4e0e\u751f\u6210\u95f4\u7684\u6df1\u5ea6\u6574\u5408\u80fd\u529b\u3002<\/p>\n\n\n\n<p><strong>\u6a21\u6001\u5dee\u8ddd<\/strong>\uff1a\u6a21\u6001\u5dee\u8ddd\u8861\u91cf\u6a21\u578b\u5728\u8bed\u97f3\u6a21\u6001\u4e0e\u6587\u672c\u6a21\u6001\u95f4\u80fd\u529b\u4e00\u81f4\u6027\u7684\u7a0b\u5ea6\u3002<\/p>\n\n\n\n<p><em>Modality&nbsp;Gap = Text2Text&nbsp;Score \u2212 Speech2Speech&nbsp;(S2S)&nbsp;Score<\/em><\/p>\n\n\n\n<p>\u7ed3\u679c\u5982\u4e0b\uff1a<\/p>\n\n\n\n<ul><li><strong>MiMo-Audio\uff1a3.4<\/strong><\/li><li><strong>Step-Audio2 mini-base\uff1a22.3<\/strong><\/li><li><strong>Kimi-Audio-base\uff1a58.9<\/strong><\/li><li><strong>Baichuan-Audio-base\uff1a39.2<\/strong><\/li><\/ul>\n\n\n\n<p>MiMo-Audio \u7684\u6a21\u6001\u5dee\u8ddd<strong>\u6700\u5c0f<\/strong>\uff0c\u8bf4\u660e\u5176\u5728\u8bed\u97f3\u4e0e\u6587\u672c\u4e24\u79cd\u8f93\u5165\u6a21\u6001\u4e4b\u95f4\u80fd\u9ad8\u5ea6\u4fdd\u6301\u4e00\u81f4\u7684\u63a8\u7406\u4e0e\u7406\u89e3\u80fd\u529b\u3002\u8fd9\u4e5f\u8868\u660e\u5176<strong>\u6a21\u578b\u67b6\u6784\u8bbe\u8ba1\u5728\u8de8\u6a21\u6001\u77e5\u8bc6\u8fc1\u79fb\u4e0e\u80fd\u529b\u4fdd\u6301\u65b9\u9762\u6700\u4e3a\u9ad8\u6548<\/strong>\uff0c\u6709\u6548\u5b9e\u73b0\u4e86<strong>\u8bed\u97f3\u4e0e\u8bed\u8a00\u667a\u80fd\u7684\u7edf\u4e00<\/strong>\u3002<\/p>\n\n\n\n<p><strong>\u901a\u7528\u97f3\u9891\u7406\u89e3<\/strong>\uff1a<strong>MiMo-Audio<\/strong> \u5728\u5f53\u524d\u6240\u6709\u5f00\u6e90\u6a21\u578b\u4e2d\u5c55\u73b0\u51fa\u4e86<strong>\u6700\u5f3a\u7684\u901a\u7528\u97f3\u9891\u7406\u89e3\u80fd\u529b<\/strong>\u3002<br>\u8fd9\u4e00\u4f18\u52bf\u4e0d\u4ec5\u4f53\u73b0\u5728\u6574\u4f53\u5f97\u5206\u4e0a\uff0c\u4e5f\u4f53\u73b0\u5728\u5404\u5b50\u4efb\u52a1\u4e0a\u7684<strong>\u6027\u80fd\u5747\u8861\u6027<\/strong>\u3002\u5728 <strong>MMAU \u603b\u5f97\u5206<\/strong> \u4e0a\uff0cMiMo-Audio \u53d6\u5f97\u4e86 <strong>66.0 \u5206<\/strong>\uff0c\u6bd4\u6392\u540d\u7b2c\u4e8c\u7684 <strong>Step-Audio2 mini-base\uff0860.3 \u5206\uff09<\/strong> \u9ad8\u51fa <strong>5.7 \u5206<\/strong>\u3002\u76f8\u6bd4 <strong>Kimi-Audio-base\uff0828.6 \u5206\uff09<\/strong> \u548c <strong>Baichuan-Audio-base\uff0825.9 \u5206\uff09<\/strong>\uff0cMiMo-Audio \u7684\u6210\u7ee9\u6709\u663e\u8457\u4f18\u52bf\u3002\u8fd9\u79cd\u603b\u5206\u4e0a\u7684\u9886\u5148<strong>\u76f4\u89c2\u5730\u4f53\u73b0\u4e86\u6a21\u578b\u6574\u4f53\u6027\u80fd\u7684\u4f18\u8d8a\u6027<\/strong>\u3002<\/p>\n\n\n\n<p>MiMo-Audio \u5728\u901a\u7528\u97f3\u9891\u7406\u89e3\u4e0a\u8868\u73b0\u5c24\u4e3a\u7a81\u51fa\uff0c\u5c55\u73b0\u51fa<strong>\u5747\u8861\u4e14\u7a33\u5065\u7684\u80fd\u529b\u5206\u5e03<\/strong>\uff1a<\/p>\n\n\n\n<ul><li><strong>\u8bed\u97f3\uff08Speech\uff09<\/strong>\uff1a67.6<\/li><li><strong>\u97f3\u6548\uff08Sound Effects\uff09<\/strong>\uff1a65.2<\/li><li><strong>\u97f3\u4e50\uff08Music\uff09<\/strong>\uff1a65.3<\/li><\/ul>\n\n\n\n<p>\u4e09\u8005\u4e4b\u95f4\u6ca1\u6709\u660e\u663e\u77ed\u677f\uff0c\u8bf4\u660e\u6a21\u578b\u5728\u591a\u7c7b\u578b\u97f3\u9891\u573a\u666f\u4e2d\u90fd\u80fd\u4fdd\u6301\u9ad8\u8d28\u91cf\u8868\u73b0\u3002<\/p>\n\n\n\n<p><strong>\u8bed\u97f3\u4efb\u52a1\u6cdb\u5316<\/strong>\uff1a<strong>16-shot in-context learning<\/strong> \u8bbe\u7f6e\u4e0b\uff0c\u6a21\u578b\u5728<strong>\u8bed\u97f3\u8f6c\u6362\uff08Voice Conversion\uff09<strong>\u548c<\/strong>\u8bed\u97f3\u5230\u8bed\u97f3\u7ffb\u8bd1\uff08Speech-to-Speech Translation\uff09<strong>\u4efb\u52a1\u4e2d\u7684\u7ed3\u679c<\/strong><\/strong>\u8bf4\u660e\uff1aMiMo-Audio \u7684<strong>\u8bed\u97f3\u5230\u8bed\u97f3\u751f\u6210\u80fd\u529b<\/strong>\u4e0e<strong>\u6a21\u6001\u65e0\u5173\u77e5\u8bc6\u80fd\u529b<strong>\u5728\u76f8\u4f3c\u7684\u8bad\u7ec3\u89c4\u6a21\u4e0a\u540c\u65f6\u51fa\u73b0\u3002\u8fd9\u79cd\u4e00\u81f4\u6027\u8868\u660e\uff0c\u6a21\u578b\u5728\u5927\u89c4\u6a21\u8bad\u7ec3\u4e2d\u6b63\u5728\u5f62\u6210\u4e00\u79cd<\/strong>\u7edf\u4e00\u7684\u8bed\u97f3\u7406\u89e3\u80fd\u529b<\/strong>\uff0c\u80fd\u591f\u6cdb\u5316\u81f3\u63a7\u5236\u5c42\u9762\u7684\u8bed\u97f3\u7279\u5f81\u53d8\u6362\uff0c\u5982\u8bf4\u8bdd\u4eba\u8eab\u4efd\u3001\u60c5\u611f\u3001\u8bed\u901f\u7b49\u3002<\/p>\n\n\n\n<p><strong>\u8bed\u97f3\u7eed\u5199<\/strong>\uff1a\u5728\u591a\u79cd\u573a\u666f\u4e0b\uff08<strong>\u6e38\u620f\u76f4\u64ad\u3001\u6559\u5b66\u3001\u6717\u8bf5\u3001\u6b4c\u5531\u3001\u8131\u53e3\u79c0\u3001\u8fa9\u8bba<\/strong>\u7b49\uff09\uff0c<br><strong>MiMo-Audio-Base<\/strong> \u90fd\u80fd\u8fdb\u884c\u81ea\u7136\u6d41\u7545\u7684\u8bed\u97f3\u7eed\u5199\uff0c\u65e0\u9700\u4efb\u4f55\u53c2\u6570\u8c03\u6574\u3002<\/p>\n\n\n\n<p>\u5177\u4f53\u8868\u73b0\u5305\u62ec\uff1a<\/p>\n\n\n\n<ul><li><strong>\u6b4c\u5531\u7eed\u5199<\/strong>\uff1a\u751f\u6210\u65cb\u5f8b\u8fde\u8d2f\u3001\u97f3\u8272\u60a6\u8033\u7684\u6b4c\u58f0\uff1b<\/li><li><strong>\u8131\u53e3\u79c0\u7eed\u5199<\/strong>\uff1a\u5728\u9002\u5f53\u65f6\u673a\u751f\u6210\u89c2\u4f17\u638c\u58f0\u4e0e\u7b11\u58f0\uff1b<\/li><li><strong>\u53cc\u4eba\u8fa9\u8bba\u7eed\u5199<\/strong>\uff1a\u751f\u6210\u4e24\u4eba\u7acb\u573a\u4e00\u81f4\u3001\u8bed\u4e49\u6d41\u7545\u3001\u97f5\u5f8b\u5e73\u8861\u7684\u5bf9\u8bdd\uff1b<\/li><li><strong>\u65b9\u8a00\u7eed\u5199<\/strong>\uff1a\u4fdd\u6301\u4e00\u81f4\u7684\u53e3\u97f3\u7279\u5f81\uff1b<\/li><li><strong>\u6e38\u620f\u76f4\u64ad \/ \u6559\u5b66\u573a\u666f<\/strong>\uff1a\u751f\u6210\u5177\u5907\u60c5\u7eea\u5f20\u529b\u548c\u53e3\u8bed\u5316\u8868\u8fbe\u7684\u8bed\u97f3\uff0c\u9002\u65f6\u63d2\u5165\u8bed\u6c14\u8bcd\u6216\u7ed3\u5df4\uff1b<\/li><li><strong>\u6717\u8bf5\u7eed\u5199<\/strong>\uff1a\u751f\u6210\u5177\u5907\u4e13\u4e1a\u6717\u8bf5\u8bed\u6c14\u548c\u60c5\u611f\u8868\u8fbe\u7684\u8bed\u97f3\u3002<\/li><\/ul>\n\n\n\n<h2>Post-Training<\/h2>\n\n\n\n<h3>Data<\/h3>\n\n\n\n<p>\u540e\u8bad\u7ec3\u9636\u6bb5\u7684\u6570\u636e\u7b56\u7565\u76ee\u6807\uff0c\u662f\u901a\u8fc7\u4e00\u7cfb\u5217<strong>\u6709\u76d1\u7763\u7684\u6307\u4ee4\u5fae\u8c03\u6570\u636e\u96c6<\/strong>\uff0c\u6fc0\u6d3b\u9884\u8bad\u7ec3\u6a21\u578b\u5728\u4e0d\u540c\u4efb\u52a1\u4e0a\u7684\u7406\u89e3\u4e0e\u751f\u6210\u80fd\u529b\u3002<\/p>\n\n\n\n<h4><strong>\u97f3\u9891\u7406\u89e3<\/strong><\/h4>\n\n\n\n<p>\u4e3a\u4e86\u6fc0\u6d3b\u6a21\u578b\u7684<strong>\u97f3\u9891\u7406\u89e3\u4e0e\u63a8\u7406\u80fd\u529b<\/strong>\uff0c\u6211\u4eec\u6574\u5408\u4e86\u591a\u4e2a\u6db5\u76d6<strong>\u8bed\u97f3\u3001\u58f0\u97f3\u548c\u97f3\u4e50<\/strong>\u7684\u5f00\u6e90\u6570\u636e\u96c6\u3002\u9488\u5bf9\u8fd9\u4e9b\u6570\u636e\u4e2d\u5b58\u5728\u7684<strong>\u6807\u7b7e\u566a\u58f0<\/strong>\u4e0e<strong>\u4efb\u52a1\u5355\u4e00\u6027<\/strong>\u95ee\u9898\uff0c\u6211\u4eec\u8bbe\u8ba1\u4e86\u4e00\u5957\u57fa\u4e8e <strong>LLM \u7684\u6570\u636e\u6e05\u6d17\u4e0e\u589e\u5f3a\u7ba1\u7ebf<\/strong>\u3002\u901a\u8fc7\u8be5\u7ba1\u7ebf\uff0c\u6211\u4eec\u751f\u6210\u4e86\u5927\u91cf\u591a\u6837\u5316\u7684\u97f3\u9891\u7406\u89e3\u6570\u636e\uff0c\u6db5\u76d6\u4efb\u52a1\u7c7b\u578b\u5305\u62ec<strong>\u97f3\u9891\u63cf\u8ff0<\/strong>\u4e0e<strong>\u97f3\u9891\u95ee\u7b54<\/strong>\u7b49\u3002<\/p>\n\n\n\n<h4><strong>\u8bed\u97f3\u751f\u6210<\/strong><\/h4>\n\n\n\n<p>\u4e3a\u4e86\u6fc0\u6d3b\u6a21\u578b\u7684<strong>\u8bed\u97f3\u751f\u6210\u80fd\u529b<\/strong>\uff0c\u6211\u4eec\u4ece\u9884\u8bad\u7ec3\u6570\u636e\u4e2d\u63d0\u53d6\u4e86\u4e00\u4e2a<strong>\u9ad8\u8d28\u91cf\u8bed\u97f3\u5b50\u96c6<\/strong>\uff0c\u5e76\u57fa\u4e8e\u97f3\u9891\u63cf\u8ff0\u6784\u5efa\u4e86<strong>\u6307\u4ee4\u6570\u636e<\/strong>\u3002<br>\u5728\u8fd9\u4e00\u4efb\u52a1\u4e2d\uff0c<strong>\u6a21\u578b\u9700\u8981\u6839\u636e\u7ed9\u5b9a\u7684\u6587\u672c\u6307\u4ee4\u751f\u6210\u5339\u914d\u7684\u97f3\u9891<\/strong>\u3002\u8fd9\u79cd\u8bad\u7ec3\u65b9\u5f0f\u65e8\u5728\u589e\u5f3a\u6a21\u578b\u7684<strong>\u6307\u4ee4\u9075\u5faa\u80fd\u529b<\/strong>\uff0c\u4ece\u800c\u5b9e\u73b0<strong>\u53ef\u63a7\u4e14\u9ad8\u8d28\u91cf\u7684\u8bed\u97f3\u751f\u6210<\/strong>\u3002<\/p>\n\n\n\n<h4>\u53e3\u8bed\u5bf9\u8bdd<\/h4>\n\n\n\n<p>\u4e3a\u4e86\u6fc0\u6d3b\u6a21\u578b\u5728\u4e0d\u540c\u5bf9\u8bdd\u573a\u666f\u4e0b<strong>\u751f\u6210\u591a\u6837\u5316\u3001\u5bcc\u6709\u8868\u73b0\u529b\u8bed\u97f3<\/strong>\u7684\u80fd\u529b\uff0c\u6211\u4eec\u6784\u5efa\u4e86\u4e00\u4e2a<strong>\u5927\u89c4\u6a21\u53e3\u8bed\u5bf9\u8bdd\u6570\u636e\u96c6<\/strong>\uff0c\u6db5\u76d6<strong>\u5355\u8f6e\u4e0e\u591a\u8f6e\u5bf9\u8bdd\u3002\u8fd9\u4e9b\u5bf9\u8bdd\u5305\u542b\u7528\u6237\u63d0\u95ee\u4e0e\u52a9\u624b\u56de\u590d\uff0c\u5185\u5bb9\u4e3b\u8981\u6765\u6e90\u4e8e\u7ecf\u8fc7\u4e25\u683c\u7b5b\u9009\u7684\u6587\u672c\u6570\u636e<\/strong>\uff0c\u4ee5\u786e\u4fdd\u8d28\u91cf\u53ef\u9760\u3002<\/p>\n\n\n\n<p>\u4e3a\u4f7f MiMo-Audio \u80fd\u9002\u5e94\u591a\u6837\u5316\u7684\u4f1a\u8bdd\u98ce\u683c\uff0c\u6211\u4eec\u9996\u5148\u5bf9\u95ee\u7b54\u5bf9\u8fdb\u884c<strong>\u53e3\u8bed\u5316\u98ce\u683c\u91cd\u5199<\/strong>\uff0c\u7136\u540e\u4f7f\u7528\u5185\u90e8\u7684 <strong>MiMo-TTS \u7cfb\u7edf<\/strong>\u5408\u6210\u5177\u6709\u76f8\u5e94\u98ce\u683c\u4e0e\u60c5\u611f\u7684\u8bed\u97f3\u3002<br>\u5728\u5408\u6210\u8fc7\u7a0b\u4e2d\uff0c\u6211\u4eec\u4ece\u5305\u542b\u5927\u91cf\u97f3\u8272\u7684\u8bed\u97f3\u5e93\u4e2d<strong>\u968f\u673a\u9009\u62e9\u63d0\u793a\u97f3\u9891\uff08prompt audio\uff09<\/strong>\uff0c\u4ee5\u8986\u76d6\u4e0d\u540c\u7684\u58f0\u97f3\u8868\u73b0\u529b\u8303\u56f4\u3002<\/p>\n\n\n\n<h3>\u8bad\u7ec3<\/h3>\n\n\n\n<p>\u5728\u540e\u8bad\u7ec3\u9636\u6bb5\uff0c\u6a21\u578b\u7684<strong>\u6240\u6709\u53c2\u6570<\/strong>\u2014\u2014\u5305\u62ec <strong>patch encoder\uff08\u97f3\u9891\u5757\u7f16\u7801\u5668\uff09<\/strong>\u3001<strong>LLM\uff08\u8bed\u8a00\u6a21\u578b\uff09<\/strong> \u548c <strong>patch decoder\uff08\u97f3\u9891\u5757\u89e3\u7801\u5668\uff09<\/strong>\u2014\u2014\u90fd\u8fdb\u884c\u4e86\u5fae\u8c03\u3002<\/p>\n\n\n\n<p>\u4e3a\u6b64\uff0c\u6211\u4eec\u6784\u5efa\u4e86\u4e00\u4e2a\u89c4\u6a21\u8fbe <strong>1000 \u4ebf tokens<\/strong> \u7684\u7efc\u5408\u8bad\u7ec3\u6570\u636e\u96c6\uff0c\u6db5\u76d6\u4ee5\u4e0b <strong>\u516d\u79cd\u4efb\u52a1\u5f62\u5f0f<\/strong>\uff1a<\/p>\n\n\n\n<ul><li>\u81ea\u52a8\u8bed\u97f3\u8bc6\u522b\uff08ASR\uff09<\/li><li>\u8bed\u97f3\u5408\u6210\uff08TTS\uff09<\/li><li>\u97f3\u9891\u7406\u89e3\uff08Audio Understanding\uff09<\/li><li>\u53e3\u8bed\u5bf9\u8bdd\uff08Spoken Dialogue\uff09<\/li><li>\u6307\u4ee4\u9a71\u52a8\u8bed\u97f3\u751f\u6210\uff08Instruction-Following TTS\uff09<\/li><li>\u6587\u672c\u5bf9\u8bdd\uff08Text Dialogue\uff09<\/li><\/ul>\n\n\n\n<p>\u5176\u4e2d\uff0c<strong>ASR\u3001TTS \u548c\u6587\u672c\u5bf9\u8bdd<\/strong>\u7684\u6570\u636e\u6765\u6e90\u4e8e\u5f00\u6e90\u6570\u636e\u96c6\uff1b\u800c\u5176\u4f59\u4efb\u52a1\u4f7f\u7528\u4e86\u4e0a\u9762\u4e2d\u4ecb\u7ecd\u7684\u9ad8\u8d28\u91cf\u81ea\u5efa\u6570\u636e\u96c6\u3002<\/p>\n\n\n\n<p>\u5728\u635f\u5931\u52a0\u6743\u65b9\u9762\uff0c\u6587\u672c token \u7684\u6743\u91cd\u8bbe\u4e3a <strong>100<\/strong>\uff0c\u97f3\u9891 token \u7684\u6743\u91cd\u5206\u522b\u4e3a <strong>12\u30018\u30016\u30014\u30012\u30012\u30011\u30011<\/strong>\uff0c\u4e0e\u9884\u8bad\u7ec3\u7b2c\u4e8c\u9636\u6bb5\u4fdd\u6301\u4e00\u81f4\u3002<\/p>\n\n\n\n<p>\u6a21\u578b\u7684\u8bad\u7ec3\u4e0a\u4e0b\u6587\u957f\u5ea6\u4e3a <strong>8192 tokens<\/strong>\uff0cbatch size\u4e3a <strong>210 \u4e07 tokens<\/strong>\u3002<\/p>\n\n\n\n<h3>\u8bc4\u4f30<\/h3>\n\n\n\n<p>\u5728\u540e\u8bad\u7ec3\u9636\u6bb5\u5b8c\u6210\u540e\uff0c\u6211\u4eec\u5bf9 <strong>MiMo-Audio-7B-Instruct<\/strong> \u6a21\u578b\u8fdb\u884c\u4e86\u7cfb\u7edf\u6027\u7684\u7efc\u5408\u8bc4\u4f30\uff0c\u6db5\u76d6\u4e86\u4ee5\u4e0b\u4e3b\u8981\u4efb\u52a1\u9886\u57df\uff1a<\/p>\n\n\n\n<ul><li><strong>\u97f3\u9891\u7406\u89e3<\/strong><\/li><li><strong>\u53e3\u8bed\u5bf9\u8bdd<\/strong><\/li><li><strong>\u8bed\u97f3\u8bc6\u522b\u4e0e\u751f\u6210\uff08Speech Recognition &amp; Generation\uff09<\/strong><\/li><\/ul>\n\n\n\n<p>\u5404\u7c7b\u4efb\u52a1\u7684\u5177\u4f53\u8bc4\u6d4b\u914d\u7f6e\u5217\u4e8e <strong>\u8868 7<\/strong>\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"805\" height=\"456\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/10\/image-31.png\" alt=\"\" class=\"wp-image-29284\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/10\/image-31.png 805w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/10\/image-31-300x170.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/10\/image-31-768x435.png 768w\" sizes=\"(max-width: 805px) 100vw, 805px\" \/><\/figure>\n\n\n\n<p><strong>\u97f3\u9891\u7406\u89e3<\/strong>\uff1a\u91c7\u7528MMSU \u57fa\u51c6\u8bc4\u4f30\u591a\u4efb\u52a1\u8bed\u97f3\u7406\u89e3\uff0c\u91c7\u7528MMAU\u57fa\u51c6\u8bc4\u4f30\u58f0\u97f3\/\u97f3\u4e50\u7b49\u66f4\u5e7f\u6cdb\u7684\u97f3\u9891\u7406\u89e3\u4efb\u52a1\u3002<strong>\u91c7\u7528 MMAR<\/strong>\u548c <strong>MMAU-Pro<\/strong>\u57fa\u51c6\u7528\u4e8e\u8bc4\u4f30\u6a21\u578b\u5904\u7406<strong>\u6df7\u5408\u97f3\u9891\u8f93\u5165<\/strong>\uff08\u5982\u8bed\u97f3\u3001\u97f3\u4e50\u4e0e\u73af\u5883\u97f3\uff09\u4ee5\u53ca\u7406\u89e3<strong>\u97f3\u9891\u77e5\u8bc6<\/strong>\u7684\u80fd\u529b\u3002<\/p>\n\n\n\n<p><strong>\u53e3\u8bed\u5bf9\u8bdd<\/strong>\uff1a\u501f\u9274 <strong>OpenAI<\/strong> \u7684\u8bc4\u4f30\u6d41\u7a0b\u6765\u8bc4\u4f30\u6a21\u578b\u5728\u591a\u8f6e\u5bf9\u8bdd\u4e2d\u9075\u5faa\u7528\u6237\u6307\u4ee4\u4e0e\u5b8c\u6210\u4efb\u52a1\u7684\u80fd\u529b\u3002\u4f7f\u7528 <strong>Big Bench Audio<\/strong>\u57fa\u51c6\u8861\u91cf\u97f3\u9891\u8bed\u8a00\u6a21\u578b\u7684\u667a\u80fd\u6c34\u5e73\uff0c\u6a21\u578b\u7684\u56de\u7b54\u8d28\u91cf\u901a\u8fc7\u57fa\u4e8e <strong>GPT<\/strong> \u7684\u81ea\u52a8\u8bc4\u4f30\u83b7\u5f97\u3002\u5bf9\u4e8e\u8bed\u97f3\u5f62\u5f0f\u7684\u56de\u7b54\uff0c\u9996\u5148\u4f7f\u7528 <strong>Whisper-Large-V3<\/strong>\u6a21\u578b\u5c06\u5176\u8f6c\u5199\u4e3a\u6587\u672c\uff0c\u7136\u540e\u7531 <strong>GPT-4o-mini<\/strong> \u8fdb\u884c\u8d28\u91cf\u8bc4\u4f30\u3002\u4e3a\u4e86\u6d4b\u8bd5\u6a21\u578b\u5728<strong>\u66f4\u590d\u6742\u5bf9\u8bdd\u4efb\u52a1<\/strong>\u4e2d\u7684\u8868\u73b0\uff0c\u4f7f\u7528 <strong>Multi-Challenge<\/strong> \u6570\u636e\u96c6\uff0c\u8be5\u6570\u636e\u96c6\u8981\u6c42\u6a21\u578b\u751f\u6210\u4e0e\u4e0a\u4e0b\u6587\u8bed\u4e49\u4e00\u81f4\u7684\u3001\u7b26\u5408\u60c5\u5883\u7684\u5bf9\u8bdd\u56de\u5e94\uff0c\u4ee5\u8bc4\u4f30\u6a21\u578b\u7684\u591a\u8f6e\u8bed\u97f3\u4ea4\u4e92\u80fd\u529b\uff0c\u5bf9\u8be5\u6570\u636e\u96c6\u8fdb\u884c\u8bed\u97f3\u7248\u672c\u8f6c\u6362\uff0c\u6784\u5efa\u4e86 <strong>MultiChallenge Audio<\/strong>\uff1a<\/p>\n\n\n\n<ul><li>S2T\uff08speech-to-text\uff09\uff1a\u5bf9\u8bdd\u5386\u53f2\u4ee5\u6587\u672c\u5f62\u5f0f\u5448\u73b0\uff1b<\/li><li>S2S\uff08speech-to-speech\uff09\uff1a\u5bf9\u8bdd\u5386\u53f2\u5b8c\u5168\u4ee5\u8bed\u97f3\u5f62\u5f0f\u5448\u73b0\u3002<\/li><\/ul>\n\n\n\n<p><strong>\u8bed\u97f3\u8bc6\u522b\u4e0e\u751f\u6210<\/strong>\uff1a<strong>ASR<\/strong>\u91c7\u7528\u4e86\u5e7f\u6cdb\u4f7f\u7528\u7684 <strong>LibriSpeech test-clean<\/strong> \u96c6\u5408\u6765\u8bc4\u4f30\u82f1\u8bed\u8bc6\u522b\u6027\u80fd\uff0c\u5e76\u4f7f\u7528 <strong>AISHELL-1<\/strong> \u6d4b\u8bd5\u96c6\u6765\u8bc4\u4f30\u4e2d\u6587\u8bc6\u522b\u6027\u80fd\u3002ASR \u4efb\u52a1\u7684\u8bc4\u4f30\u6307\u6807\u4e3a <strong>\u8bcd\u9519\u8bef\u7387\uff08WER\uff09<\/strong>\u3002\u9664\u4e86\u8bc6\u522b\u80fd\u529b\u5916\uff0c\u6211\u4eec\u8fd8\u8bc4\u4f30\u4e86 <strong>MiMo-Audio-7B-Instruct<\/strong> \u7684\u8bed\u97f3\u751f\u6210\u80fd\u529b\u3002<br>\u9996\u5148\uff0c\u5728 <strong>SeedTTS<\/strong>\u57fa\u51c6\u4e0a\u6d4b\u8bd5\u5176 TTS \u6027\u80fd\uff0c\u8be5\u57fa\u51c6\u6db5\u76d6\u4e2d\u82f1\u6587\u4e24\u4e2a\u5b50\u96c6\uff0c\u5e76\u5305\u542b\u4e00\u4e2a\u66f4\u5177\u6311\u6218\u6027\u7684\u4e2d\u6587 <strong>hardcase<\/strong> \u5b50\u96c6\u3002\u9664\u4f20\u7edf\u7684 TTS \u8bc4\u4f30\u5916\uff0c\u6211\u4eec\u8fd8\u5728 <strong>InstructTTSEval<\/strong> \u57fa\u51c6\u4e0a\u8fdb\u884c\u4e86\u66f4\u9ad8\u7ea7\u522b\u7684\u6d4b\u8bd5\uff0c\u7528\u4ee5\u8861\u91cf\u6a21\u578b\u6839\u636e\u81ea\u7136\u8bed\u8a00\u98ce\u683c\u63a7\u5236\u6307\u4ee4\u751f\u6210\u76f8\u5e94\u8bed\u97f3\u7684\u80fd\u529b\uff0c\u4ece\u800c\u8054\u5408\u8bc4\u4f30\u5176<strong>\u4fdd\u771f\u5ea6\u4e0e\u8868\u8fbe\u529b<\/strong>\u3002<\/p>\n\n\n\n<p>\u5728 TTS \u4efb\u52a1\u4e2d\uff0c\u540c\u6837\u91c7\u7528 <strong>WER<\/strong> \u4f5c\u4e3a\u57fa\u672c\u8bc4\u4ef7\u6307\u6807\uff1a\u751f\u6210\u7684\u8bed\u97f3\u9996\u5148\u901a\u8fc7 ASR \u6a21\u578b\u8f6c\u5f55\u4e3a\u6587\u672c\uff0c\u7136\u540e\u4e0e\u53c2\u8003\u6587\u672c\u8fdb\u884c\u6bd4\u8f83\u3002\u6b64\u5916\uff0c<strong>InstructTTSEval<\/strong> \u8fd8\u5229\u7528\u57fa\u4e8e <strong>Gemini<\/strong> \u7684\u8bc4\u5206\u4f53\u7cfb\u8fdb\u4e00\u6b65\u8bc4\u4f30\u751f\u6210\u8bed\u97f3\u4e0e\u8f93\u5165\u6307\u4ee4\u4e4b\u95f4\u7684\u5339\u914d\u5ea6\uff0c\u4ece\u800c\u66f4\u5168\u9762\u5730\u53cd\u6620\u6a21\u578b\u7684\u8bed\u97f3\u751f\u6210\u7406\u89e3\u4e0e\u63a7\u5236\u80fd\u529b\u3002<\/p>\n\n\n\n<h3>\u7ed3\u679c<\/h3>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"741\" height=\"1024\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/10\/image-32-741x1024.png\" alt=\"\" class=\"wp-image-29309\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/10\/image-32-741x1024.png 741w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/10\/image-32-217x300.png 217w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/10\/image-32-768x1061.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/10\/image-32.png 889w\" sizes=\"(max-width: 741px) 100vw, 741px\" \/><\/figure>\n\n\n\n<p>\u5728\u97f3\u9891\u7406\u89e3\u4efb\u52a1\u4e2d\uff0c\u5982\u8868 8 \u6240\u793a\uff0cMiMo-Audio-7B-Instruct \u5728 <strong>MMSU<\/strong> \u548c <strong>MMAU<\/strong> \u57fa\u51c6\u4e0a\u7684\u7ed3\u679c\u663e\u793a\u51fa\u5353\u8d8a\u8868\u73b0\uff0c\u5728\u8bed\u97f3\u3001\u97f3\u9891\u4e0e\u97f3\u4e50\u95ee\u7b54\u4efb\u52a1\u4e0a\u5747\u53d6\u5f97\u9886\u5148\u6210\u7ee9\u3002\u8be5\u6a21\u578b\u5728\u8fd9\u4e24\u4e2a\u57fa\u51c6\u4e0a\u7684\u603b\u4f53\u5f97\u5206\u4e0d\u4ec5\u8d85\u8fc7\u4e86\u6240\u6709\u5f00\u6e90\u6a21\u578b\uff0c\u4e5f\u8d85\u8fc7\u4e86\u90e8\u5206\u95ed\u6e90\u6a21\u578b\uff0c\u5982 <strong>Gemini 2.5 Flash<\/strong> \u548c <strong>Gemini 1.5 Pro<\/strong>\u3002<\/p>\n\n\n\n<p>\u5bf9\u4e8e\u66f4\u5177\u6311\u6218\u6027\u7684\u97f3\u9891\u63a8\u7406\u4efb\u52a1\uff0cMiMo-Audio-7B-Instruct \u5728 <strong>MMAU-Pro<\/strong> \u548c <strong>MMAR<\/strong> \u57fa\u51c6\u4e0a\u540c\u6837\u8868\u73b0\u9886\u5148\uff0c\u5176\u7ed3\u679c\u5df2\u63a5\u8fd1 <strong>Gemini 2.5 Flash<\/strong>\u3002\u8fd9\u4e9b\u7ed3\u679c\u5171\u540c\u8868\u660e\uff0c<strong>MiMo-Audio-7B-Instruct \u662f\u4e00\u4e2a\u901a\u7528\u4e14\u5f3a\u5927\u7684\u97f3\u9891\u7406\u89e3\u6a21\u578b<\/strong>\uff0c\u5177\u5907\u5e7f\u6cdb\u7684\u8de8\u6a21\u6001\u63a8\u7406\u4e0e\u7406\u89e3\u80fd\u529b\u3002<\/p>\n\n\n\n<p><strong>\u53e3\u8bed\u5bf9\u8bdd<\/strong>:MiMo-Audio-7B-Instruct \u5728 <strong>Big-Bench-Audio<\/strong> \u4e0e <strong>Multi-Challenge-Audio<\/strong> \u4e24\u4e2a\u4efb\u52a1\u4e0a\uff0c\u5747\u5728\u5f00\u6e90\u6a21\u578b\u4e2d\u8868\u73b0\u6700\u4f73\uff0c\u5e76\u4e14\u6027\u80fd\u63a5\u8fd1\u95ed\u6e90\u6a21\u578b <strong>gpt-4o<\/strong>\u3002\u5728 <strong>Big-Bench-Audio<\/strong> \u57fa\u51c6\u4e0a\uff0cMiMo-Audio-7B-Instruct \u5206\u522b\u53d6\u5f97 <strong>72.90\uff08S2T\uff09<\/strong> \u548c <strong>60.20\uff08S2S\uff09<\/strong> \u7684\u5206\u6570\uff0c\u4ec5\u6b21\u4e8e gpt-4o\uff0c\u4f46\u663e\u8457\u4f18\u4e8e\u6240\u6709\u5176\u4ed6\u5f00\u6e90\u6a21\u578b\u3002\u540c\u6837\u5730\uff0c\u5728 <strong>Multi-Challenge-Audio<\/strong> \u57fa\u51c6\u4e0a\uff0c\u8be5\u6a21\u578b\u5206\u522b\u53d6\u5f97 <strong>15.15\uff08S2T\uff09<\/strong> \u4e0e <strong>10.10\uff08S2S\uff09<\/strong>\uff0c\u518d\u6b21\u4ee5\u660e\u663e\u4f18\u52bf\u9886\u5148\u5f00\u6e90\u9635\u8425\u3002<\/p>\n\n\n\n<p>\u603b\u4f53\u800c\u8a00\uff0c<strong>MiMo-Audio-7B-Instruct \u4e0d\u4ec5\u5728\u5f00\u6e90\u6a21\u578b\u4e2d\u9065\u9065\u9886\u5148\uff0c\u8fd8\u8fdb\u4e00\u6b65\u7f29\u5c0f\u4e86\u4e0e\u6700\u5148\u8fdb\u7684\u95ed\u6e90\u6a21\u578b gpt-4o \u4e4b\u95f4\u7684\u5dee\u8ddd<\/strong>\uff0c\u5c55\u73b0\u51fa\u6781\u5f3a\u7684\u7ade\u4e89\u529b\u4e0e\u5b9e\u9645\u5e94\u7528\u6f5c\u529b\u3002<\/p>\n\n\n\n<p><strong>\u8bed\u97f3\u8bc6\u522b\u4e0e\u751f\u6210\uff08Speech Recognition and Generation\uff09<\/strong><br>\u5982\u8868 9 \u6240\u793a\uff0cMiMo-Audio-7B-Instruct \u5728\u5f00\u6e90\u5927\u89c4\u6a21\u8bed\u97f3\u6a21\u578b\u4e2d\uff0c\u5728 <strong>ASR\uff08\u8bed\u97f3\u8bc6\u522b\uff09<\/strong> \u548c <strong>TTS\uff08\u8bed\u97f3\u5408\u6210\uff09<\/strong> \u4efb\u52a1\u4e0a\u5747\u5c55\u73b0\u51fa\u5f3a\u52b2\u6027\u80fd\u3002<\/p>\n\n\n\n<p>\u5728 ASR \u4e0e TTS \u7684\u57fa\u51c6\u6d4b\u8bd5\u4e2d\uff0c\u5176\u8868\u73b0\u4e0e\u5176\u4ed6\u5f00\u6e90\u6a21\u578b\uff08\u5982 <strong>Step-Audio2-mini<\/strong> \u548c <strong>Kimi-Audio-Instruct<\/strong>\uff09\u76f8\u5f53\u3002\u4f46\u5728 <strong>InstructTTS<\/strong> \u8bc4\u6d4b\u4e2d\uff0c<strong>MiMo-Audio-7B-Instruct<\/strong> \u5728\u82f1\u8bed\u4e0e\u4e2d\u6587\u4e24\u4e2a\u5b50\u96c6\u4e0a\u5747\u8d85\u8d8a\u4e86 <strong>gpt-4o-mini-tts<\/strong>\uff0c\u5c24\u5176\u5728\u7efc\u5408\u6307\u6807\u4e0a\u8868\u73b0\u5c24\u4e3a\u7a81\u51fa\u3002\u8fd9\u4e9b\u7ed3\u679c\u5145\u5206\u8bc1\u660e\u4e86 <strong>MiMo-Audio-7B-Instruct \u5728\u53ef\u63a7\u6587\u672c\u8f6c\u8bed\u97f3\u751f\u6210\u65b9\u9762\u7684\u9ad8\u6548\u6027<\/strong>\uff0c\u786e\u7acb\u4e86\u5176\u4f5c\u4e3a\u9886\u5148\u7684\u5f00\u6e90\u8bed\u97f3\u751f\u6210\u89e3\u51b3\u65b9\u6848\u7684\u5730\u4f4d<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"880\" height=\"475\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/10\/image-33.png\" alt=\"\" class=\"wp-image-29310\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/10\/image-33.png 880w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/10\/image-33-300x162.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/10\/image-33-768x415.png 768w\" sizes=\"(max-width: 880px) 100vw, 880px\" \/><\/figure>\n\n\n\n<h2><strong>\u7ed3\u8bba<\/strong><\/h2>\n\n\n\n<p>\u5728\u672c\u7814\u7a76\u4e2d\uff0c\u6211\u4eec\u5c55\u793a\u4e86\u5728\u5927\u89c4\u6a21\u3001\u65e0\u635f\u97f3\u9891\u6570\u636e\u4e0a\u8fdb\u884c\u201c\u4e0b\u4e00\u4e2a token \u9884\u6d4b\u201d\u9884\u8bad\u7ec3\uff0c\u662f\u5b9e\u73b0\u901a\u7528\u8bed\u97f3\u667a\u80fd\u7684\u53ef\u884c\u8def\u5f84\u3002\u901a\u8fc7\u5728\u8d85\u8fc7 1 \u4ebf\u5c0f\u65f6\u7684\u524d\u6240\u672a\u6709\u7684\u6570\u636e\u8bed\u6599\u4e0a\u8fdb\u884c\u9884\u8bad\u7ec3\uff0cMiMo-Audio \u6210\u529f\u7a81\u7834\u4e86\u73b0\u6709\u97f3\u9891\u8bed\u8a00\u6a21\u578b\u4ee5\u4efb\u52a1\u7279\u5b9a\u5fae\u8c03\u4e3a\u4e3b\u7684\u5c40\u9650\u6027\u3002<\/p>\n\n\n\n<p>\u4e3b\u8981\u8d21\u732e\u662f\u5b9e\u8bc1\u9a8c\u8bc1\u4e86\u5728\u8bed\u97f3\u9886\u57df\u540c\u6837\u53ef\u4ee5\u51fa\u73b0\u7c7b\u4f3c GPT-3 \u7684\u201c\u4e34\u754c\u65f6\u523b\u201d\u3002\u6211\u4eec\u89c2\u5bdf\u5230\uff0c\u5728\u8de8\u8d8a\u5173\u952e\u6570\u636e\u91cf\u9608\u503c\u540e\uff0c\u6a21\u578b\u7684\u5c11\u6837\u672c\u5b66\u4e60\u80fd\u529b\u663e\u8457\u6d8c\u73b0\uff0c\u4f7f\u5176\u80fd\u591f\u5728\u65e0\u9700\u4efb\u52a1\u7279\u5b9a\u8bad\u7ec3\u7684\u60c5\u51b5\u4e0b\u6cdb\u5316\u5230\u5e7f\u6cdb\u4efb\u52a1\uff0c\u5305\u62ec\u590d\u6742\u7684\u8bed\u97f3\u8f6c\u6362\u3001\u98ce\u683c\u8fc1\u79fb\u4ee5\u53ca\u8bed\u97f3\u7f16\u8f91\u7b49\u3002\u6b64\u5916\uff0c\u6211\u4eec\u63d0\u51fa\u4e86\u8fd9\u4e00\u8303\u5f0f\u7684\u5b8c\u6574\u84dd\u56fe\uff0c\u5305\u62ec\uff1a\u65b0\u9896\u7684\u7edf\u4e00\u9ad8\u4fdd\u771f\u97f3\u9891\u7f16\u7801\u5668\u3001\u53ef\u6269\u5c55\u6a21\u578b\u67b6\u6784\u4ee5\u53ca\u5206\u9636\u6bb5\u8bad\u7ec3\u7b56\u7565\u3002MiMo-Audio-7B-Instruct \u5728\u591a\u4e2a\u57fa\u51c6\u6d4b\u8bd5\u4e2d\u53d6\u5f97\u4e86\u6700\u5148\u8fdb\u7684\u6027\u80fd\uff0c\u5e76\u53ef\u4e0e\u95ed\u6e90\u7cfb\u7edf\u5ab2\u7f8e\u3002<\/p>\n\n\n\n<p>\u603b\u4f53\u800c\u8a00\uff0c\u672c\u7814\u7a76\u4e3a\u6784\u5efa\u771f\u6b63\u591a\u529f\u80fd\u7684\u97f3\u9891\u8bed\u8a00\u6a21\u578b\u63d0\u4f9b\u4e86\u57fa\u7840\u65b9\u6cd5\u8bba\u3002\u6211\u4eec\u8ba4\u4e3a\uff0c\u8fd9\u6807\u5fd7\u7740\u5411\u521b\u5efa\u66f4\u81ea\u7136\u3001\u7075\u6d3b\u3001\u667a\u80fd\u7684\u7cfb\u7edf\u8fc8\u51fa\u4e86\u91cd\u8981\u4e00\u6b65\uff0c\u4f7f\u5176\u80fd\u591f\u4ee5\u7c7b\u4eba\u9002\u5e94\u6027\u7406\u89e3\u548c\u751f\u6210\u8bed\u97f3\u3002<\/p>\n\n\n\n<h2>\u9650\u5236\u4e0e\u672a\u6765\u5de5\u4f5c<\/h2>\n\n\n\n<p><strong>\u6709\u9650\u7684\u4e0a\u4e0b\u6587\u5b66\u4e60\u80fd\u529b<\/strong><br>MiMo-Audio-Base \u7684\u4e0a\u4e0b\u6587\u5b66\u4e60\u80fd\u529b\u4ecd\u53d7\u9650\u3002\u867d\u7136\u9884\u8bad\u7ec3\u6a21\u578b\u53ef\u4ee5\u901a\u8fc7\u4e0a\u4e0b\u6587\u5b66\u4e60\u5b8c\u6210\u8bb8\u591a\u8d85\u51fa\u9884\u8bad\u7ec3\u8303\u56f4\u7684\u65b0\u4efb\u52a1\uff0c\u4f46\u5728\u67d0\u4e9b\u573a\u666f\u4e0b\u8868\u73b0\u4e0d\u4f73\uff0c\u4f8b\u5982\u5e26\u80cc\u666f\u97f3\u4e50\u7684\u8bed\u97f3\u751f\u6210\u548c\u590d\u6742\u58f0\u4e8b\u4ef6\u7684\u5904\u7406\u3002\u672a\u6765\uff0c\u6211\u4eec\u8ba1\u5212\u63d0\u5347 MiMo-Audio \u5728\u901a\u7528\u97f3\u9891\u751f\u6210\u65b9\u9762\u7684\u80fd\u529b\u3002<\/p>\n\n\n\n<p><strong>\u4e0d\u7a33\u5b9a\u7684\u8bed\u97f3\u5bf9\u8bdd\u6027\u80fd<\/strong><br>MiMo-Audio-Instruct \u5728\u8bed\u97f3\u5bf9\u8bdd\u4e2d\u5b58\u5728\u4e00\u4e9b\u9650\u5236\uff0c\u5305\u62ec\u97f3\u8272\u4e0d\u8fde\u7eed\u3001\u97f3\u8d28\u4e0d\u7a33\u5b9a\u3001\u53d1\u97f3\u9519\u8bef\u4ee5\u53ca\u5bf9\u7cfb\u7edf\u63d0\u793a\u7684\u54cd\u5e94\u4e0d\u4e00\u81f4\u3002\u5c24\u5176\u5728\u590d\u6742\u7b26\u53f7\u548c\u516c\u5f0f\u7684\u53d1\u97f3\u4e0a\u5bb9\u6613\u51fa\u9519\uff0c\u5bf9\u8bdd\u4e2d\u7684\u98ce\u683c\u63a7\u5236\u4e5f\u4e0d\u7a33\u5b9a\u3002\u672a\u6765\uff0c\u6211\u4eec\u5c06\u5229\u7528\u5f3a\u5316\u5b66\u4e60\uff08RL\uff09\u6765\u63d0\u9ad8\u6a21\u578b\u6027\u80fd\u7684\u7a33\u5b9a\u6027\u3002<\/p>\n\n\n\n<p><strong>\u6709\u9650\u7684\u601d\u7ef4\u80fd\u529b\u8868\u73b0<\/strong><br>\u5728\u5f15\u5165\u601d\u7ef4\u673a\u5236\u540e\uff0cMiMo-Audio-Instruct \u4ec5\u5728\u8bed\u97f3\u76f8\u5173\u7406\u89e3\u4efb\u52a1\u4e2d\u8868\u73b0\u6539\u5584\uff0c\u800c\u5728\u58f0\u97f3\u4e0e\u97f3\u4e50\u7406\u89e3\u4efb\u52a1\u4e2d\u6027\u80fd\u53cd\u800c\u4e0b\u964d\u3002\u6211\u4eec\u5bf9\u5931\u8d25\u6848\u4f8b\u5206\u6790\u53d1\u73b0\uff0c\u8fd9\u79cd\u73b0\u8c61\u6e90\u4e8e\u6a21\u578b\u5728\u601d\u7ef4\u8fc7\u7a0b\u4e2d\u4ea7\u751f\u7684\u5e7b\u89c9\u3002\u672a\u6765\uff0c\u6211\u4eec\u8ba1\u5212\u901a\u8fc7\u5f3a\u5316\u5b66\u4e60\uff08RL\uff09\u8fdb\u4e00\u6b65\u589e\u5f3a\u6a21\u578b\u7684\u97f3\u9891\u7406\u89e3\u80fd\u529b\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u4e94\u5e74\u524d\uff0cGPT-3 \u9996\u6b21\u5c55\u793a\u4e86\u901a\u8fc7\u81ea\u56de\u5f52\u8bed\u8a00\u6a21\u578b+\u5927\u89c4\u6a21\u65e0\u6807\u6ce8\u6570\u636e\u8bad\u7ec3\uff0c\u53ef\u83b7\u5f97\u5f3a\u5927 In-Context Le &hellip; <a href=\"http:\/\/139.9.1.231\/index.php\/2025\/10\/15\/xiaomi-mimo-audio\/\" 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class=\"screen-reader-text\">Xiaomi-MiMo-Audio\uff1a\u5c0f\u7c73\u7aef\u5230\u7aef\u8bed\u97f3\u5927\u6a21\u578b<\/span><\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[4,9,38,34],"tags":[],"_links":{"self":[{"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts\/28792"}],"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=28792"}],"version-history":[{"count":294,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts\/28792\/revisions"}],"predecessor-version":[{"id":29317,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts\/28792\/revisions\/29317"}],"wp:attachment":[{"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/media?parent=28792"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/categories?post=28792"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/tags?post=28792"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}