{"id":1550,"date":"2025-09-20T11:22:52","date_gmt":"2025-09-20T03:22:52","guid":{"rendered":"http:\/\/www.applicationsofllm.com\/?p=1550"},"modified":"2025-09-21T11:25:28","modified_gmt":"2025-09-21T03:25:28","slug":"mini-omni-reasoner%ef%bc%9a%e5%ae%9e%e6%97%b6%e6%8e%a8%e7%90%86%ef%bc%8c%e5%ae%9a%e4%b9%89%e4%b8%8b%e4%b8%80%e4%bb%a3%e7%ab%af%e5%88%b0%e7%ab%af%e5%af%b9%e8%af%9d%e6%a8%a1%e5%9e%8b","status":"publish","type":"post","link":"http:\/\/www.applicationsofllm.com\/index.php\/2025\/09\/20\/mini-omni-reasoner%ef%bc%9a%e5%ae%9e%e6%97%b6%e6%8e%a8%e7%90%86%ef%bc%8c%e5%ae%9a%e4%b9%89%e4%b8%8b%e4%b8%80%e4%bb%a3%e7%ab%af%e5%88%b0%e7%ab%af%e5%af%b9%e8%af%9d%e6%a8%a1%e5%9e%8b\/","title":{"rendered":"Mini-Omni-Reasoner\uff1a\u5b9e\u65f6\u63a8\u7406\uff0c\u5b9a\u4e49\u4e0b\u4e00\u4ee3\u7aef\u5230\u7aef\u5bf9\u8bdd\u6a21\u578b"},"content":{"rendered":"\n<p>\u4e24\u5343\u591a\u5e74\u524d\uff0c\u5b54\u5b50\u8bf4\u8fc7\u300c<strong>\u4e09\u601d\u800c\u540e\u884c<\/strong>\u300d\u3002\u8fd9\u53e5\u53e4\u8001\u7bb4\u8a00\uff0c\u5176\u5b9e\u70b9\u51fa\u4e86\u4eba\u7c7b\u9762\u5bf9\u590d\u6742\u95ee\u9898\u7684\u6838\u5fc3\u667a\u6167\uff1a\u4e00\u6b65\u6b65\u63a8\u7406\uff0c\u5c42\u5c42\u62c6\u89e3\uff0c\u6700\u7ec8\u505a\u51fa\u53ef\u9760\u7684\u51b3\u7b56\u3002<\/p>\n\n\n\n<p>\u73b0\u5728\uff0c\u5df2\u6709\u8bf8\u591a\u6a21\u578b\u5728\u590d\u6742\u63a8\u7406\u65b9\u9762\u5c55\u73b0\u51fa\u663e\u8457\u8fdb\u5c55\uff0c\u5982 DeepSeek-R1 \u548c OpenAI o1\uff0c\u90e8\u5206\u591a\u6a21\u6001\u7cfb\u7edf\u751a\u81f3\u80fd\u591f\u5904\u7406\u8de8\u9886\u57df\u7684\u590d\u6742\u4efb\u52a1\uff0c\u5c55\u73b0\u51fa\u89e3\u51b3\u590d\u6742\u73b0\u5b9e\u95ee\u9898\u7684\u6f5c\u529b\u3002\u7136\u800c\uff0c<strong>\u5728\u7aef\u5230\u7aef\u5bf9\u8bdd\u6a21\u578b\u4e2d\uff0c\u63a8\u7406\u80fd\u529b\u5c1a\u672a\u89e3\u9501<\/strong>\u3002<\/p>\n\n\n\n<p>\u539f\u56e0\u5e76\u4e0d\u590d\u6742\u3002\u6df1\u5ea6\u601d\u8003\u610f\u5473\u7740\u6a21\u578b\u5f80\u5f80\u9700\u8981\u5728\u8f93\u51fa\u524d\u751f\u6210\u5b8c\u6574\u63a8\u7406\u94fe\uff0c\u800c\u8fd9\u76f4\u63a5\u5e26\u6765\u5ef6\u8fdf\u3002\u5bf9\u4e8e\u8bed\u97f3\u5bf9\u8bdd\u7cfb\u7edf\u800c\u8a00\uff0c\u901f\u5ea6\u4e0e\u8d28\u91cf\u540c\u6837\u5173\u952e\u3002\u4e00\u65e6\u505c\u987f\u8fc7\u957f\uff0c\u54ea\u6015\u7b54\u6848\u518d\u7cbe\u5999\uff0c\u4e5f\u4f1a\u7834\u574f\u4ea4\u4e92\u7684\u81ea\u7136\u611f\u3002<\/p>\n\n\n\n<p>\u8bbe\u60f3\u4e00\u4e2a\u573a\u666f\uff1a\u4f60\u95ee\u8bed\u97f3\u52a9\u624b\u300c\u8fd9\u4efd\u7814\u7a76\u62a5\u544a\u7684\u7ed3\u8bba\u53ef\u9760\u5417\uff1f\u300d\u3002\u5982\u679c\u6a21\u578b\u6c89\u9ed8\u5341\u79d2\u624d\u7ed9\u51fa\u8bed\u97f3\u7684\u56de\u590d\uff0c\u5219\u5b8c\u5168\u5931\u53bb\u5bf9\u8bdd\u7684\u4f53\u9a8c\uff1b\u82e5\u5b83\u7acb\u523b\u56de\u7b54\uff0c\u4f46\u63a8\u7406\u7f3a\u4e4f\u6df1\u5ea6\uff0c\u53c8\u5bb9\u6613\u663e\u5f97\u8868\u9762\u5316\u3002\u95ee\u9898\u5728\u4e8e\uff1a<strong>\u8981\u4e48\u5f97\u5230\u4e00\u4e2a\u300c\u5f3a\u5927\u4f46\u53cd\u5e94\u8fdf\u949d\u300d\u7684\u52a9\u624b\uff0c\u8981\u4e48\u5f97\u5230\u4e00\u4e2a\u300c\u8fc5\u901f\u4f46\u601d\u7ef4\u7b80\u5355\u300d\u7684\u52a9\u624b<\/strong>\u3002\u9c7c\u4e0e\u718a\u638c\uff0c\u4f3c\u4e4e\u4e0d\u53ef\u517c\u5f97\u3002<\/p>\n\n\n\n<p>\u57fa\u4e8e\u8fd9\u4e00\u6311\u6218\uff0c\u6211\u4eec\u63d0\u51fa\u4e86 Mini-Omni-Reasoner\u2014\u2014\u4e00\u79cd\u4e13\u4e3a\u5bf9\u8bdd\u573a\u666f\u6253\u9020\u7684\u5b9e\u65f6\u63a8\u7406\u65b0\u8303\u5f0f\u3002\u5b83\u901a\u8fc7\u300cThinking-in-Speaking\u300d\u5b9e\u73b0\u8fb9\u601d\u8003\u8fb9\u8868\u8fbe\uff0c\u65e2\u80fd\u5b9e\u65f6\u53cd\u9988\u3001\u8f93\u51fa\u81ea\u7136\u6d41\u7545\u7684\u8bed\u97f3\u5185\u5bb9\uff0c\u53c8\u80fd\u4fdd\u6301\u9ad8\u8d28\u91cf\u4e14\u53ef\u89e3\u91ca\u7684\u63a8\u7406\u8fc7\u7a0b\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u8bba\u6587\u6807\u9898<\/strong>\uff1aMINI-OMNI-REASONER: TOKEN-LEVEL THINKING-IN-SPEAKING IN LARGE SPEECH MODELS<\/li>\n\n\n\n<li><strong>\u8bba\u6587\u94fe\u63a5<\/strong>\uff1ahttps:\/\/arxiv.org\/pdf\/2508.15827<\/li>\n\n\n\n<li><strong>\u9879\u76ee\u4e3b\u9875<\/strong>\uff1ahttps:\/\/github.com\/xzf-thu\/Mini-Omni-Reasoner<\/li>\n<\/ul>\n\n\n\n<p><strong>Mini-Omni-Reasoner\uff1a\u8fb9\u601d\u8003\uff0c\u8fb9\u8868\u8fbe<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"533\" src=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-632-1024x533.jpg\" alt=\"\" class=\"wp-image-1555\" srcset=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-632-1024x533.jpg 1024w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-632-300x156.jpg 300w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-632-768x400.jpg 768w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-632.jpg 1108w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u8ba9\u6211\u4eec\u6682\u65f6\u628a\u89c6\u89d2\u653e\u56de\u4eba\u7c7b\u81ea\u5df1\u3002\u5f53\u4e00\u4e2a\u4eba\u9762\u5bf9\u590d\u6742\u95ee\u9898\u65f6\uff0c\u5f80\u5f80\u4e0d\u662f\u300c\u60f3\u5b8c\u518d\u8bf4\u300d\uff0c\u800c\u662f\u300c\u8fb9\u8bf4\u8fb9\u60f3\u300d\u3002\u5f53\u88ab\u95ee\u5230\u300c\u5982\u4f55\u7406\u89e3\u4eba\u5de5\u667a\u80fd\u7684\u672a\u6765\u300d\u65f6\uff0c\u5927\u591a\u6570\u4eba\u4e0d\u4f1a\u5148\u9ed8\u9ed8\u63a8\u7406\u6570\u5206\u949f\u518d\u5b8c\u6574\u8f93\u51fa\u7ed3\u8bba\uff0c\u800c\u662f\u4f1a\u8fb9\u601d\u8003\u8fb9\u7ec4\u7ec7\u8bed\u8a00\uff1a\u300c\u8fd9\u4e2a\u95ee\u9898\u633a\u590d\u6742\u7684\u2026\u2026\u6211\u89c9\u5f97\u53ef\u4ee5\u4ece\u6280\u672f\u548c\u793e\u4f1a\u4e24\u4e2a\u5c42\u9762\u6765\u770b\u2026\u2026\u300d<\/p>\n\n\n\n<p>Mini-Omni-Reasoner \u6b63\u662f\u53d7\u5230\u8fd9\u4e00\u542f\u53d1\uff0c\u63a2\u7d22\u300c\u8fb9\u601d\u8003\uff0c\u8fb9\u8868\u8fbe\u300d\u7684\u65b0\u8303\u5f0f\u3002\u5b83\u5141\u8bb8\u6a21\u578b\u5728\u751f\u6210\u56de\u7b54\u7684\u540c\u65f6\u8fdb\u884c\u5185\u90e8\u63a8\u7406\uff0c\u5b9e\u73b0<strong>&nbsp;token \u7ea7\u522b\u7684\u601d\u7ef4\u6d41\u4e0e\u8f93\u51fa\u6d41\u4ea4\u66ff\u751f\u6210<\/strong>\u3002\u8fd9\u6837\u65e2\u80fd\u4fdd\u7559\u903b\u8f91\u6df1\u5ea6\u4e0e\u53ef\u89e3\u91ca\u6027\uff0c\u53c8\u80fd\u63d0\u4f9b\u81ea\u7136\u3001\u4f4e\u5ef6\u8fdf\u7684\u4ea4\u4e92\u4f53\u9a8c\u3002<\/p>\n\n\n\n<p><strong>\u300c\u4e00\u5fc3\u4e8c\u7528\u300d\u2014\u2014\u5982\u4f55\u5728\u5927\u6a21\u578b\u4e2d\u5b9e\u73b0\uff1f<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"589\" src=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-630-1024x589.jpg\" alt=\"\" class=\"wp-image-1553\" srcset=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-630-1024x589.jpg 1024w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-630-300x172.jpg 300w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-630-768x442.jpg 768w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-630.jpg 1108w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p><strong>\u300cThinking-in-Speaking\u300d\u63a8\u7406\u8303\u5f0f<\/strong>\uff1a\u4f20\u7edf\u63a8\u7406\u6a21\u578b\u9075\u5faa\u300cthinking-before-speaking\u300d\u8def\u7ebf\uff1a\u5148\u5b8c\u6574\u751f\u6210\u63a8\u7406\u94fe\uff0c\u518d\u4e00\u6b21\u6027\u7ed9\u51fa\u7b54\u6848\u3002\u903b\u8f91\u867d\u5b8c\u6574\uff0c\u4f46\u4ea4\u4e92\u6027\u5dee\uff0c\u7528\u6237\u5fc5\u987b\u7b49\u5f85\u8f83\u957f\u65f6\u95f4\u3002\u5c24\u5176\u5728\u8bed\u97f3\u4ea4\u4e92\u573a\u666f\u4e0b\uff0c\u8fd9\u79cd\u957f\u65f6\u95f4\u7684\u505c\u987f\u6781\u5927\u524a\u5f31\u4e86\u4f7f\u7528\u4f53\u9a8c\u3002<\/p>\n\n\n\n<p>Mini-Omni-Reasoner \u63d0\u51fa\u7684\u5219\u662f\u300cthinking-in-speaking\u300d\u8303\u5f0f\u3002\u6a21\u578b\u5728\u751f\u6210\u8fc7\u7a0b\u4e2d\u540c\u65f6\u7ef4\u62a4\u4e24\u6761\u6d41\uff1a<strong>\u56de\u7b54\u6d41<\/strong>\uff08response stream\uff09\u548c<strong>\u63a8\u7406\u6d41<\/strong>\uff08reasoning stream\uff09\u3002\u4e8c\u8005\u50cf\u4e24\u652f\u4ea4\u9519\u524d\u8fdb\u7684\u961f\u4f0d\uff0c\u4e00\u8fb9\u8f93\u51fa\u7528\u6237\u53ef\u542c\u5230\u7684\u56de\u7b54\uff0c\u4e00\u8fb9\u5728\u540e\u53f0\u7ee7\u7eed\u8fdb\u884c\u903b\u8f91\u6f14\u7b97\u3002<\/p>\n\n\n\n<p>\u901a\u4fd7\u7406\u89e3\u4e3a\uff1a\u6a21\u578b\u5faa\u73af\u8f93\u51fa&nbsp;<strong>p <\/strong><strong>\u4e2a\u56de\u7b54 token + q \u4e2a\u63a8\u7406 token<\/strong>\uff0c\u76f4\u5230\u5b8c\u6210\u4efb\u52a1\u3002\u7528\u6237\u611f\u53d7\u5230\u7684\u662f\u81ea\u7136\u3001\u51e0\u4e4e\u65e0\u505c\u987f\u7684\u5bf9\u8bdd\uff0c\u800c\u6a21\u578b\u5728\u5185\u90e8\u59cb\u7ec8\u7ef4\u6301\u4e25\u8c28\u7684\u63a8\u7406\u94fe\u3002\u6574\u4e2a\u63a8\u7406\u8fc7\u7a0b\u5982\u4e0b\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"96\" src=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-628-1024x96.jpg\" alt=\"\" class=\"wp-image-1551\" srcset=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-628-1024x96.jpg 1024w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-628-300x28.jpg 300w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-628-768x72.jpg 768w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-628.jpg 1108w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u8fd9\u79cd\u673a\u5236\u7a81\u7834\u4e86\u300c\u8981\u4e48\u5feb\uff0c\u8981\u4e48\u51c6\u300d\u7684\u4e8c\u5143\u56f0\u5883\uff0c\u8ba9\u300c\u4f1a\u60f3\u3001\u4f1a\u8bf4\u300d\u771f\u6b63\u6210\u4e3a\u53ef\u80fd\u3002<\/p>\n\n\n\n<p><strong>\u6a21\u578b\u67b6\u6784<\/strong>\uff1aMini-Omni-Reasoner \u91c7\u7528\u4e86&nbsp;<strong>Thinker-Talker<\/strong>&nbsp;\u67b6\u6784\uff0c\u50cf\u4e00\u5bf9\u5206\u5de5\u660e\u786e\u7684\u642d\u6863\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Thinker\uff1a\u5927\u8111\u62c5\u5f53\uff0c\u8d1f\u8d23\u8bed\u97f3\u7406\u89e3\u548c\u903b\u8f91\u63a8\u7406\uff0c\u4ea4\u66ff\u4ea7\u51fa\u56de\u7b54 token \u548c\u63a8\u7406 token\u3002\u5185\u90e8\u7ed3\u6784\u662f\u300c\u97f3\u9891\u7f16\u7801\u5668 + \u5927\u6a21\u578b\u300d\u3002<\/li>\n\n\n\n<li>Talker\uff1a\u5634\u5df4\u62c5\u5f53\uff0c\u53ea\u8d1f\u8d23\u628a\u56de\u7b54 token \u53d8\u6210\u8bed\u97f3\uff0c\u800c\u5bf9\u63a8\u7406 token \u4fdd\u6301\u6c89\u9ed8\uff0c\u786e\u4fdd\u8f93\u51fa\u59cb\u7ec8\u7b80\u6d01\u3001\u81ea\u7136\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u8fd9\u79cd\u89e3\u8026\u65b9\u5f0f\u7684\u597d\u5904\u5f88\u76f4\u89c2\uff1aThinker \u5168\u529b\u641e\u903b\u8f91\uff0cTalker \u4e13\u5fc3\u641e\u5bf9\u8bdd\uff0c\u8c01\u4e5f\u4e0d\u5206\u5fc3\u3002<\/p>\n\n\n\n<p><strong>2:8 Token \u4ea4\u66ff\u8bbe\u8ba1<\/strong>\uff1a\u6211\u4eec\u6700\u7ec8\u9009\u62e9\u4e86<strong>&nbsp;2:8 \u7684\u56de\u7b54\u2013\u63a8\u7406 token \u6bd4\u4f8b<\/strong>\uff0c\u80cc\u540e\u6709\u51e0\u5c42\u8003\u91cf\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u63a8\u7406\u6bd4\u4f8b\u66f4\u9ad8 \u2192 \u601d\u7ef4\u66f4\u5b8c\u6574\uff0c\u4f46\u53ef\u80fd\u53cd\u5e94\u592a\u6162\uff0c\u5b9e\u65f6\u6027\u5dee\u3002<\/li>\n\n\n\n<li>\u56de\u7b54\u6bd4\u4f8b\u66f4\u9ad8 \u2192 \u8bf4\u5f97\u5feb\uff0c\u4f46\u5bb9\u6613\u300c\u8bf4\u8fc7\u5934\u300d\uff0c\u903b\u8f91\u6ca1\u8ddf\u4e0a\uff0c\u751a\u81f3\u4ea7\u751f\u5e7b\u89c9\u3002<\/li>\n\n\n\n<li>Chunk \u8fc7\u957f \u2192 \u4e0d\u7ba1\u662f\u5168\u63a8\u7406\u8fd8\u662f\u5168\u56de\u7b54\uff0c\u90fd\u4f1a\u5e26\u6765\u5ef6\u8fdf\u6216\u8d28\u91cf\u95ee\u9898\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u7ed3\u5408\u5b9e\u9a8c\u7ed3\u679c\uff0c\u6211\u4eec\u53d1\u73b0\u63a8\u7406\u94fe\u957f\u5ea6\u5927\u7ea6\u662f\u56de\u7b54\u7684 2\uff5e3 \u500d\uff0c\u56e0\u6b64 2:8 \u662f\u4e00\u4e2a\u5e73\u8861\u70b9\uff1a\u65e2\u4fdd\u8bc1\u63a8\u7406\u6df1\u5ea6\uff0c\u53c8\u80fd\u4fdd\u6301\u5b9e\u65f6\u8bed\u97f3\u5408\u6210\u7684\u6d41\u7545\u6027\u3002\u6bd4\u5982\uff0c\u5f53\u6a21\u578b\u6bcf\u79d2\u751f\u6210 50 token\uff0c\u5c31\u80fd\u7ed9\u7528\u6237\u5e26\u6765 10 \u4e2a\u56de\u7b54 token\u2014\u2014\u5bf9\u5b9e\u65f6\u5bf9\u8bdd\u6765\u8bf4\u5df2\u7ecf\u975e\u5e38\u5145\u88d5\u3002<\/p>\n\n\n\n<p><strong>\u300c\u70b9\u77f3\u6210\u91d1\u300d\u2014\u2014\u56db\u9636\u6bb5\u6570\u636e\u5408\u6210\u7ba1\u7ebf<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"448\" src=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-633-1024x448.jpg\" alt=\"\" class=\"wp-image-1556\" srcset=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-633-1024x448.jpg 1024w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-633-300x131.jpg 300w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-633-768x336.jpg 768w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-633.jpg 1108w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u4ec5\u6709\u67b6\u6784\u8fd8\u4e0d\u591f\uff0c\u8981\u771f\u6b63\u638c\u63e1\u300c\u8fb9\u601d\u8003\u8fb9\u8868\u8fbe\u300d\uff0c\u8fd8\u9700\u8981\u7cbe\u5fc3\u8bbe\u8ba1\u7684\u6570\u636e\u4e0e\u8bad\u7ec3\u6d41\u7a0b\u3002\u4e3a\u6b64\uff0c\u6211\u4eec\u6784\u5efa\u4e86&nbsp;<strong>Spoken-Math-Problems-3M<\/strong>&nbsp;\u6570\u636e\u96c6\uff0c\u5e76\u8bbe\u8ba1\u4e86\u4e25\u8c28\u7684\u6570\u636e\u7ba1\u7ebf\u3002<\/p>\n\n\n\n<p>\u5728\u6570\u636e\u6784\u5efa\u4e2d\uff0c\u6211\u4eec\u9762\u4e34\u4e00\u4e2a\u6838\u5fc3\u6311\u6218\u2014\u2014\u89e3\u51b3**\u300c\u903b\u8f91\u9519\u4f4d\u300d\uff08Anticipation Drift\uff09**\u95ee\u9898\u3002\u5373\u5982\u4f55\u9632\u6b62\u6a21\u578b\u5728\u56de\u7b54\u65f6\u300c\u62a2\u8dd1\u300d\uff0c\u8bf4\u51fa\u63a8\u7406\u6d41\u4e2d\u5c1a\u672a\u5f97\u51fa\u7684\u7ed3\u8bba\u3002\u6211\u4eec\u4e3a\u6b64\u8bbe\u8ba1\u4e86\u4e24\u5927\u6838\u5fc3\u7b56\u7565\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u5f02\u6b65\u63a8\u7406\u673a\u5236<\/strong>\uff1a\u6211\u4eec\u5728\u6570\u636e\u5c42\u9762\u300c\u6559\u4f1a\u300d\u6a21\u578b\u4e00\u79cd\u65b0\u7684\u8bf4\u8bdd\u827a\u672f\u3002\u5728\u56de\u7b54\u6d41\u4e2d\uff0c\u5148\u8bf4\u4e00\u4e9b\u300c\u94fa\u57ab\u8bed\u5883\u300d\u7684\u8bdd\uff0c\u4e3a\u540e\u7eed\u7684\u63a8\u7406\u4e89\u53d6\u65f6\u95f4\uff1b\u800c\u5728\u63a8\u7406\u6d41\u4e2d\uff0c\u5219\u8981\u6c42\u6a21\u578b\u300c\u5f00\u95e8\u89c1\u5c71\u300d\uff0c\u76f4\u5954\u4e3b\u9898\uff0c\u4e0d\u8bb2\u5e9f\u8bdd\u3002<\/li>\n\n\n\n<li><strong>\u53cd\u5e8f\u5217\u5316\u9a8c\u8bc1<\/strong>\uff1a\u6211\u4eec\u50cf\u4e00\u4f4d\u4e25\u683c\u7684\u8003\u5b98\uff0c\u5c06\u6240\u6709\u4ea4\u9519\u7684 token \u91cd\u65b0\u7ec4\u5408\u6210\u81ea\u7136\u8bed\u8a00\u6587\u672c\uff0c\u7136\u540e\u5229\u7528\u5f3a\u5927\u7684 GPT \u6a21\u578b\u8fdb\u884c\u8bed\u4e49\u548c\u65f6\u95f4\u4e00\u81f4\u6027\u68c0\u67e5\uff0c\u5254\u9664\u6240\u6709\u903b\u8f91\u4e0d\u8fde\u8d2f\u6216\u5b58\u5728\u300c\u8d85\u8d8a\u300d\u73b0\u8c61\u7684\u4e0d\u5408\u683c\u6837\u672c\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u901a\u8fc7\u4e0a\u56fe\u4e2d\u7684\u56db\u9636\u6bb5\u6570\u636e\u7ba1\u7ebf\uff0c\u6211\u4eec\u4e3a Mini-Omni-Reasoner \u63d0\u4f9b\u4e86\u8d85\u8fc7\u767e\u4e07\u4efd\u9ad8\u8d28\u91cf\u7684\u8bad\u7ec3\u6570\u636e\u3002<\/p>\n\n\n\n<p><strong>\u300c\u767e\u70bc\u6210\u94a2\u300d\u2014\u2014\u4e94\u9636\u6bb5\u8bad\u7ec3\u65b9\u6cd5<\/strong><\/p>\n\n\n\n<p>\u8bad\u7ec3 Mini-Omni-Reasoner \u9700\u8981\u4e00\u4e2a\u7cbe\u5fc3\u8bbe\u8ba1\u7684\u4e94\u9636\u6bb5\u7ba1\u7ebf\uff0c\u56e0\u4e3a\u6a21\u578b\u4e0d\u4ec5\u5f15\u5165\u4e86\u5b9a\u5236\u5316\u67b6\u6784\uff0c\u8fd8\u91c7\u7528\u4e86\u5168\u65b0\u7684\u8f93\u51fa\u5f62\u5f0f\u3002\u4e3a\u4e86\u786e\u4fdd\u7a33\u5b9a\u6536\u655b\u5e76\u6709\u6548\u5c06\u6587\u672c\u63a8\u7406\u80fd\u529b\u8fc1\u79fb\u5230\u8bed\u97f3\uff0c\u6211\u4eec\u5c06\u8bad\u7ec3\u8fc7\u7a0b\u5206\u89e3\u4e3a\u4e94\u4e2a\u9010\u6b65\u9012\u8fdb\u7684\u9636\u6bb5\uff0c\u603b\u4f53\u601d\u8def\u4e3a\u5148\u5728\u6587\u672c\u6a21\u6001\u4e2d\u4fdd\u6301\u6216\u589e\u5f3a\u63a8\u7406\u80fd\u529b\uff0c\u518d\u5c06\u5176\u4e0e\u8bed\u97f3\u6a21\u6001\u5bf9\u9f50\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u5bf9\u9f50\u8bad\u7ec3<\/strong>\uff1a\u6211\u4eec\u4ece Qwen2.5-Omni-3B \u521d\u59cb\u5316\u6a21\u578b\uff0c\u89e3\u51b3\u67b6\u6784\u4e0d\u517c\u5bb9\u95ee\u9898\uff0c\u5e76\u5148\u53ea\u5fae\u8c03\u97f3\u9891\u9002\u914d\u5668\uff0c\u4f7f\u7528\u8bed\u97f3\u95ee\u7b54\u548c\u5bf9\u8bdd\u6570\u636e\u6865\u63a5\u8bed\u97f3\u7f16\u7801\u5668\u4e0e LLM \u4e3b\u5e72\u7684\u63a5\u53e3\uff0c\u7136\u540e\u89e3\u51bb\u9664\u97f3\u9891\u7f16\u7801\u5668\u5916\u7684\u6240\u6709\u6a21\u5757\uff0c\u9002\u5e94\u65b0\u52a0\u5165\u7684\u7279\u6b8a token\uff0c\u786e\u4fdd\u6a21\u578b\u5728\u5b9a\u5236\u5316 token \u683c\u5f0f\u4e0b\u65e0\u7f1d\u5de5\u4f5c\u3002<\/li>\n\n\n\n<li><strong>\u6df7\u5408\u6570\u5b66\u9884\u8bad\u7ec3<\/strong>\uff1a\u5728\u6a21\u578b\u5bf9\u9f50\u540e\uff0c\u6211\u4eec\u589e\u5f3a\u5176\u6570\u5b66\u63a8\u7406\u80fd\u529b\uff0c\u4f7f\u7528\u6807\u51c6\u7684\u300c\u5148\u63a8\u7406\u518d\u8bf4\u8bdd\u300d\u6570\u636e\u96c6\uff08\u5305\u62ec\u6587\u672c\u548c\u8bed\u97f3\u5f62\u5f0f\uff09\u8fdb\u884c\u9884\u8bad\u7ec3\uff0c\u786e\u4fdd\u5728\u5f15\u5165 token \u7ea7\u4ea4\u9519\u751f\u6210\u4e4b\u524d\u5177\u5907\u624e\u5b9e\u7684\u63a8\u7406\u80fd\u529b\u548c\u6570\u636e\u5bf9\u9f50\u3002<\/li>\n\n\n\n<li><strong>\u6587\u672c thinking-in-speaking \u8bad\u7ec3<\/strong>\uff1a\u5728\u6587\u672c\u6a21\u6001\u4e2d\u8bad\u7ec3\u6a21\u578b\u4ea4\u66ff\u751f\u6210\u63a8\u7406 token \u548c\u56de\u5e94 token\uff0c\u4ec5\u66f4\u65b0\u8bed\u8a00\u6a21\u578b\u53c2\u6570\uff0c\u4e13\u6ce8\u4e8e\u638c\u63e1\u4ea4\u9519\u63a8\u7406-\u56de\u5e94\u7ed3\u6784\uff0c\u4e0d\u6d89\u53ca\u8bed\u97f3\u53d8\u5316\u3002<\/li>\n\n\n\n<li><strong>\u8bed\u97f3 thinking-in-speaking \u8bad\u7ec3<\/strong>\uff1a\u5c06\u8f93\u5165\u66ff\u6362\u4e3a\u8bed\u97f3\uff0c\u4ec5\u5fae\u8c03\u97f3\u9891\u7f16\u7801\u5668\uff0c\u4fdd\u6301 LLM \u56fa\u5b9a\uff0c\u4f7f\u6a21\u578b\u80fd\u591f\u5728\u8bed\u97f3\u6761\u4ef6\u4e0b\u4fdd\u6301\u63a8\u7406\u589e\u5f3a\u7684\u751f\u6210\u65b9\u5f0f\uff0c\u5b9e\u73b0\u63a8\u7406\u8303\u5f0f\u5728\u6a21\u6001\u95f4\u7684\u8fc1\u79fb\u3002<\/li>\n\n\n\n<li><strong>Talker \u8bad\u7ec3<\/strong>\uff1a\u6700\u7ec8\u9636\u6bb5\u8bad\u7ec3\u8bf4\u8bdd\u6a21\u5757\uff0c\u5b9e\u73b0\u6d41\u7545\u81ea\u7136\u7684\u8bed\u97f3\u751f\u6210\uff0c\u6574\u4e2a Thinker \u7ec4\u4ef6\u51bb\u7ed3\uff0c\u4ec5\u8bad\u7ec3 Talker \u4ee5\u5c06\u4ea4\u9519\u8f93\u51fa\u8f6c\u6362\u4e3a\u8bed\u97f3\uff0c\u540c\u65f6\u4fdd\u7559\u524d\u9762\u9636\u6bb5\u5efa\u7acb\u7684\u903b\u8f91\u57fa\u7840\u548c\u63a8\u7406\u80fd\u529b\u3002<\/li>\n<\/ul>\n\n\n\n<p><strong>\u300c\u771f\u91d1\u706b\u70bc\u300d\u2014\u2014\u5b9e\u9a8c\u6570\u636e\u4e0e\u6848\u4f8b\u5206\u6790<\/strong><\/p>\n\n\n\n<p>\u4e3a\u4e86\u9a8c\u8bc1 Mini-Omni-Reasoner \u7684\u6709\u6548\u6027\uff0c\u6211\u4eec\u5728 Spoken-MQA \u6570\u636e\u96c6\u4e0a\u6d4b\u8bd5\u4e86\u6a21\u578b\u4e0e\u591a\u79cd\u4e0d\u540c\u7c7b\u578b\u65b9\u6cd5\u7684\u5bf9\u6bd4\uff0c\u6a21\u578b\u76f8\u6bd4\u4e8e\u57fa\u5ea7\u6a21\u578b Qwen2.5-Omni-3B \u6709\u660e\u663e\u7684\u6027\u80fd\u63d0\u5347\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"331\" src=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-631-1024x331.jpg\" alt=\"\" class=\"wp-image-1554\" srcset=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-631-1024x331.jpg 1024w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-631-300x97.jpg 300w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-631-768x248.jpg 768w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-631.jpg 1108w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u4e3a\u4e86\u8fdb\u4e00\u6b65\u5c55\u73b0 Mini-Omni-Reasoner \u4e0e\u4f20\u7edf\u7684\u5bf9\u8bdd\u6a21\u578b\u548c\u57fa\u7840\u6a21\u578b Qwen2.5-Omni \u6a21\u578b\u7684\u533a\u522b\uff0c\u6211\u4eec\u5206\u6790\u4e86\u9488\u5bf9\u540c\u6837\u95ee\u9898\u4e0d\u540c\u6a21\u578b\u7684\u56de\u7b54\u7ed3\u679c\uff1a\u5b9e\u9a8c\u8bc1\u660e\u300cThinking-in-Speaking\u300d\u65b9\u6cd5\u53ef\u4ee5\u6709\u6548\u5730\u5728\u4fdd\u6301\u56de\u590d\u5185\u5bb9\u81ea\u7136\u7b80\u6d01\u7684\u60c5\u51b5\u4e0b\u4fdd\u6301\u9ad8\u8d28\u91cf\u7684\u63a8\u7406\u8fc7\u7a0b\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"950\" height=\"1024\" src=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-634-950x1024.jpg\" alt=\"\" class=\"wp-image-1557\" srcset=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-634-950x1024.jpg 950w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-634-278x300.jpg 278w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-634-768x828.jpg 768w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-634.jpg 1108w\" sizes=\"auto, (max-width: 950px) 100vw, 950px\" \/><\/figure>\n\n\n\n<p><strong>&nbsp;\u603b\u7ed3<\/strong><\/p>\n\n\n\n<p>\u5f53\u4e0b\uff0c\u5927\u6a21\u578b\u7684\u63a8\u7406\u80fd\u529b\u5df2\u9010\u6e10\u6210\u4e3a\u89e3\u51b3\u590d\u6742\u95ee\u9898\u7684\u6838\u5fc3\u9a71\u52a8\u529b\u3002\u4f46\u9057\u61be\u7684\u662f\uff0c\u8fd9\u4e00\u80fd\u529b\u5728\u5bf9\u8bdd\u7cfb\u7edf\u4e2d\u4ecd\u672a\u88ab\u771f\u6b63\u91ca\u653e\u3002\u4e3a\u6b64\uff0c\u6211\u4eec\u63d0\u51fa\u4e86&nbsp;<strong>Mini-Omni-Reasoner<\/strong>\u2014\u2014\u4e00\u6b21\u65e9\u671f\u7684\u5c1d\u8bd5\u3002\u8bda\u7136\uff0c\u5b83\u8ddd\u79bb\u6210\u719f\u5e94\u7528\u8fd8\u6709\u5f88\u957f\u7684\u8def\u8981\u8d70\uff0c\u4f46\u300cthinking-in-speaking\u300d\u7684\u5b9e\u65f6\u63a8\u7406\u673a\u5236\uff0c\u6211\u4eec\u76f8\u4fe1\u6b63\u662f\u5bf9\u8bdd\u6a21\u578b\u8fc8\u5411\u590d\u6742\u95ee\u9898\u89e3\u51b3\u7684\u5fc5\u7ecf\u4e4b\u8def\u3002<\/p>\n\n\n\n<p>\u5c55\u671b\u672a\u6765\uff0c\u6211\u4eec\u8ba4\u4e3a\u81f3\u5c11\u6709\u51e0\u4e2a\u503c\u5f97\u6df1\u5165\u63a2\u7d22\u7684\u65b9\u5411\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5982\u4f55\u79d1\u5b66\u5730\u8bc4\u6d4b\u6a21\u578b\u5728<strong>\u901a\u7528\u95ee\u9898<\/strong>\u4e0a\u7684\u63a8\u7406\u589e\u76ca\uff0c\u5982\u300c\u4eba\u751f\u7684\u610f\u4e49\u662f\u4ec0\u4e48\u300d\uff1b<\/li>\n\n\n\n<li>\u5982\u4f55\u8ba9\u5bf9\u8bdd\u6a21\u578b<strong>\u81ea\u4e3b\u51b3\u5b9a<\/strong>\u4f55\u65f6\u9700\u8981\u300c\u601d\u8003\u300d\uff1b<\/li>\n\n\n\n<li>\u5982\u4f55\u7a81\u7834\u56fa\u5b9a\u6bd4\u4f8b\u751f\u6210\uff0c\u63a2\u7d22\u66f4<strong>\u7075\u6d3b\u591a\u6837<\/strong>\u7684\u601d\u7ef4\u8303\u5f0f\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u603b\u7684\u6765\u8bf4\uff0cMini-Omni-Reasoner \u5e76\u975e\u7ec8\u70b9\uff0c\u800c\u662f\u4e00\u4e2a\u8d77\u70b9\u3002\u6211\u4eec\u66f4\u5e0c\u671b\u5b83\u80fd\u6210\u4e3a\u629b\u7816\u5f15\u7389\uff0c\u5f15\u53d1\u5b66\u754c\u548c\u4ea7\u4e1a\u754c\u5bf9\u300c\u5bf9\u8bdd\u4e2d\u7684\u63a8\u7406\u80fd\u529b\u300d\u7684\u6301\u7eed\u5173\u6ce8\u4e0e\u63a2\u7d22\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u4e24\u5343\u591a\u5e74\u524d\uff0c\u5b54\u5b50\u8bf4\u8fc7\u300c\u4e09\u601d\u800c\u540e\u884c\u300d\u3002\u8fd9\u53e5\u53e4\u8001\u7bb4\u8a00\uff0c\u5176\u5b9e\u70b9\u51fa\u4e86\u4eba\u7c7b\u9762\u5bf9\u590d\u6742\u95ee\u9898\u7684\u6838\u5fc3\u667a\u6167\uff1a\u4e00\u6b65\u6b65\u63a8\u7406\uff0c\u5c42\u5c42\u62c6\u89e3\uff0c [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":1552,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[10],"tags":[],"class_list":["post-1550","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-10"],"_links":{"self":[{"href":"http:\/\/www.applicationsofllm.com\/index.php\/wp-json\/wp\/v2\/posts\/1550","targetHints":{"allow":["GET"]}}],"collection":[{"href":"http:\/\/www.applicationsofllm.com\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/www.applicationsofllm.com\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/www.applicationsofllm.com\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"http:\/\/www.applicationsofllm.com\/index.php\/wp-json\/wp\/v2\/comments?post=1550"}],"version-history":[{"count":1,"href":"http:\/\/www.applicationsofllm.com\/index.php\/wp-json\/wp\/v2\/posts\/1550\/revisions"}],"predecessor-version":[{"id":1558,"href":"http:\/\/www.applicationsofllm.com\/index.php\/wp-json\/wp\/v2\/posts\/1550\/revisions\/1558"}],"wp:featuredmedia":[{"embeddable":true,"href":"http:\/\/www.applicationsofllm.com\/index.php\/wp-json\/wp\/v2\/media\/1552"}],"wp:attachment":[{"href":"http:\/\/www.applicationsofllm.com\/index.php\/wp-json\/wp\/v2\/media?parent=1550"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/www.applicationsofllm.com\/index.php\/wp-json\/wp\/v2\/categories?post=1550"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/www.applicationsofllm.com\/index.php\/wp-json\/wp\/v2\/tags?post=1550"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}