{"id":27676,"date":"2025-07-19T11:26:12","date_gmt":"2025-07-19T03:26:12","guid":{"rendered":"http:\/\/139.9.1.231\/?p=27676"},"modified":"2025-07-19T11:26:13","modified_gmt":"2025-07-19T03:26:13","slug":"thinksound-chain-of-thought-reasoning","status":"publish","type":"post","link":"http:\/\/139.9.1.231\/index.php\/2025\/07\/19\/thinksound-chain-of-thought-reasoning\/","title":{"rendered":"ThinkSound\uff1a\u591a\u6a21\u6001\u5927\u8bed\u8a00\u6a21\u578b\u4e2d\u7684\u94fe\u5f0f\u601d\u7ef4\u63a8\u7406\uff0c\u7528\u4e8e\u97f3\u9891\u751f\u6210\u4e0e\u7f16\u8f91"},"content":{"rendered":"\n<ul class=\"has-light-pink-background-color has-background\"><li><strong><em> ThinkSound github\uff1a<a href=\"https:\/\/github.com\/FunAudioLLM\/ThinkSound\">https:\/\/github.com\/FunAudioLLM\/ThinkSound<\/a><\/em><\/strong><\/li><li><strong><em><a href=\"https:\/\/arxiv.org\/pdf\/2506.21448\">ThinkSound paper<\/a>\uff1a<a href=\"https:\/\/arxiv.org\/pdf\/2506.21448\">https:\/\/arxiv.org\/pdf\/2506.21448<\/a><\/em><\/strong><\/li><li>\ud83c\udf10&nbsp;<a href=\"https:\/\/openaitx.github.io\/view.html?user=FunAudioLLM&amp;project=ThinkSound&amp;lang=en\">English<\/a>&nbsp;|&nbsp;<a href=\"https:\/\/openaitx.github.io\/view.html?user=FunAudioLLM&amp;project=ThinkSound&amp;lang=zh-CN\">\u7b80\u4f53\u4e2d\u6587<\/a>&nbsp;|&nbsp;<a href=\"https:\/\/openaitx.github.io\/view.html?user=FunAudioLLM&amp;project=ThinkSound&amp;lang=zh-TW\">\u7e41\u9ad4\u4e2d\u6587<\/a>&nbsp;|&nbsp;<a href=\"https:\/\/openaitx.github.io\/view.html?user=FunAudioLLM&amp;project=ThinkSound&amp;lang=es\">Espa\u00f1ol<\/a>&nbsp;|&nbsp;<a href=\"https:\/\/openaitx.github.io\/view.html?user=FunAudioLLM&amp;project=ThinkSound&amp;lang=fr\">Fran\u00e7ais<\/a>&nbsp;|&nbsp;<a href=\"https:\/\/openaitx.github.io\/view.html?user=FunAudioLLM&amp;project=ThinkSound&amp;lang=ja\">\u65e5\u672c\u8a9e<\/a><\/li><\/ul>\n\n\n\n\n\n<p><strong>ThinkSound<\/strong>&nbsp;\u662f\u4e00\u4e2a\u7edf\u4e00\u7684 Any2Audio \u751f\u6210\u6846\u67b6\uff0c\u901a\u8fc7<strong>\u94fe\u5f0f\u601d\u7ef4\uff08Chain-of-Thought, CoT\uff09\u63a8\u7406\u8fdb\u884c\u6d41\u5339\u914d\u6307\u5bfc<\/strong>\u3002<\/p>\n\n\n\n<p>\u57fa\u4e8e PyTorch \u7684\u591a\u6a21\u6001\u97f3\u9891\u751f\u6210\u4e0e\u7f16\u8f91\u5b9e\u73b0\uff1a\u53ef\u57fa\u4e8e\u89c6\u9891\u3001\u6587\u672c\u3001\u97f3\u9891\u53ca\u5176\u7ec4\u5408\uff0c\u751f\u6210\u6216\u7f16\u8f91\u97f3\u9891\uff0c\u5e95\u5c42\u7531\u591a\u6a21\u6001\u5927\u8bed\u8a00\u6a21\u578b\uff08MLLMs\uff09\u9010\u6b65\u63a8\u7406\u9a71\u52a8\u3002<\/p>\n\n\n\n<p><strong>\u4e3b\u8981\u7279\u6027<\/strong>\uff1a<\/p>\n\n\n\n<ul><li><strong>Any2Audio<\/strong>\uff1a\u652f\u6301\u4efb\u610f\u6a21\u6001\uff08\u89c6\u9891\u3001\u6587\u672c\u3001\u97f3\u9891\u6216\u5176\u7ec4\u5408\uff09\u751f\u6210\u97f3\u9891\u3002<\/li><li><strong>\u89c6\u9891\u8f6c\u97f3\u9891 SOTA<\/strong>\uff1a\u5728\u591a\u4e2a V2A \u57fa\u51c6\u4e0a\u53d6\u5f97\u6700\u65b0\u6700\u4f18\u7ed3\u679c\u3002<\/li><li><strong>CoT \u9a71\u52a8\u63a8\u7406<\/strong>\uff1a\u57fa\u4e8e\u94fe\u5f0f\u601d\u7ef4\u63a8\u7406\uff0c\u5b9e\u73b0\u53ef\u7ec4\u5408\u3001\u53ef\u63a7\u7684\u97f3\u9891\u751f\u6210\u3002<\/li><li><strong>\u4ea4\u4e92\u5f0f\u9762\u5411\u5bf9\u8c61\u7f16\u8f91<\/strong>\uff1a\u901a\u8fc7\u70b9\u51fb\u89c6\u89c9\u5bf9\u8c61\u6216\u6587\u672c\u6307\u4ee4\uff0c\u7ec6\u5316\u6216\u7f16\u8f91\u7279\u5b9a\u58f0\u97f3\u4e8b\u4ef6\u3002<\/li><li><strong>\u7edf\u4e00\u6846\u67b6<\/strong>\uff1a\u5355\u4e00\u57fa\u7840\u6a21\u578b\uff0c\u652f\u6301\u751f\u6210\u3001\u7f16\u8f91\u4e0e\u4ea4\u4e92\u5f0f\u5de5\u4f5c\u6d41\u3002<\/li><\/ul>\n\n\n\n<h2>Abstract<\/h2>\n\n\n\n<p>ThinkSound <strong>\u5c06\u97f3\u9891\u751f\u6210\u4e0e\u7f16\u8f91\u5206\u4e3a\u4e09\u4e2a\u4ea4\u4e92\u5f0f\u9636\u6bb5<\/strong>\uff0c<strong>\u5747\u7531<\/strong>\u57fa\u4e8e <strong>MLLM<\/strong> \u7684<strong>\u94fe\u5f0f\u601d\u7ef4\uff08CoT\uff09\u63a8\u7406\u6307\u5bfc<\/strong>\uff1a<\/p>\n\n\n\n<ol><li><strong>\u62df\u97f3\u751f\u6210\uff08Foley Generation\uff09\uff1a<\/strong>&nbsp;\u4ece\u89c6\u9891\u751f\u6210\u57fa\u7840\u3001\u8bed\u4e49\u4e0e\u65f6\u5e8f\u5bf9\u9f50\u7684\u58f0\u666f\u3002<\/li><li><strong>\u9762\u5411\u5bf9\u8c61\u7684\u7ec6\u5316\uff1a<\/strong>&nbsp;\u901a\u8fc7\u70b9\u51fb\u6216\u9009\u62e9\u89c6\u9891\u4e2d\u7684\u5bf9\u8c61\u533a\u57df\uff0c\u5bf9\u7528\u6237\u6307\u5b9a\u5bf9\u8c61\u7684\u58f0\u97f3\u8fdb\u884c\u7ec6\u5316\u6216\u6dfb\u52a0\u3002<\/li><li><strong>\u5b9a\u5411\u97f3\u9891\u7f16\u8f91\uff1a<\/strong>&nbsp;\u4f7f\u7528\u9ad8\u7ea7\u81ea\u7136\u8bed\u8a00\u6307\u4ee4\u5bf9\u751f\u6210\u97f3\u9891\u8fdb\u884c\u4fee\u6539\u3002<\/li><\/ol>\n\n\n\n<p>\u5728\u6bcf\u4e2a\u9636\u6bb5\uff0c\u4e00\u4e2a\u591a\u6a21\u6001\u5927\u8bed\u8a00\u6a21\u578b\u90fd\u4f1a<strong>\u751f\u6210\u4e0e\u4e0a\u4e0b\u6587\u76f8\u7b26\u7684 CoT \u63a8\u7406\u5185\u5bb9<\/strong>\uff0c\u7528\u4ee5\u6307\u5bfc<strong>\u7edf\u4e00\u7684\u97f3\u9891\u57fa\u7840\u6a21\u578b<\/strong>\u3002\u6b64\u5916\uff0c\u6211\u4eec\u8fd8\u5f15\u5165\u4e86 <strong>AudioCoT<\/strong>\uff0c\u4e00\u4e2a\u5305\u542b\u7ed3\u6784\u5316\u63a8\u7406\u6807\u6ce8\u7684\u7efc\u5408\u6570\u636e\u96c6\uff0c\u7528\u4e8e\u5efa\u7acb\u89c6\u89c9\u5185\u5bb9\u3001\u6587\u672c\u63cf\u8ff0\u4e0e\u58f0\u97f3\u5408\u6210\u4e4b\u95f4\u7684\u8054\u7cfb\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"665\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/07\/image-25-1024x665.png\" alt=\"\" class=\"wp-image-27682\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/07\/image-25-1024x665.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/07\/image-25-300x195.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/07\/image-25-768x499.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/07\/image-25.png 1142w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><figcaption><strong>\u5e26\u6709\u94fe\u5f0f\u601d\u7ef4\uff08CoT\uff09\u7684 ThinkSound<\/strong>\uff1a(1) \u7531 CoT \u9a71\u52a8\u7684\u62df\u97f3\u5408\u6210\uff0c\u6355\u6349\u8bed\u4e49\u4e0e\u65f6\u95f4\u7ec6\u8282\uff1b(2) \u9762\u5411\u5bf9\u8c61\u7684\u4ea4\u4e92\u5f0f\u7cbe\u7ec6\u5316\u5904\u7406\uff0c\u5b9e\u73b0\u7528\u6237\u63a7\u5236\uff1b(3) \u6709\u9488\u5bf9\u6027\u7684\u97f3\u9891\u7f16\u8f91\u3002<\/figcaption><\/figure>\n\n\n\n<p>\u4e3a\u89c6\u9891\u751f\u6210\u771f\u5b9e\u7684\u58f0\u97f3\u4e0d\u4ec5\u4ec5\u662f\u8bc6\u522b\u7269\u4f53\uff0c\u5b83\u8fd8\u9700\u8981\u5bf9\u590d\u6742\u7684\u89c6\u89c9\u52a8\u6001\u548c\u4e0a\u4e0b\u6587\u8fdb\u884c\u63a8\u7406\uff0c\u6bd4\u5982\u5224\u65ad\u4e00\u53ea\u732b\u5934\u9e70\u662f\u5728\u9e23\u53eb\u8fd8\u662f\u5728\u62cd\u6253\u7fc5\u8180\uff0c\u8bc6\u522b\u6811\u679d\u8f7b\u5fae\u7684\u6446\u52a8\uff0c\u5e76\u5728\u4e00\u4e2a\u573a\u666f\u4e2d\u540c\u6b65\u591a\u4e2a\u58f0\u97f3\u4e8b\u4ef6\u3002<\/p>\n\n\n\n<p><strong>ThinkSound<\/strong>\u2014\u2014\u5728\u6280\u672f\u4e0a\uff0c\u63d0\u51fa\u4e86\u4e09\u4e2a\u5173\u952e\u521b\u65b0\uff1a<\/p>\n\n\n\n<ul><li>a) \u5bf9 MLLM \u8fdb\u884c AudioCoT \u5fae\u8c03\uff0c\u4f7f\u5176\u80fd\u751f\u6210\u7ed3\u6784\u5316\u3001\u9762\u5411\u97f3\u9891\u7684\u63a8\u7406\u94fe\uff0c\u660e\u786e\u6355\u6349\u65f6\u95f4\u4f9d\u8d56\u5173\u7cfb\u3001\u58f0\u5b66\u5c5e\u6027\u4e0e\u590d\u6742\u97f3\u9891\u4e8b\u4ef6\u7684\u5206\u89e3\u8fc7\u7a0b\uff1b<\/li><li>b) \u8bbe\u8ba1\u4e86\u4e00\u4e2a<strong>\u57fa\u4e8e flow matching \u7684\u7edf\u4e00\u97f3\u9891\u57fa\u7840\u6a21\u578b\uff0c\u652f\u6301\u6240\u6709\u4e09\u4e2a\u9636\u6bb5<\/strong>\uff0c\u80fd\u591f\u4ece\u4efb\u610f\u7ec4\u5408\u7684\u8f93\u5165\u6a21\u6001\uff08\u89c6\u9891\u3001\u6587\u672c\u3001\u97f3\u9891\uff09\u4e2d\u5408\u6210\u9ad8\u4fdd\u771f\u97f3\u9891\u3002\u8be5\u6a21\u578b\u76f4\u63a5\u53d7\u76ca\u4e8e MLLM \u63d0\u4f9b\u7684\u7ec6\u81f4 CoT \u63a8\u7406\uff0c\u5c06\u590d\u6742\u97f3\u9891\u573a\u666f\u5206\u89e3\u4e3a\u53ef\u63a7\u7ec4\u4ef6\uff0c\u5728\u4fdd\u8bc1\u6574\u4f53\u8fde\u8d2f\u6027\u7684\u540c\u65f6\u5b9e\u73b0\u91cd\u70b9\u58f0\u97f3\u4e8b\u4ef6\u7684\u7cbe\u786e\u5408\u6210\uff1b<\/li><li>c) \u5f15\u5165\u4e86\u4e00\u4e2a\u65b0\u9896\u7684<strong>\u57fa\u4e8e\u70b9\u51fb\u7684\u4ea4\u4e92\u754c\u9762<\/strong>\uff0c\u4f7f\u7528\u6237\u80fd\u591f\u9009\u62e9\u7279\u5b9a\u89c6\u89c9\u5bf9\u8c61\u8fdb\u884c\u97f3\u9891\u7cbe\u4fee\uff0cCoT \u63a8\u7406\u673a\u5236\u5c06\u89c6\u89c9\u5173\u6ce8\u8f6c\u5316\u4e3a\u8bed\u5883\u5408\u7406\u7684\u58f0\u97f3\u5408\u6210\u8fc7\u7a0b\u3002<\/li><\/ul>\n\n\n\n<h2>AudioCoT Dataset for CoT-Guided Generation and Editing<\/h2>\n\n\n\n<h3>Multimodal Data Sources<\/h3>\n\n\n\n<p>AudioCoT \u6570\u636e\u96c6\u5305\u542b\u89c6\u9891-\u97f3\u9891\u548c\u97f3\u9891-\u6587\u672c\u5bf9\u3002\u5bf9\u4e8e\u89c6\u9891-\u97f3\u9891\u6570\u636e\uff0c\u6211\u4eec\u5229\u7528 VGGSound\u00a0\u548c AudioSet\u4e2d\u7cbe\u9009\u7684\u975e\u8bed\u97f3\u5b50\u96c6\uff0c\u4ee5\u786e\u4fdd\u5e7f\u6cdb\u8986\u76d6\u73b0\u5b9e\u4e16\u754c\u7684\u89c6\u542c\u4e8b\u4ef6\u3002\u5bf9\u4e8e\u97f3\u9891-\u6587\u672c\u6570\u636e\uff0c\u6211\u4eec\u805a\u5408\u4e86\u6765\u81ea AudioSet-SL\u00a0\u3001Freesound\u00a0\u3001AudioCaps\u548c BBC Sound Effects\u6570\u636e\u5bf9\uff0c\u4ece\u800c\u6784\u5efa\u4e86\u4e00\u4e2a\u7528\u4e8e\u8bad\u7ec3\u591a\u6a21\u6001\u6a21\u578b\u7684\u591a\u6837\u5316\u4e14\u5177\u6709\u4ee3\u8868\u6027\u7684\u8bed\u6599\u5e93\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"849\" height=\"331\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/07\/image-35.png\" alt=\"\" class=\"wp-image-27762\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/07\/image-35.png 849w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/07\/image-35-300x117.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/07\/image-35-768x299.png 768w\" sizes=\"(max-width: 849px) 100vw, 849px\" \/><\/figure>\n\n\n\n<p>\u9996\u5148\u79fb\u9664\u9759\u9ed8\u7684\u97f3\u9891-\u89c6\u9891\u7247\u6bb5\uff0c\u4ec5\u4fdd\u7559\u542b\u6709\u6548\u5185\u5bb9\u7684\u7d20\u6750\u3002\u9488\u5bf9AudioSet\u5b50\u96c6\uff0c\u6839\u636e\u6807\u7b7e\u4fe1\u606f\u8fdb\u4e00\u6b65\u5254\u9664\u4e86\u542b\u6709\u4eba\u58f0\u7684\u7247\u6bb5\uff0c\u4ee5\u4e13\u6ce8\u4e8e\u975e\u8bed\u97f3\u97f3\u9891\u3002\u968f\u540e\u5c06\u6240\u6709\u97f3\u89c6\u9891\u7247\u6bb5\u7edf\u4e00\u5206\u5272\u4e3a9.1\u79d2\u7684\u56fa\u5b9a\u65f6\u957f\uff0c\u820d\u5f03\u8f83\u77ed\u7247\u6bb5\u4ee5\u4fdd\u8bc1\u6570\u636e uniformity\uff08\u7edf\u4e00\u6027\uff09\u3002\u4e3a\u5b9e\u73b0\u6570\u636e\u5e73\u8861\uff0c\u4fdd\u6301\u97f3\u4e50\u4e0e\u97f3\u6548\u6837\u672c\u7684\u6bd4\u4f8b\u7ea6\u4e3a1:1\uff0c\u786e\u4fdd\u4e24\u7c7b\u522b\u7684\u5747\u8861\u8868\u5f81\u3002<\/p>\n\n\n\n<h3>\u81ea\u52a8\u5316 CoT \u751f\u6210\u6d41\u7a0b\uff1a<\/h3>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"593\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/07\/image-28-1024x593.png\" alt=\"\" class=\"wp-image-27715\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/07\/image-28-1024x593.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/07\/image-28-300x174.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/07\/image-28-768x445.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/07\/image-28.png 1312w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><figcaption>&nbsp;AudioCoT \u6570\u636e\u96c6\u6784\u5efa\u6d41\u7a0b\u6982\u89c8<\/figcaption><\/figure>\n\n\n\n<p><strong>\u7b2c\u4e00\u9636\u6bb5\uff1a\u57fa\u7840\u62df\u97f3\u601d\u7ef4\u94fe\u751f\u6210<\/strong><\/p>\n\n\n\n<ul><li><strong>\u89c6\u9891-\u97f3\u9891\u5bf9\u5904\u7406<\/strong>\uff1a<ol start=\"1\"><li>\u4f7f\u7528VideoLLaMA2\u901a\u8fc7\u5dee\u5f02\u5316\u63d0\u793a\u7b56\u7565\u63d0\u53d6\u89c6\u9891\u7684\u65f6\u5e8f\u4e0e\u8bed\u4e49\u4fe1\u606f<\/li><li>\u7ed3\u5408Qwen2-Audio\u751f\u6210\u97f3\u9891\u63cf\u8ff0<\/li><li>\u5c06\u89c6\u9891\u63cf\u8ff0\u4e0e\u97f3\u9891\u63cf\u8ff0\u901a\u8fc7GPT-4.1-nano\u6574\u5408\u4e3a\u5b8c\u6574\u601d\u7ef4\u94fe<\/li><\/ol><\/li><\/ul>\n\n\n\n<ul><li><strong>\u7eaf\u97f3\u9891-\u6587\u672c\u5bf9\u5904\u7406<\/strong>\uff1a<br>\u91c7\u7528\u7b80\u5316\u6d41\u7a0b\uff08\u65e0\u9700VideoLLA2\uff09\uff0c\u76f4\u63a5\u751f\u6210\u97f3\u9891\u63cf\u8ff0\u540e\u4e0e\u73b0\u6709\u6587\u672c\u6807\u6ce8\u6574\u5408<br>\u8be5\u9636\u6bb5\u751f\u6210\u7684\u601d\u7ef4\u94fe\u80fd\u6355\u6349\u5185\u5bb9\u6761\u4ef6\u4e0e\u5bf9\u5e94\u97f3\u9891\u5143\u7d20\u7684\u590d\u6742\u5173\u8054\uff0c\u786e\u4fdd\u4e24\u7c7b\u6570\u636e\u5171\u540c\u4fc3\u8fdb\u97f3\u9891\u751f\u6210\u63a8\u7406\u7684\u5168\u9762\u7406\u89e3<\/li><\/ul>\n\n\n\n<p><strong>\u7b2c\u4e8c\u9636\u6bb5\uff1a\u4ea4\u4e92\u5f0f\u5bf9\u8c61\u4e2d\u5fc3\u601d\u7ef4\u94fe\u751f\u6210<\/strong><br>\u4e3a\u5b9e\u73b0\u5bf9\u8c61\u805a\u7126\u7684\u97f3\u9891\u751f\u6210\uff0c\u5f00\u53d1\u57fa\u4e8eGrounded SAM2\u7684ROI\u63d0\u53d6\u6846\u67b6\uff1a<\/p>\n\n\n\n<ol><li><strong>\u5bf9\u8c61\u5b9a\u4f4d<\/strong>\uff1a\u4ee5\u97f3\u9891\u63cf\u8ff0\u4e3a\u63d0\u793a\uff0c\u751f\u6210\u6f5c\u5728\u53d1\u58f0\u7269\u4f53\u7684\u8fb9\u754c\u6846<\/li><li><strong>\u65f6\u5e8f\u8ffd\u8e2a<\/strong>\uff1a\u8de8\u89c6\u9891\u5e27\u6301\u7eed\u8ddf\u8e2a\u5750\u6807\u53d8\u5316<\/li><li><strong>\u8bed\u4e49\u589e\u5f3a<\/strong>\uff1aVideoLLA2\u4e3a\u6bcf\u4e2aROI\u7247\u6bb5\u63d0\u4f9b\u8be6\u7ec6\u8bed\u4e49\u63cf\u8ff0<\/li><li><strong>\u590d\u6742\u64cd\u4f5c\u5904\u7406<\/strong>\uff1a<ul><li>\u5efa\u7acb\u5206\u5c42\u63a8\u7406\u7ed3\u6784\uff0c\u5408\u5e76\u76ee\u6807\u89c6\u9891CoT&nbsp;\u4e0e\u53c2\u8003\u89c6\u9891\u7684\u601d\u7ef4\u94feCoT&nbsp;\u4ee5\u6784\u5efa\u5168\u5c40\u4e0a\u4e0b\u6587<\/li><li>\u7ed3\u5408ROI\u7279\u5b9a\u751f\u6210\u4fe1\u606f\uff0c\u901a\u8fc7GPT-4.1-nano\u751f\u6210\u8fde\u8d2f\u7684\u64cd\u4f5c\u903b\u8f91<\/li><\/ul><\/li><\/ol>\n\n\n\n<p><strong>\u7b2c\u4e09\u9636\u6bb5\uff1a\u57fa\u4e8e\u6307\u4ee4\u7684\u97f3\u9891\u7f16\u8f91\u601d\u7ef4\u94fe\u751f\u6210<\/strong><br>\u9488\u5bf9\u6307\u4ee4\u5f15\u5bfc\u7684\u97f3\u9891\u7f16\u8f91\u4efb\u52a1\uff0c\u57fa\u4e8e\u56db\u7c7b\u6838\u5fc3\uff08\u6269\u5c55\u3001\u4fee\u590d\u3001\u6dfb\u52a0\u548c\u79fb\u9664\uff09\u5206\u6790\u5e76\u6574\u5408\u6765\u81ea\u7b2c\u4e00\u9636\u6bb5\u7684 CoT \u4fe1\u606f\u3002\u8fd9\u4e9b\u64cd\u4f5c\u6db5\u76d6\u4ece\u6269\u5c55\u5e8f\u5217\u5230\u5220\u9664\u4e0d\u9700\u8981\u7684\u7247\u6bb5\u7684\u5404\u79cd\u573a\u666f\u3002GPT-4.1-nano \u5904\u7406\u8fd9\u4e9b\u6574\u5408\u7684\u4fe1\u606f\uff0c\u751f\u6210\u7279\u5b9a\u4e8e\u6307\u4ee4\u7684 CoT \u63a8\u7406\u94fe\uff0c\u540c\u65f6\u6267\u884c\u76f8\u5e94\u7684\u97f3\u9891\u64cd\u4f5c\uff0c<strong>\u521b\u5efa\uff08\u6307\u4ee4-CoT\u3001\u8f93\u5165\u97f3\u9891\u3001\u8f93\u51fa\u97f3\u9891\uff09\u4e09\u5143\u7ec4<\/strong>\uff0c\u7528\u4e8e\u6a21\u578b\u8bad\u7ec3\u548c\u8bc4\u4f30\u3002<\/p>\n\n\n\n<h2>ThinkSound<\/h2>\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\/07\/image-27-1024x390.png\" alt=\"\" class=\"wp-image-27697\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/07\/image-27-1024x390.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/07\/image-27-300x114.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/07\/image-27-768x293.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/07\/image-27.png 1197w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><figcaption>&nbsp;ThinkSound \u67b6\u6784\u6982\u89c8\u3002<strong>&nbsp;\u5de6\u56fe\uff1a<\/strong>&nbsp;\u6211\u4eec\u7684\u591a\u6a21\u6001 LLM \u6846\u67b6\uff0c\u5176\u4e2d\u7ecf\u8fc7\u5fae\u8c03\u7684 VideoLLaMA 2 \u6a21\u578b\u751f\u6210\u7528\u4e8e\u97f3\u9891\u751f\u6210\u548c\u7f16\u8f91\u7684 CoT \u63a8\u7406\u3002<strong>&nbsp;\u53f3\u56fe\uff1a<\/strong>&nbsp;\u6211\u4eec\u589e\u5f3a\u578b\u591a\u6a21\u6001 Transformer \u67b6\u6784\uff0c\u8be5\u67b6\u6784\u4ee5 MM-DiT \u4e3a\u9aa8\u5e72\uff0c\u5177\u6709\u7528\u4e8e\u5904\u7406\u591a\u6a21\u6001\u8f93\u5165\u7684\u4e13\u7528\u8def\u5f84\u548c CoT \u9a71\u52a8\u7684\u6761\u4ef6\u53cd\u5c04\uff0c\u4ece\u800c\u5b9e\u73b0\u9ad8\u4fdd\u771f\u3001\u57fa\u4e8e\u60c5\u5883\u7684\u97f3\u9891\u751f\u6210\u3002<\/figcaption><\/figure>\n\n\n\n<h3>Overview<\/h3>\n\n\n\n<p>ThinkSound \u5f15\u5165\u4e86\u4e00\u4e2a\u65b0\u9896\u7684\u5206\u6b65\u5f0f\u4ea4\u4e92\u5f0f\u97f3\u9891\u751f\u6210\u548c\u7f16\u8f91\u6846\u67b6\uff0c\u8be5\u6846\u67b6\u7531 CoT \u63a8\u7406\u5f15\u5bfc\u3002\u6211\u4eec\u7684\u65b9\u6cd5\u5c06\u590d\u6742\u7684 V2A \u4efb\u52a1\u5206\u89e3\u4e3a\u4e09\u4e2a\u76f4\u89c2\u7684\u9636\u6bb5\uff1a(1) \u57fa\u7840\u62df\u97f3\u751f\u6210\uff0c\u521b\u5efa\u8bed\u4e49\u548c\u65f6\u95f4\u5339\u914d\u7684\u97f3\u666f\uff1b(2) \u901a\u8fc7\u7528\u6237\u70b9\u51fb\u8fdb\u884c\u57fa\u4e8e\u533a\u57df\u7684\u4ea4\u4e92\u5f0f\u7ec6\u5316\uff1b\u4ee5\u53ca (3) \u57fa\u4e8e\u9ad8\u7ea7\u6307\u4ee4\u7684\u5b9a\u5411\u97f3\u9891\u7f16\u8f91\u3002\u5728\u6bcf\u4e2a\u9636\u6bb5\uff0cMLLM \u90fd\u4f1a\u751f\u6210 CoT \u63a8\u7406\uff0c\u5f15\u5bfc\u7edf\u4e00\u7684\u97f3\u9891\u57fa\u7840\u6a21\u578b\u5236\u4f5c\u548c\u7ec6\u5316\u97f3\u8f68\u3002<\/p>\n\n\n\n<h3>\u4f7f\u7528\u591a\u6a21\u6001 LLM \u8fdb\u884c CoT \u63a8\u7406<\/h3>\n\n\n\n<p>\u4e3a\u4e86\u5b9e\u73b0\u5206\u6b65\u5f0f\u3001\u60c5\u5883\u611f\u77e5\u7684\u97f3\u9891\u751f\u6210\uff0c\u6211\u4eec\u5229\u7528 VideoLLaMA2&nbsp;\u4f5c\u4e3a\u6838\u5fc3\u591a\u6a21\u6001\u63a8\u7406\u5f15\u64ce\u3002VideoLLaMA2 \u4e4b\u6240\u4ee5\u88ab\u9009\u4e2d\uff0c\u662f\u56e0\u4e3a\u5176\u5728\u878d\u5408\u89c6\u9891\u3001\u6587\u672c\u548c\u97f3\u9891\u6a21\u6001\u65b9\u9762\u62e5\u6709\u9886\u5148\u7684\u80fd\u529b\uff0c\u800c\u5176\u5148\u8fdb\u7684\u65f6\u7a7a\u5efa\u6a21\u5bf9\u4e8e\u6355\u6349\u89c6\u89c9\u4e8b\u4ef6\u4e0e\u5176\u5bf9\u5e94\u542c\u89c9\u8868\u73b0\u4e4b\u95f4\u7684\u5fae\u5999\u76f8\u4e92\u4f5c\u7528\u81f3\u5173\u91cd\u8981\u3002<\/p>\n\n\n\n<p>\u901a\u8fc7AudioCoT\u6570\u636e\u96c6\u5bf9VideoLLA2\u8fdb\u884c\u5fae\u8c03\uff0c\u4f7f\u5176\u9002\u914d\u97f3\u9891\u63a8\u7406\u9886\u57df\u3002\u8be5\u6570\u636e\u96c6\u5305\u542b\u4e13\u4e3a\u89c6\u542c\u4efb\u52a1\u5b9a\u5236\u7684\u4e30\u5bcc\u6807\u6ce8\u63a8\u7406\u94fe\uff0c\u901a\u8fc7\u5fae\u8c03\u8fc7\u7a0b\u4f7f\u6a21\u578b\u5177\u5907\u4e09\u5927\u6838\u5fc3\u80fd\u529b\uff1a<\/p>\n\n\n\n<p>\uff081\uff09<strong>\u97f3\u9891\u4e2d\u5fc3\u5316\u7406\u89e3\u80fd\u529b<\/strong><\/p>\n\n\n\n<ul><li>\u58f0\u5b66\u7279\u6027\u63a8\u65ad\uff08\u5982\u6750\u6599\u5c5e\u6027\u3001\u7a7a\u95f4\u6df7\u54cd\u7b49\uff09<\/li><li>\u58f0\u97f3\u4f20\u64ad\u5efa\u6a21<\/li><li>\u89c6\u542c\u5bf9\u5e94\u5173\u7cfb\u63a8\u7406\uff08\u5305\u62ec\u97f3\u9891\u4e8b\u4ef6\u95f4\u7684\u65f6\u5e8f\u4e0e\u56e0\u679c\u5173\u7cfb\uff0c\u4f8b\u5982&#8221;\u811a\u6b65\u58f0\u5148\u4e8e\u5f00\u95e8\u58f0\uff0c\u968f\u540e\u51fa\u73b0\u5bf9\u8bdd\u58f0&#8221;\uff09<\/li><\/ul>\n\n\n\n<p>\uff082\uff09<strong>\u7ed3\u6784\u5316\u601d\u7ef4\u94fe\u5206\u89e3\u80fd\u529b<\/strong><br>\u5c06\u590d\u6742\u97f3\u9891\u751f\u6210\/\u7f16\u8f91\u4efb\u52a1\u62c6\u89e3\u4e3a\u660e\u786e\u53ef\u6267\u884c\u7684\u6b65\u9aa4\u5e8f\u5217<\/p>\n\n\n\n<p>\uff083\uff09<strong>\u591a\u6a21\u6001\u6307\u4ee4\u8ddf\u968f\u80fd\u529b<\/strong><br>\u53ef\u9760\u5730\u89e3\u6790\u5e76\u6267\u884c\u8de8\u6a21\u6001\u7684\u591a\u6837\u5316\u751f\u6210\/\u7f16\u8f91\u6307\u4ee4<\/p>\n\n\n\n<p>\u5982\u56fe3\u6240\u793a\uff0c\u5fae\u8c03\u76ee\u6807\u91c7\u7528\u6807\u51c6\u7684\u4e0b\u4e00\u4e2atoken\u9884\u6d4b\u4ea4\u53c9\u71b5\u635f\u5931\u3002\u901a\u8fc7\u8fd9\u79cd\u9488\u5bf9\u6027\u9002\u914d\uff0cVideoLLA2\u88ab\u8f6c\u5316\u4e3a\u4e13\u7528\u97f3\u9891\u63a8\u7406\u6a21\u5757\uff0c\u80fd\u591f\u751f\u6210\u4e0a\u4e0b\u6587\u7cbe\u786e\u7684\u601d\u7ef4\u94fe\u6307\u4ee4\uff0c\u9a71\u52a8ThinkSound\u6d41\u7a0b\u7684\u6bcf\u4e2a\u9636\u6bb5\u3002<\/p>\n\n\n\n<h3>CoT \u5f15\u5bfc\u7684\u7edf\u4e00\u97f3\u9891\u57fa\u7840\u6a21\u578b<\/h3>\n\n\n\n<p>ThinkSound \u7684\u6838\u5fc3\u662f\u6211\u4eec\u7edf\u4e00\u7684\u97f3\u9891\u57fa\u7840\u6a21\u578b\uff0c\u5b83\u80fd\u5c06 CoT \u63a8\u7406\u65e0\u7f1d\u8f6c\u6362\u4e3a\u9ad8\u8d28\u91cf\u97f3\u9891\uff0c\u5177\u4f53\u7ec6\u8282\u89c1\u56fe 3 \u53f3\u4fa7\u90e8\u5206\u3002\u4f7f\u7528\u9884\u8bad\u7ec3\u7684 VAE\u5c06\u97f3\u9891\u7f16\u7801\u4e3a\u6f5c\u5728\u8868\u793a\uff0c\u5e76\u91c7\u7528\u6761\u4ef6\u6d41\u5339\u914d\u5bf9\u6a21\u578b\u8fdb\u884c\u8bad\u7ec3\uff0c\u5176\u4e2d\u901f\u5ea6\u573a\u9884\u6d4b\u4ee5\u591a\u6a21\u6001\u4e0a\u4e0b\u6587\u4e3a\u6761\u4ef6\uff0c\u5305\u62ec\u89c6\u89c9\u5185\u5bb9\u3001CoT \u63a8\u7406\u3001\u6587\u672c\u63cf\u8ff0\u548c\u97f3\u9891\u4e0a\u4e0b\u6587\u3002\u4e3a\u4e86\u652f\u6301\u4efb\u610f\u7ec4\u5408\u7684\u8f93\u5165\u6a21\u6001\uff0c\u6211\u4eec\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u5f15\u5165\u4e86\u65e0\u5206\u7c7b\u5668\u5f15\u5bfc\u7684\u968f\u673a\u4e22\u5f03\u65b9\u6cd5\u3002\u901a\u8fc7\u4ee5\u6982\u7387 p_drop \u968f\u673a\u4e22\u5f03\u4e0d\u540c\u6a21\u6001\u7684\u7ec4\u5408\uff0c\u4f7f\u6a21\u578b\u5728\u63a8\u7406\u9636\u6bb5\u80fd\u591f\u5904\u7406\u4efb\u610f\u8f93\u5165\u914d\u7f6e\u2014\u2014\u8fd9\u5bf9\u4e8e\u6211\u4eec\u7684\u4ea4\u4e92\u5f0f\u6846\u67b6\u81f3\u5173\u91cd\u8981\u3002\u6211\u4eec\u8fd8\u7ed3\u5408\u4e86<strong>\u7b56\u7565\u6027\u97f3\u9891\u4e0a\u4e0b\u6587\u906e\u853d\uff0c\u4ee5\u652f\u6301\u97f3\u9891\u4fee\u8865\u548c\u6269\u5c55\u7b49\u9ad8\u7ea7\u7f16\u8f91\u64cd\u4f5c<\/strong>\u3002<\/p>\n\n\n\n<p>\u5728\u6587\u672c\u5904\u7406\u65b9\u9762\uff0c\u6211\u4eec\u91c7\u7528\u4e86\u53cc\u901a\u9053\u7f16\u7801\u7b56\u7565\uff1aMetaCLIP\u5bf9\u89c6\u89c9\u5b57\u5e55\u8fdb\u884c\u7f16\u7801\uff0c\u63d0\u4f9b\u573a\u666f\u7ea7\u4e0a\u4e0b\u6587\uff1b\u800c T5-v1-xl\u5219\u5904\u7406\u7ed3\u6784\u5316\u7684 CoT \u63a8\u7406\uff0c\u4ee5\u6355\u6349\u8be6\u7ec6\u7684\u65f6\u95f4\u548c\u56e0\u679c\u5173\u7cfb\u3002\u8fd9\u4e24\u79cd\u4e92\u8865\u7684\u8868\u793a\u88ab\u6709\u6548\u878d\u5408\uff0cMetaCLIP \u7684\u7279\u5f81\u4f5c\u4e3a\u5168\u5c40\u6761\u4ef6\u4fe1\u53f7\uff0c\u800c T5 \u7684\u8f93\u51fa\u5219\u652f\u6301\u57fa\u4e8e\u63a8\u7406\u7684\u7cbe\u7ec6\u63a7\u5236\u3002<\/p>\n\n\n\n<p>\u6211\u4eec\u6539\u8fdb\u7684 MM-DiT \u67b6\u6784\u57fa\u4e8e\u591a\u6a21\u6001\u751f\u6210\u5efa\u6a21\u9886\u57df\u7684\u6700\u65b0\u8fdb\u5c55\uff0c\u5305\u542b\u4e09\u5927\u5173\u952e\u7ec4\u4ef6\uff1a\uff081\uff09\u91c7\u7528\u6df7\u5408\u578b Transformer \u4e3b\u5e72\u7f51\u7edc\uff0c\u5728\u6a21\u6001\u4e13\u7528\u4e0e\u5171\u4eab\u5904\u7406\u4e4b\u95f4\u4ea4\u66ff\u8fdb\u884c\u3002\u591a\u6d41 Transformer \u5757\u4e3a\u6bcf\u4e2a\u6a21\u6001\u7ef4\u62a4\u72ec\u7acb\u53c2\u6570\uff0c\u540c\u65f6\u5171\u4eab\u6ce8\u610f\u529b\u673a\u5236\uff0c\u4ece\u800c\u9ad8\u6548\u5904\u7406\u591a\u6837\u8f93\u5165\uff0c\u540c\u65f6\u517c\u987e\u8de8\u6a21\u6001\u5b66\u4e60\u3002\uff082\uff09\u8bbe\u8ba1\u4e86\u81ea\u9002\u5e94\u878d\u5408\u6a21\u5757\uff0c\u901a\u8fc7\u95e8\u63a7\u673a\u5236\u5bf9\u89c6\u9891\u7279\u5f81\u8fdb\u884c\u4e0a\u91c7\u6837\u5e76\u4e0e\u97f3\u9891\u6f5c\u53d8\u91cf\u878d\u5408\u3002\u8fd9\u4e0d\u4ec5\u80fd\u591f\u7a81\u51fa\u663e\u8457\u7684\u89c6\u89c9\u7ebf\u7d22\u3001\u6291\u5236\u65e0\u5173\u4fe1\u606f\uff0c\u8fd8\u786e\u4fdd\u89c6\u9891\u4fe1\u606f\u76f4\u63a5\u53c2\u4e0e\u540e\u7eed\u7684\u5355\u6d41 Transformer \u5757\u3002\u901a\u8fc7\u5c06\u89c6\u9891\u6574\u5408\u5230\u97f3\u9891\u6f5c\u53d8\u91cf\u7a7a\u95f4\uff0c\u6a21\u578b\u53ef\u4ee5\u66f4\u597d\u5730\u6355\u6349\u7ec6\u5fae\u89c6\u89c9\u7ec6\u8282\u53ca\u5176\u5bf9\u58f0\u666f\u7684\u5fae\u5999\u5f71\u54cd\uff0c\u5b9e\u73b0\u6bd4\u4ec5\u4f9d\u8d56\u97f3\u9891\u6f5c\u53d8\u91cf\u66f4\u4e30\u5bcc\u7684\u8de8\u6a21\u6001\u63a8\u7406\u3002\uff083\uff09\u901a\u8fc7\u5bf9\u5b57\u5e55\u548c\u89c6\u9891\u7684 CLIP \u7279\u5f81\u8fdb\u884c\u5747\u503c\u6c60\u5316\uff0c\u5b9e\u73b0\u5168\u5c40\u6761\u4ef6\u63a7\u5236\uff0c\u5e76\u501f\u9274 MMAudio\uff0c\u5f15\u5165\u540c\u6b65\u7279\u5f81\u4ee5\u63d0\u5347\u97f3\u89c6\u9891\u65f6\u95f4\u5bf9\u9f50\u6548\u679c\u3002\u6700\u7ec8\u5f97\u5230\u7684\u5168\u5c40\u6761\u4ef6\u88ab\u6dfb\u52a0\u5230\u65f6\u95f4\u6b65\u5d4c\u5165\u4e2d\uff0c\u5e76\u901a\u8fc7\u81ea\u9002\u5e94\u5c42\u5f52\u4e00\u5316\uff08AdaLN\uff09\u6ce8\u5165\u591a\u6d41\u4e0e\u5355\u6d41\u5757\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"964\" height=\"616\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/07\/image-36.png\" alt=\"\" class=\"wp-image-27763\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/07\/image-36.png 964w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/07\/image-36-300x192.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/07\/image-36-768x491.png 768w\" sizes=\"(max-width: 964px) 100vw, 964px\" \/><\/figure>\n\n\n\n<h3>\u00a0\u9010\u6b65 CoT \u5f15\u5bfc\u7684\u97f3\u9891\u751f\u6210\u548c\u7f16\u8f91<\/h3>\n\n\n\n<p>\u901a\u8fc7\u652f\u6301\u8f93\u5165\u6a21\u5f0f\u4e0e CoT \u7684\u7075\u6d3b\u7ec4\u5408\uff0cThinkSound \u652f\u6301\u5c06\u97f3\u9891\u751f\u6210\u5206\u89e3\u4e3a\u56fe\u00a01\u00a0\u6240\u793a\u7684\u4e09\u4e2a\u76f4\u89c2\u9636\u6bb5\u3002\u8be5\u4e09\u9636\u6bb5\u6d41\u7a0b\u901a\u8fc7\u76f4\u89c2\u7684\u4ea4\u4e92\u5f0f\u5de5\u4f5c\u6d41\u7a0b\uff0c\u5b9e\u73b0\u4e86\u9010\u6b65\u7cbe\u7ec6\u5316\u3001\u9ad8\u5ea6\u5b9a\u5236\u5316\u7684\u97f3\u9891\u751f\u6210\uff0cCoT \u63a8\u7406\u5728\u6bcf\u4e2a\u6b65\u9aa4\u4e2d\u5c06\u7528\u6237\u610f\u56fe\u4e0e\u97f3\u9891\u5408\u6210\u8fde\u63a5\u8d77\u6765\u3002<\/p>\n\n\n\n<p><strong>\u9636\u6bb5 1\uff1a\u57fa\u4e8e CoT \u7684\u62df\u97f3\u751f\u6210<\/strong><br>\u5728\u7b2c\u4e00\u9636\u6bb5\uff0c\u7cfb\u7edf\u5206\u6790\u6574\u6bb5\u89c6\u9891\u4ee5\u8bc6\u522b\u58f0\u5b66\u8981\u7d20\u53ca\u5176\u5173\u7cfb\u3002\u7ecf\u8fc7\u5fae\u8c03\u7684 MLLM \u751f\u6210\u8be6\u7ec6\u7684 CoT \u63a8\u7406\uff0c\u660e\u786e\u8bc6\u522b\u4e3b\u8981\u58f0\u4e8b\u4ef6\u3001\u73af\u5883\u5143\u7d20\u3001\u58f0\u5b66\u5c5e\u6027\u4ee5\u53ca\u5b83\u4eec\u7684\u65f6\u95f4\u4f9d\u8d56\u5173\u7cfb\u2014\u2014\u786e\u5b9a\u7269\u4f53\u4f55\u65f6\u53d1\u58f0\u53ca\u58f0\u97f3\u95f4\u7684\u76f8\u4e92\u4f5c\u7528\u3002\u8fd9\u79cd\u7ed3\u6784\u5316\u63a8\u7406\u6307\u5bfc\u97f3\u9891\u57fa\u7840\u6a21\u578b\u751f\u6210\u9ad8\u4fdd\u771f\u97f3\u9891\uff0c\u7cbe\u51c6\u5339\u914d\u89c6\u89c9\u573a\u666f\u7684\u8bed\u4e49\u5185\u5bb9\u4e0e\u65f6\u95f4\u52a8\u6001\u3002\u501f\u52a9 CoT \u63a8\u7406\u5c06\u590d\u6742\u97f3\u9891\u573a\u666f\u62c6\u89e3\u4e3a\u663e\u5f0f\u58f0\u6e90\uff0c\u6a21\u578b\u80fd\u591f\u751f\u6210\u591a\u6837\u4e14\u8fde\u8d2f\u7684\u58f0\u666f\uff0c\u6355\u6349\u5fae\u5999\u89c6\u89c9\u7ebf\u7d22\u4e0e\u8fd0\u52a8\u52a8\u6001\uff0c\u5b9e\u73b0\u903c\u771f\u7684\u97f3\u9891\u5408\u6210\u3002<\/p>\n\n\n\n<p><strong>\u9636\u6bb5 2\uff1a\u4ea4\u4e92\u5f0f\u5bf9\u8c61\u805a\u7126\u97f3\u9891\u751f\u6210<\/strong><br>\u7b2c\u4e8c\u9636\u6bb5\u5f15\u5165\u4ea4\u4e92\u6846\u67b6\uff0c\u8ba9\u7528\u6237\u901a\u8fc7\u5173\u6ce8\u7279\u5b9a\u89c6\u89c9\u5143\u7d20\u6765\u4f18\u5316\u521d\u6b65\u58f0\u666f\u3002\u501f\u52a9\u7b80\u5355\u7684\u70b9\u51fb\u754c\u9762\uff0c\u7528\u6237\u53ef\u4ee5\u9009\u62e9\u611f\u5174\u8da3\u7684\u7269\u4f53\u8fdb\u884c\u97f3\u9891\u5f3a\u5316\u3002\u4e0d\u540c\u4e8e\u7b2c\u4e00\u9636\u6bb5\u7684\u6574\u4f53\u751f\u6210\u65b9\u5f0f\uff0c\u6b64\u9636\u6bb5\u91c7\u7528\u57fa\u4e8e\u76ee\u6807\u533a\u57df\uff08ROI\uff09\u7684\u5c40\u90e8\u7ec6\u5316\uff0c\u5229\u7528\u5206\u5272\u51fa\u7684\u76ee\u6807\u533a\u57df\u6307\u5bfc\u5b9a\u5411\u97f3\u9891\u5408\u6210\u3002\u7ecf\u8fc7\u5fae\u8c03\u7684 MLLM \u9488\u5bf9\u6240\u9009 ROI \u751f\u6210\u4e13\u95e8\u7684 CoT \u63a8\u7406\uff0c\u5173\u6ce8\u8be5\u7269\u4f53\u5728\u5168\u5c40\u80cc\u666f\u4e0b\u7684\u58f0\u5b66\u7279\u6027\u3002\u6a21\u578b\u5728\u8fd9\u4e9b\u7ed3\u6784\u5316\u63a8\u7406\u5f15\u5bfc\u4e0b\u751f\u6210\u7269\u4f53\u4e13\u5c5e\u58f0\u97f3\uff0c\u4e0e\u7b2c\u4e00\u9636\u6bb5\u751f\u6210\u7684\u97f3\u8f68\u81ea\u7136\u878d\u5408\u3002\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c\u6b64\u9636\u6bb5\u7684\u57fa\u7840\u6a21\u578b\u5c06\u5df2\u6709\u97f3\u9891\u4e0a\u4e0b\u6587\u4f5c\u4e3a\u9644\u52a0\u6761\u4ef6\u4fe1\u53f7\u7eb3\u5165\u8003\u8651\u3002<\/p>\n\n\n\n<p><strong>\u9636\u6bb5 3\uff1a\u57fa\u4e8e\u6307\u4ee4\u7684\u97f3\u9891\u7f16\u8f91<\/strong><br>\u5728\u6700\u540e\u9636\u6bb5\uff0c\u7528\u6237\u53ef\u901a\u8fc7\u9ad8\u5c42\u6b21\u7684\u7f16\u8f91\u6307\u4ee4\u6765\u4f18\u5316\u97f3\u8d28\u6216\u4fee\u6539\u7279\u5b9a\u5143\u7d20\u3002MLLM \u5c06\u81ea\u7136\u8bed\u8a00\u6307\u4ee4\u8f6c\u8bd1\u4e3a\u5177\u4f53\u7684\u97f3\u9891\u5904\u7406\u64cd\u4f5c\uff0c\u5229\u7528 CoT \u63a8\u7406\u7efc\u5408\u89c6\u89c9\u5185\u5bb9\u548c\u5f53\u524d\u97f3\u9891\u72b6\u6001\u3002\u57fa\u7840\u6a21\u578b\u5728\u6b64\u63a8\u7406\u53ca\u73b0\u6709\u97f3\u9891\u4e0a\u4e0b\u6587\u6761\u4ef6\u4e0b\u6267\u884c\u5b9a\u5411\u4fee\u6539\uff0c\u540c\u65f6\u4fdd\u6301\u6574\u4f53\u8fde\u8d2f\u6027\u3002\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u63a7\u5236\uff0c\u975e\u4e13\u4e1a\u7528\u6237\u4e5f\u53ef\u4ee5\u5b8c\u6210\u590d\u6742\u7684\u97f3\u9891\u64cd\u4f5c\uff0c\u5305\u62ec\u6dfb\u52a0\u58f0\u97f3\u3001\u79fb\u9664\u58f0\u97f3\u3001\u97f3\u9891\u4fee\u8865\u4ee5\u53ca\u97f3\u9891\u5ef6\u5c55\u3002<\/p>\n\n\n\n<h2>Results<\/h2>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"361\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/07\/image-34-1024x361.png\" alt=\"\" class=\"wp-image-27761\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/07\/image-34-1024x361.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/07\/image-34-300x106.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/07\/image-34-768x271.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/07\/image-34.png 1258w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u867d\u7136\u76ee\u524d\u7684 MLLM \u6a21\u578b\u80fd\u591f\u5f88\u597d\u5730\u7406\u89e3\u548c\u63a8\u7406\u8bed\u4e49\u4fe1\u606f\uff0c\u4f46\u5b83\u4eec\u5728\u7406\u89e3\u89c6\u9891\u7684\u7cbe\u786e\u65f6\u95f4\u548c\u7a7a\u95f4\u4fe1\u606f\u65b9\u9762\u4ecd\u7136\u5b58\u5728\u5c40\u9650\u6027\u3002\u4f8b\u5982\uff0c\u5728\u5b9a\u4f4d\u58f0\u97f3\u4e8b\u4ef6\u7684\u7cbe\u786e\u65f6\u95f4\u6233\u65f6\uff0cMLLM \u6a21\u578b\u7ecf\u5e38\u65e0\u6cd5\u63d0\u4f9b\u51c6\u786e\u7684\u7ed3\u679c\u6216\u7ed9\u51fa\u9519\u8bef\u7684\u7ed3\u679c\u3002\u6b64\u5916\uff0c\u76ee\u524d\u7528\u4e8e\u97f3\u9891\u751f\u6210\u7684\u5f00\u6e90\u89c6\u97f3\u9891\u6570\u636e\u96c6\u5728\u591a\u6837\u6027\u548c\u8986\u76d6\u8303\u56f4\u65b9\u9762\u5b58\u5728\u5c40\u9650\u6027\uff0c\u53ef\u80fd\u7f3a\u5c11\u7a00\u6709\u6216\u7279\u5b9a\u6587\u5316\u7684\u58f0\u97f3\u4e8b\u4ef6\u3002\u672a\u6765\uff0c\u6211\u4eec\u5c06\u7ee7\u7eed\u63a2\u7d22\u66f4\u52a0\u591a\u6837\u5316\u548c\u5168\u9762\u7684\u6570\u636e\u96c6\uff0c\u4ee5\u63d0\u5347\u6a21\u578b\u7684\u6027\u80fd\u3002\u6b64\u5916\uff0c\u6211\u4eec\u8fd8\u5c06\u63a2\u7d22\u66f4\u6709\u6548\u7684\u65b9\u6cd5\u6765\u63d0\u5347\u751f\u6210\u97f3\u9891\u7684\u65f6\u95f4\u548c\u7a7a\u95f4\u5bf9\u9f50\u6548\u679c\u3002<\/p>\n\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>ThinkSound github\uff1ahttps:\/\/github.com\/FunAudioLLM\/ThinkS &hellip; <a href=\"http:\/\/139.9.1.231\/index.php\/2025\/07\/19\/thinksound-chain-of-thought-reasoning\/\" class=\"more-link\">\u7ee7\u7eed\u9605\u8bfb<span 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