{"id":234,"date":"2025-05-21T16:06:05","date_gmt":"2025-05-21T08:06:05","guid":{"rendered":"https:\/\/www.agidt.com\/?p=234"},"modified":"2025-08-19T22:47:32","modified_gmt":"2025-08-19T14:47:32","slug":"deepseek%e4%bb%ac%e8%b6%8a%e6%9d%a5%e8%b6%8a%e8%81%aa%e6%98%8e%ef%bc%8c%e5%8d%b4%e4%b9%9f%e8%b6%8a%e6%9d%a5%e8%b6%8a%e4%b8%8d%e5%90%ac%e8%af%9d%e4%ba%86","status":"publish","type":"post","link":"https:\/\/www.agidt.com\/?p=234","title":{"rendered":"DeepSeek\u4eec\u8d8a\u6765\u8d8a\u806a\u660e\uff0c\u5374\u4e5f\u8d8a\u6765\u8d8a\u4e0d\u542c\u8bdd\u4e86"},"content":{"rendered":"\n<p>\u5728\u4eca\u5e74\uff0cDeepSeek\u00a0R1 \u706b\u4e86\u4e4b\u540e\u3002<\/p>\n\n\n\n<p>\u51e0\u4e4e\u5feb\u5f62\u6210\u4e86\u4e00\u4e2a\u5171\u8bc6\uff0c\u5c31\u662f\uff1a<\/p>\n\n\n\n<p>AI \u63a8\u7406\u80fd\u529b\u8d8a\u5f3a\uff0c\u6267\u884c\u4efb\u52a1\u65f6\u5c31\u5e94\u8be5\u8d8a\u806a\u660e\u3002<\/p>\n\n\n\n<p>\u4ece 2022 \u5e74 Chain-of-Thought \u6a2a\u7a7a\u51fa\u4e16\uff0c\u5230\u4eca\u5929 Gemini 2.5 Pro\u3001OpenAI o3\u3001DeepSeek-R1\u3001Qwen3\uff0c\u8fd9\u4e9b\u65d7\u8230\u6a21\u578b\u7684\u7edf\u6cbb\u6027\u8868\u73b0\uff0c\u6211\u4eec\u4e00\u76f4\u76f8\u4fe1\uff0c\u8ba9\u6a21\u578b\u5148\u60f3\u4e00\u60f3\uff0c\u662f\u4e00\u4e2a\u51e0\u4e4e\u4e0d\u4f1a\u51fa\u9519\u7684\u7b56\u7565\u3002<\/p>\n\n\n\n<p>\u4e0d\u8fc7\uff0c\u8fd9\u79cd\u806a\u660e\uff0c\u4e5f\u4f1a\u5e26\u6765\u4e00\u4e9b\u526f\u4f5c\u7528\u3002<\/p>\n\n\n\n<p>\u5c31\u662f\u63d0\u793a\u8bcd\u9075\u5faa\u80fd\u529b\uff0c\u53d8\u5f97\u8d8a\u6765\u8d8a\u5dee\u3002<\/p>\n\n\n\n<p>\u6362\u53e5\u8bdd\u8bf4\uff0c\u5c31\u662f\u8d8a\u6765\u8d8a\u4e0d\u542c\u4f60\u7684\u8bdd\u4e86\u3002<\/p>\n\n\n\n<p>\u8fd9\u4e2a\u8bf4\u6cd5\u5728\u4e00\u7bc7\u8bba\u6587\u4e2d\u4e5f\u63d0\u5230\u8fd9\u4e2a\u8bdd\u9898\uff1a<\/p>\n\n\n\n<p>\u8fd9\u7bc7\u8bba\u6587\u53eb\uff0c\u300aWhen Thinking Fails: The Pitfalls of Reasoning for Instruction-Following in LLMs\u300b<\/p>\n\n\n\n<p>\u7f51\u5740\u5728\u6b64\uff1a&nbsp;<a rel=\"nofollow\" target=\"_blank\" href=\"https:\/\/link.uisdc.com\/?redirect=https%3A%2F%2Farxiv.org%2Fabs%2F2505.11423\" rel=\"noreferrer noopener\">https:\/\/arxiv.org\/abs\/2505.11423<\/a><\/p>\n\n\n\n<p>\u6211\u5c3d\u91cf\u7528\u4eba\u8bdd\uff0c\u6765\u7ed9\u5927\u5bb6\u7b80\u5355\u7684\u79d1\u666e\u4e00\u4e0b\u8bba\u6587\u4e2d\u7684\u5b9e\u9a8c\u548c\u5185\u5bb9\uff0c\u518d\u8bf4\u8bf4\u6211\u7684\u7406\u89e3\u3002<\/p>\n\n\n\n<p>\u5148\u8bf4\u8bba\u6587\u672c\u8eab\u3002<\/p>\n\n\n\n<p>\u8bba\u6587\u7684\u7814\u7a76\u56e2\u961f\u6765\u81ea Harvard\u3001Amazon \u548c NYU\uff0c\u4ed6\u4eec\u82b1\u4e86\u597d\u51e0\u4e2a\u6708\uff0c\u5e72\u4e86\u4e00\u4ef6\u7279\u522b\u7b80\u5355\u5374\u6ca1\u4eba\u8ba4\u771f\u505a\u8fc7\u7684\u4e8b\uff0c\u5c31\u662f\u628a\u8fd9\u4e2a\u601d\u8003\u8fc7\u7a0b\u5e94\u7528\u5728\u4e00\u4e2a\u6700\u57fa\u7840\u3001\u6700\u73b0\u5b9e\u3001\u6700\u9700\u8981\u7a33\u5b9a\u6027\u7684\u573a\u666f\u4e0a\uff1a<\/p>\n\n\n\n<p>\u542c\u61c2\u4eba\u7c7b\u6307\u4ee4\uff0c\u7136\u540e\u7167\u505a\u3002<\/p>\n\n\n\n<p>\u4ed6\u4eec\u505a\u4e86\u4e24\u7ec4\u6d4b\u8bd5\u3002<\/p>\n\n\n\n<p>\u7b2c\u4e00\u7ec4\u53eb IFEval\uff0c\u4e00\u4e2a\u6807\u51c6\u7684\u6267\u884c\u7c7b\u4efb\u52a1\u6d4b\u8bd5\u96c6\uff0c\u6bcf\u4e2a\u4efb\u52a1\u90fd\u975e\u5e38\u7b80\u5355\u3002<\/p>\n\n\n\n<p>\u6bd4\u5982\u201c\u5199 400 \u5b57\u4ee5\u4e0a\u201d\u201c\u5fc5\u987b\u63d0\u5230 AI \u4e09\u6b21\u201d\u201c\u8f93\u51fa\u683c\u5f0f\u5fc5\u987b\u662f JSON\u201d\u201c\u53e5\u672b\u4e0d\u80fd\u6709\u6807\u70b9\u201d\u7b49\u7b49\u3002<\/p>\n\n\n\n<p>\u6240\u6709\u7684\u4efb\u52a1\u90fd\u6709\u660e\u786e\u7684\u53ef\u9a8c\u8bc1\u6807\u51c6\uff0c\u8981\u4e48\u505a\u5bf9\u8981\u4e48\u505a\u9519\uff0c\u6ca1\u6709\u6a21\u7cca\u5730\u5e26\u3002<\/p>\n\n\n\n<p>\u7b2c\u4e8c\u7ec4\u53eb ComplexBench\uff0c\u8fd9\u5c31\u66f4\u6709\u8da3\u4e86\uff0c\u662f\u90a3\u79cd\u201c\u591a\u7ea6\u675f\u3001\u903b\u8f91\u7ec4\u5408\u3001\u987a\u5e8f\u5d4c\u5957\u201d\u7684\u590d\u6742\u6307\u4ee4\uff0c\u6bd4\u5982\u201c\u5148\u505a A \u4e2d\u7684\u4e09\u9009\u4e00\uff0c\u518d\u52a0\u4e0a B \u7684\u683c\u5f0f\u8981\u6c42\uff0c\u6700\u540e\u52a0\u4e0a C \u7684\u8bed\u8a00\u9650\u5236\u201d\u3002<\/p>\n\n\n\n<p>\u542c\u8d77\u6765\u597d\u50cf\u63a8\u7406\u6a21\u578b\u5728\u8fd9\u79cd\u4efb\u52a1\u4e0a\u5e94\u8be5\u66f4\u6709\u4f18\u52bf\uff1f\u6bd5\u7adf\u8fd9\u4e0d\u662f\u968f\u4fbf\u4e00\u4e24\u53e5\u8bdd\u5c31\u80fd\u7cca\u5f04\u8fc7\u53bb\u7684\u5185\u5bb9\u3002<\/p>\n\n\n\n<p>\u7136\u800c\uff0c\u8bba\u6587\u7684\u7ed3\u8bba\u60ca\u4eba\u53c8\u7edf\u4e00\uff1a\u7edd\u5927\u591a\u6570\u6a21\u578b\u5728\u4f7f\u7528 CoT \u63a8\u7406\u540e\uff0c\u6267\u884c\u51c6\u786e\u7387\u53cd\u800c\u4e0b\u964d\u4e86\u3002\u800c\u4e14\uff0c\u4e0b\u964d\u5f97\u8fd8\u4e0d\u8f7b\u3002<\/p>\n\n\n\n<p>\u4ed6\u4eec\u4e00\u5171\u6d4b\u4e86 15 \u4e2a\u6a21\u578b\uff0c\u6db5\u76d6\u5f00\u6e90\u7684\uff08\u6bd4\u5982 LLaMA\u3001Mixtral\u3001Qwen2.5\u3001DeepSeek \u7cfb\u5217\uff09\u548c\u95ed\u6e90\u7684\uff08GPT-4o-mini\u3001Claude 3.5\/3.7 \u7b49\u7b49\uff09\u3002<\/p>\n\n\n\n<p>\u5728 IFEval \u4e0a\uff0c14 \u4e2a\u6a21\u578b\u4e2d\u6709 13 \u4e2a\u4f7f\u7528 CoT \u65f6\u51c6\u786e\u7387\u53d8\u4f4e\uff1b\u5728 ComplexBench \u4e0a\uff0c\u6240\u6709\u6a21\u578b\u90fd\u5728\u4f7f\u7528 CoT \u540e\uff0c\u8868\u73b0\u53d8\u5dee\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/image.uisdc.com\/wp-content\/uploads\/2025\/05\/uisdc-dp-20250520-2.webp\" alt=\"\"\/><\/figure>\n\n\n\n<p>\u751a\u81f3\u8fde\u50cf LLaMA-3-70B-Instruct \u8fd9\u79cd\u53c2\u6570\u91cf\u8f83\u5927\u3001\u8bad\u7ec3\u5b8c\u6574\u7684\u6a21\u578b\uff0c\u5728\u4f7f\u7528 CoT \u65f6\u4e5f\u4f1a\u4ece 85.6%\u7684\u51c6\u786e\u7387\u6389\u5230 77.3%\u3002<\/p>\n\n\n\n<p>8 \u4e2a\u70b9\u7684\u635f\u5931\uff0c\u5728\u5de5\u4e1a\u7ea7\u4efb\u52a1\u91cc\u5176\u5b9e\u975e\u5e38\u6050\u6016\u4e86\u3002<\/p>\n\n\n\n<p>\u8fd8\u6709\u63a8\u7406\u6a21\u578b\u5f00\u4e0d\u5f00\u63a8\u7406\u7684\u5bf9\u6bd4\uff0c\u5178\u578b\u7684\u5c31\u662f DeeSeek V3 \u548c R1\uff0c\u8fd8\u6709 Claude 3.7 \u8fd9\u79cd\u6df7\u5408\u6a21\u578b\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/image.uisdc.com\/wp-content\/uploads\/2025\/05\/uisdc-dp-20250520-3.webp\" alt=\"\"\/><\/figure>\n\n\n\n<p>\u4f1a\u53d1\u73b0\uff0c\u51e0\u4e4e\u90fd\u6709\u4e0b\u964d\u3002<\/p>\n\n\n\n<p>\u4ed6\u4eec\u624b\u5de5\u6252\u62c9\u4e86 1500 \u591a\u4e2a\u6837\u672c\uff0c\u770b\u4e86\u6240\u6709\u7684\u601d\u7ef4\u94fe\uff0c\u603b\u7ed3\u51fa\u6765\u4e86\u539f\u56e0\u3002<\/p>\n\n\n\n<p>\u4ed6\u4eec\u53d1\u73b0\uff0c\u5f53\u6a21\u578b\u7528\u4e86\u601d\u7ef4\u94fe\u6761\u4e4b\u540e\uff0c\u5b83\u786e\u5b9e\u53d8\u806a\u660e\u4e86\uff0c\u6bd4\u5982\u80fd\u66f4\u597d\u5730\u9075\u5b88\u683c\u5f0f\u3001\u6ce8\u610f\u5b57\u6570\u3001\u7cbe\u786e\u7528\u8bcd\uff0c\u50cf\u662f\u201c\u5fc5\u987b\u7528 15 \u4e2a\u5927\u5199\u5b57\u6bcd\u201d\u8fd9\u79cd\u9898\uff0c\u9760 CoT \u53cd\u800c\u66f4\u7a33\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/image.uisdc.com\/wp-content\/uploads\/2025\/05\/uisdc-dp-20250520-4.webp\" alt=\"\"\/><\/figure>\n\n\n\n<p>\u4f46\uff0c\u5b83\u4e5f\u53d8\u5f97\u795e\u7ecf\u8d28\u4e86\u3002<\/p>\n\n\n\n<p>\u5b83\u5f00\u59cb\u81ea\u4f5c\u4e3b\u5f20\uff0c\u89c9\u5f97\u81ea\u5df1\u61c2\u4e86\u4efb\u52a1\u7684\u6df1\u5c42\u542b\u4e49\uff0c\u4e8e\u662f\u5b83\u4f1a\u64c5\u81ea\u5220\u6389\u3001\u4fee\u6539\uff0c\u751a\u81f3\u52a0\u4e0a\u6709\u5e2e\u52a9\u7684\u89e3\u91ca\u3002<\/p>\n\n\n\n<p>\u8bba\u6587\u91cc\u63d0\u5230\u5f88\u591a\u6a21\u578b\u4f1a\u5728\u201c\u53ea\u5141\u8bb8\u8f93\u51fa\u6cd5\u8bed\u201d\u7684\u9898\u76ee\u4e2d\uff0c\u5584\u610f\u5730\u8865\u4e0a\u4e00\u53e5\u201c\u8fd9\u662f\u2018Bonjour\u2019\u7684\u82f1\u6587\u7ffb\u8bd1\u201d\uff0c\u5728\u201c\u53ea\u80fd\u8f93\u51fa\u5f15\u53f7\u5185\u5bb9\u201d\u7684\u4efb\u52a1\u91cc\uff0c\u81ea\u52a8\u8865\u5145\u524d\u60c5\u6458\u8981\u3002<\/p>\n\n\n\n<p>\u5b83\u592a\u60f3\u8868\u73b0\u81ea\u5df1\u4e86\uff0c\u592a\u60f3\u8bc1\u660e\u6211\u771f\u7684\u7406\u89e3\u4f60\u4e86\uff0c\u4e8e\u662f\u5b83\u5fd8\u4e86\u672c\u8be5\u4e25\u683c\u9075\u5b88\u7684\u6307\u4ee4\u3002\u8fd9\u5c31\u662f\u5b83\u5b66\u4f1a\u63a8\u7406\u4e4b\u540e\u7684\u526f\u4f5c\u7528\u3002<\/p>\n\n\n\n<p>\u4e3a\u4e86\u627e\u51fa\u8fd9\u4e2a\u526f\u4f5c\u7528\u7684\u6839\u6e90\uff0c\u4ed6\u4eec\u5f15\u5165\u4e86\u4e00\u4e2a\u65b0\u6982\u5ff5\uff1a<\/p>\n\n\n\n<p>\u7ea6\u675f\u6ce8\u610f\u529b\uff08Constraint Attention\uff09\u3002<\/p>\n\n\n\n<p>\u4ed6\u4eec\u53d1\u73b0\uff0c\u4e0d\u7ba1\u662f GPT-4o-mini\uff0c\u8fd8\u662f Claude 3.7\uff0c\u51e0\u4e4e\u6240\u6709\u6a21\u578b\u5728\u7528\u4e86 CoT \u601d\u7ef4\u94fe\u540e\uff0c\u5b83\u4eec\u7684\u6ce8\u610f\u529b\uff0c\u4e5f\u5c31\u662f\u5728\u751f\u6210\u7b54\u6848\u65f6\uff0c\u5173\u6ce8\u4efb\u52a1\u63cf\u8ff0\u4e2d\u201c\u5173\u952e\u9650\u5236\u201d\u7684\u90a3\u90e8\u5206\u6ce8\u610f\u529b\uff0c\u660e\u663e\u4e0b\u964d\u3002<\/p>\n\n\n\n<p>\u4f60\u53ef\u4ee5\u7406\u89e3\u4e3a\uff0c\u5f53\u4f60\u8981\u6c42\u4e00\u4e2a\u4eba\u8fb9\u60f3\u8fb9\u8bf4\uff0c\u4ed6\u53cd\u800c\u5fd8\u4e86\u539f\u672c\u4f60\u53ea\u8981\u4ed6\u590d\u8ff0\u53e5\u5b50\u7684\u7b80\u5355\u76ee\u6807\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/image.uisdc.com\/wp-content\/uploads\/2025\/05\/uisdc-dp-20250520-5.webp\" alt=\"\"\/><\/figure>\n\n\n\n<p>\u66f4\u6709\u8da3\u7684\u662f\uff0c\u4ed6\u4eec\u8fd8\u6d4b\u4e86\u4e00\u4e2a\u6211\u4e00\u76f4\u60f3\u77e5\u9053\u7684\u95ee\u9898\u7684\u7b54\u6848\uff1a<\/p>\n\n\n\n<p>\u5c31\u662f CoT \u601d\u8003\u8d8a\u957f\uff0c\u51c6\u786e\u7387\u8d8a\u9ad8\u5417\uff1f<\/p>\n\n\n\n<p>\u7ed3\u679c\u662f\uff0c\u51e0\u4e4e\u6ca1\u6709\u663e\u8457\u76f8\u5173\u6027\u3002<\/p>\n\n\n\n<p>\u601d\u8003\u957f\u5ea6\u548c\u662f\u5426\u505a\u5bf9\uff0c\u51e0\u4e4e\u6ca1\u6709\u76f4\u63a5\u8054\u7cfb\u3002<\/p>\n\n\n\n<p>\u4e5f\u5c31\u662f\u8bf4\uff0c\u66f4\u52aa\u529b\u2260\u66f4\u5bf9\u3002<\/p>\n\n\n\n<p>\u6240\u4ee5\uff0c\u5176\u5b9e\u7ed3\u8bba\u5f88\u7b80\u5355\uff0c\u5c31\u662f\u5728\u8981\u6c42\u975e\u5e38\u89c4\u8303\u3001\u7cbe\u51c6\u7684\u5927\u6a21\u578b\u8f93\u51fa\u4efb\u52a1\u4e0a\uff0c\u5b8c\u5168\u4e0d\u9700\u8981\u4f7f\u7528\u63a8\u7406\u6a21\u578b\u6216\u8005\u601d\u7ef4\u94fe\uff0c\u76f4\u63a5\u4e0a\u975e\u63a8\u7406\u6a21\u578b\uff0c\u6548\u679c\u4f1a\u66f4\u597d\u3002<\/p>\n\n\n\n<p>\u4f46\u662f\uff0c\u5982\u679c\uff0c\u5c31\u662f\u975e\u8981\u7528\uff0c\u5e0c\u671b\u63d0\u5347\u6574\u4f53\u6307\u4ee4\u9075\u5faa\u6548\u679c\u5462\uff1f<\/p>\n\n\n\n<p>\u4ed6\u4eec\u4e5f\u57fa\u4e8e\u81ea\u5df1\u7684\u6d4b\u8bd5\uff0c\u7ed9\u51fa\u4e86 4 \u79cd\u65b9\u6848\u3002<\/p>\n\n\n\n<p>\u7b2c\u4e00\u79cd\uff0c\u662f\u201cFew-Shot \u5c11\u6837\u672c\u793a\u4f8b\u201d\u3002<\/p>\n\n\n\n<p>\u7ed9\u6a21\u578b\u63d0\u524d\u770b\u51e0\u4e2a\u505a\u5bf9\u7684\u4f8b\u5b50\u3002<\/p>\n\n\n\n<p>\u6548\u679c\u4e00\u822c\u822c\uff0c\u95ee\u9898\u5728\u4e8e\u8f93\u5165\u592a\u957f\uff0c\u800c\u4e14\u793a\u4f8b\u9009\u81ea\u5df2\u6709\u6a21\u578b\uff0c\u5bb9\u6613\u6709\u504f\u3002<\/p>\n\n\n\n<p>\u7b2c\u4e8c\u79cd\uff0c\u662f\u201cSelf-Reflection 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Reasoning\u201d\u3002\u8ba9\u6a21\u578b\u81ea\u5df1\u5224\u65ad\u8fd9\u4e2a\u4efb\u52a1\u662f\u5426\u9700\u8981\u63a8\u7406\u3002<\/p>\n\n\n\n<p>\u7ed3\u679c\u662f\uff1a\u5b83\u53ec\u56de\u7387\u5f88\u9ad8\uff0c\u57fa\u672c\u4e0a\u53ea\u8981\u63a8\u7406\u6709\u7528\u5b83\u90fd\u80fd\u731c\u51fa\u6765\uff0c\u4f46\u7cbe\u786e\u5ea6\u5f88\u4f4e\uff0c\u4e00\u8a00\u4e0d\u5408\u5c31\u5f00\u59cb\u63a8\u7406\uff0c\u54ea\u6015\u4f60\u53ea\u662f\u8ba9\u5b83\u6539\u4e2a\u8bcd\u3002<\/p>\n\n\n\n<p>\u7b2c\u56db\u79cd\u662f\u6700\u6709\u6548\u7684\uff0c\u201cClassifier-Selective Reasoning\u201d\u3002<\/p>\n\n\n\n<p>\u76f4\u63a5\u8bad\u7ec3\u4e00\u4e2a\u5c0f\u6a21\u578b\u4f5c\u4e3a\u5224\u65ad\u5668\uff0c\u6765\u5e2e\u4e3b\u6a21\u578b\u5224\u65ad\u67d0\u4e2a\u4efb\u52a1\u662f\u5426\u8be5\u542f\u7528 CoT\u3002<\/p>\n\n\n\n<p>\u6548\u679c\u663e\u8457\uff0c\u5728\u4e24\u4e2a\u6d4b\u8bd5\u96c6\u4e0a\u51e0\u4e4e\u90fd\u80fd\u6062\u590d\u5931\u53bb\u7684\u51c6\u786e\u7387\uff0c\u751a\u81f3\u6709\u4e9b\u6a21\u578b\u6bd4\u539f\u59cb\u8fd8\u9ad8\u3002<\/p>\n\n\n\n<p>\u7f3a\u70b9\u5c31\u662f\u6bcf\u4e2a\u4e3b\u6a21\u578b\u90fd\u8981\u5355\u72ec\u8bad\u7ec3\u4e00\u4e2a\u5224\u65ad\u5668\uff0c\u6210\u672c\u592a\u9ad8\u3002<\/p>\n\n\n\n<p>\u8fd9\u7bc7\u8bba\u6587\u5927\u6982\u5c31\u662f\u8fd9\u6837\uff0c\u5bf9\u6211\u81ea\u5df1\u975e\u5e38\u6709\u5e2e\u52a9\uff0c\u6211\u770b\u7684\u8bba\u6587\u4e0d\u591a\uff0c\u8fd9\u7bc7\u662f\u6211\u81ea\u5df1\u770b\u7684\uff0c\u6211\u8ba4\u4e3a\u5bf9\u201cCoT 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SWOT \u5206\u6790\u8868\u3001\u62c9\u4e2a 10 \u9875&nbsp;<a rel=\"nofollow\" href=\"https:\/\/www.uisdc.com\/tag\/ppt\" target=\"_blank\" rel=\"noreferrer noopener\">PPT<\/a>&nbsp;\u8ba8\u8bba\uff0c\u6700\u540e\u88ab\u590d\u6742\u56f0\u6b7b\u3002<\/p>\n\n\n\n<p>\u516c\u53f8\u505a\u51b3\u7b56\uff0c\u660e\u660e\u65b9\u5411\u660e\u786e\uff0c\u5374\u56e0\u4e3a\u5206\u6790\u5f97\u592a\u591a\u3001\u98ce\u9669\u8bc4\u4f30\u592a\u7ec6\uff0c\u6700\u540e\u56e2\u961f\u8c01\u4e5f\u4e0d\u6562\u62cd\u677f\uff0c\u9519\u8fc7\u98ce\u53e3\u3002<\/p>\n\n\n\n<p>AI \u5176\u5b9e\u8ddf\u4eba\u5f88\u50cf\u3002<\/p>\n\n\n\n<p>\u4e0a\u9762\u5f88\u591a CoT \u7684\u9a8c\u8bc1\uff0c\u8fd8\u6709 Constraint 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