{"id":902,"date":"2025-08-29T09:11:00","date_gmt":"2025-08-29T01:11:00","guid":{"rendered":"http:\/\/www.applicationsofllm.com\/?p=902"},"modified":"2025-09-17T09:13:28","modified_gmt":"2025-09-17T01:13:28","slug":"%e8%b0%81%e8%af%b4scaling-law%e5%88%b0%e5%a4%b4%e4%ba%86%ef%bc%9f%e6%96%b0%e7%a0%94%e7%a9%b6%ef%bc%9a%e6%af%8f%e4%b8%80%e6%ad%a5%e7%9a%84%e5%be%ae%e5%b0%8f%e6%8f%90%e5%8d%87%e4%bc%9a%e5%b8%a6%e6%9d%a5","status":"publish","type":"post","link":"http:\/\/www.applicationsofllm.com\/index.php\/2025\/08\/29\/%e8%b0%81%e8%af%b4scaling-law%e5%88%b0%e5%a4%b4%e4%ba%86%ef%bc%9f%e6%96%b0%e7%a0%94%e7%a9%b6%ef%bc%9a%e6%af%8f%e4%b8%80%e6%ad%a5%e7%9a%84%e5%be%ae%e5%b0%8f%e6%8f%90%e5%8d%87%e4%bc%9a%e5%b8%a6%e6%9d%a5\/","title":{"rendered":"\u8c01\u8bf4Scaling Law\u5230\u5934\u4e86\uff1f\u65b0\u7814\u7a76\uff1a\u6bcf\u4e00\u6b65\u7684\u5fae\u5c0f\u63d0\u5347\u4f1a\u5e26\u6765\u6307\u6570\u7ea7\u589e\u957f"},"content":{"rendered":"\n<p>\u5f88\u591a\u4eba\u8ba4\u4e3a\uff0cScaling Law \u6b63\u5728\u9762\u4e34\u6536\u76ca\u9012\u51cf\uff0c\u56e0\u6b64\u7ee7\u7eed\u6269\u5927\u8ba1\u7b97\u89c4\u6a21\u8bad\u7ec3\u6a21\u578b\u7684\u505a\u6cd5\u6b63\u5728\u88ab\u8d28\u7591\u3002\u6700\u8fd1\u7684\u89c2\u5bdf\u7ed9\u51fa\u4e86\u4e0d\u4e00\u6837\u7684\u7ed3\u8bba\u3002\u7814\u7a76\u53d1\u73b0\uff0c\u54ea\u6015\u6a21\u578b\u5728\u300c\u5355\u6b65\u4efb\u52a1\u300d\u4e0a\u7684\u51c6\u786e\u7387\u63d0\u5347\u8d8a\u6765\u8d8a\u6162\uff0c\u8fd9\u4e9b\u5c0f\u5c0f\u7684\u8fdb\u6b65\u53e0\u52a0\u8d77\u6765\uff0c\u4e5f\u80fd\u8ba9\u6a21\u578b\u5b8c\u6210\u7684\u4efb\u52a1\u957f\u5ea6\u5b9e\u73b0\u300c\u6307\u6570\u7ea7\u589e\u957f\u300d\uff0c\u800c\u8fd9\u4e00\u70b9\u53ef\u80fd\u5728\u73b0\u5b9e\u4e2d\u66f4\u6709\u7ecf\u6d4e\u4ef7\u503c\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"590\" src=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-217-1024x590.jpg\" alt=\"\" class=\"wp-image-903\" srcset=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-217-1024x590.jpg 1024w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-217-300x173.jpg 300w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-217-768x442.jpg 768w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-217.jpg 1108w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u5982\u679c\u7ee7\u7eed\u6269\u5927\u8ba1\u7b97\u89c4\u6a21\uff0c\u8fb9\u9645\u6536\u76ca\u5374\u5728\u9012\u51cf\uff0c\u4f01\u4e1a\u7ee7\u7eed\u771f\u91d1\u767d\u94f6\u6295\u5165\u66f4\u5927\u6a21\u578b\u7684\u8bad\u7ec3\u662f\u5426\u8fd8\u662f\u4e00\u4e2a\u5408\u7406\u7684\u9009\u62e9\uff1f\u5927\u6982\u4ece\u53bb\u5e74\u5f00\u59cb\uff0cAI \u9886\u57df\u5c31\u5728\u4e89\u8bba\u8fd9\u4e00\u95ee\u9898\u3002<\/p>\n\n\n\n<p>\u6700\u8fd1\uff0c\u6709\u7bc7\u8bba\u6587\u7ed9\u51fa\u4e86\u4e00\u4e2a\u6709\u610f\u601d\u7684\u89c2\u70b9\uff1a\u867d\u7136 scaling law \u663e\u793a LLM \u5728\u6d4b\u8bd5\u635f\u5931\u7b49\u6307\u6807\u4e0a\u5b58\u5728\u6536\u76ca\u9012\u51cf\uff0c\u4f46\u6a21\u578b\u5728\u73b0\u5b9e\u4e16\u754c\u7684\u4ef7\u503c\u5f80\u5f80\u6e90\u4e8e\u4e00\u4e2a\u667a\u80fd\u4f53\u80fd\u591f\u5b8c\u6210\u4efb\u52a1\u7684\u957f\u5ea6\u3002\u4ece\u8fd9\u4e2a\u89d2\u5ea6\u6765\u770b\uff0c<strong>\u66f4\u5927\u7684\u6a21\u578b\u975e\u4f46\u6ca1\u6709\u6536\u76ca\u9012\u51cf\uff0c\u53cd\u800c\u80fd\u5c06\u5355\u6b65\u51c6\u786e\u7387\u7684\u5fae\u5c0f\u63d0\u5347\u590d\u5408\u653e\u5927\uff0c\u5728\u4efb\u52a1\u5b8c\u6210\u957f\u5ea6\u4e0a\u5b9e\u73b0\u6307\u6570\u7ea7\u8dc3\u5347\u3002<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"476\" src=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-221-1024x476.jpg\" alt=\"\" class=\"wp-image-907\" srcset=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-221-1024x476.jpg 1024w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-221-300x140.jpg 300w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-221-768x357.jpg 768w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-221.jpg 1107w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u8bba\u6587\u6807\u9898\uff1aThe Illusion of Diminishing Returns: Measuring Long Horizon Execution in LLMs<\/li>\n\n\n\n<li>\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/pdf\/2509.09677<\/li>\n\n\n\n<li>\u4ee3\u7801\u94fe\u63a5\uff1ahttps:\/\/github.com\/long-horizon-execution\/measuring-execution<\/li>\n\n\n\n<li>\u6570\u636e\u96c6\u94fe\u63a5\uff1ahttps:\/\/huggingface.co\/datasets\/arvindh75\/Long-Horizon-Execution<\/li>\n<\/ul>\n\n\n\n<p>\u8fd9\u7bc7\u8bba\u6587\u6765\u81ea\u5251\u6865\u5927\u5b66\u7b49\u673a\u6784\u3002\u8bba\u6587\u6307\u51fa\uff0c\u957f\u671f\u4ee5\u6765\uff0c\u5b8c\u6210\u957f\u7a0b\u4efb\u52a1\u4e00\u76f4\u662f\u6df1\u5ea6\u5b66\u4e60\u7684\u81f4\u547d\u5f31\u70b9\u3002\u81ea\u52a8\u9a7e\u9a76 demo \u5f88\u70ab\u9177\uff0c\u4f46\u8981\u771f\u6b63\u4e0a\u8def\u8dd1\u957f\u9014\uff0c\u7528\u4e86\u5341\u591a\u5e74\u624d\u5b9e\u73b0\u3002AI \u80fd\u751f\u6210\u60ca\u8273\u7684\u56fe\u7247\uff0c\u4f46\u62cd\u4e00\u6bb5\u8fde\u8d2f\u3001\u4e00\u81f4\u7684\u957f\u89c6\u9891\u81f3\u4eca\u4ecd\u662f\u96be\u9898\u3002\u73b0\u5728\u4f01\u4e1a\u90fd\u60f3\u8981 AI 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\u5728\u590d\u6742\u63a8\u7406\u57fa\u51c6\u6d4b\u8bd5\u4e0a\u6709\u4e86\u5de8\u5927\u6539\u8fdb\uff0c\u4f9d\u7136\u6709\u8bba\u6587\u58f0\u79f0\u601d\u8003\u6a21\u578b\u53ea\u662f\u7ed9\u51fa\u4e86\u300c\u601d\u8003\u7684\u5e7b\u89c9\u300d\uff08arXiv:2506.06941\uff09\uff0c\u56e0\u4e3a\u5f53\u4efb\u52a1\u53d8\u5f97\u66f4\u957f\u65f6\uff0c\u5b83\u4eec\u6700\u7ec8\u4f1a\u5931\u8d25\u3002<\/p>\n\n\n\n<p>\u8fd9\u4e9b\u7ed3\u679c\u5728\u793e\u533a\u4e2d\u5f15\u53d1\u4e86\u5f88\u591a\u4e89\u8bba\u3002\u4f46\u672c\u6587\u4f5c\u8005\u8ba4\u4e3a\uff0c\u6211\u4eec\u53ef\u4ee5\u901a\u8fc7\u89e3\u8026\u63a8\u7406\u6216\u667a\u80fd\u4f53\u4efb\u52a1\u4e2d\u89c4\u5212\uff08planning\uff09\u548c\u6267\u884c\uff08execution\uff09\u7684\u9700\u6c42\u6765\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\u3002<\/p>\n\n\n\n<p>\u89c4\u5212\u6d89\u53ca\u51b3\u5b9a\u68c0\u7d22\u4ec0\u4e48\u4fe1\u606f\u6216\u4f7f\u7528\u4ec0\u4e48\u5de5\u5177\u4ee5\u53ca\u4f7f\u7528\u987a\u5e8f\uff0c\u800c\u6267\u884c\u5c31\u662f\u8ba9\u89c4\u5212\u53d8\u6210\u73b0\u5b9e\u3002\u5728\u300a\u601d\u8003\u7684\u5e7b\u89c9\u300b\u8bba\u6587\u4e2d\uff0cLLM 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\u6548\u5e94<\/strong><\/p>\n\n\n\n<p>\u4eba\u4eec\u53ef\u80fd\u4f1a\u8ba4\u4e3a\uff0c\u957f\u4efb\u52a1\u4e2d\u7684\u5931\u8d25\u4ec5\u4ec5\u662f\u7531\u4e8e\u5c0f\u800c\u6052\u5b9a\u7684\u6bcf\u6b65\u9519\u8bef\u7387\u4e0d\u65ad\u7d2f\u79ef\u9020\u6210\u7684\u3002\u7136\u800c\uff0c\u4f5c\u8005\u53d1\u73b0\uff0c\u968f\u7740\u4efb\u52a1\u7684\u63a8\u8fdb\uff0c\u6bcf\u6b65\u9519\u8bef\u7387\u672c\u8eab\u4f1a\u4e0a\u5347\u3002\u8fd9\u4e0e\u4eba\u7c7b\u5f62\u6210\u4e86\u5bf9\u6bd4\uff0c\u4eba\u7c7b\u5728\u6267\u884c\u4efb\u52a1\u65f6\u901a\u5e38\u4f1a\u901a\u8fc7\u7ec3\u4e60\u800c\u8fdb\u6b65\u3002<\/p>\n\n\n\n<p>\u4f5c\u8005\u63a8\u6d4b\uff0c\u7531\u4e8e\u6a21\u578b\u8bad\u7ec3\u7684\u5f88\u5927\u4e00\u90e8\u5206\u662f\u6839\u636e\u4e0a\u4e0b\u6587\u9884\u6d4b\u6700\u53ef\u80fd\u7684\u4e0b\u4e00\u4e2a token\uff0c\u56e0\u6b64<strong>\u8ba9\u6a21\u578b\u4ee5\u81ea\u8eab\u5bb9\u6613\u51fa\u9519\u7684\u5386\u53f2\u4e3a\u6761\u4ef6\u4f1a\u589e\u52a0\u672a\u6765\u51fa\u9519\u7684\u53ef\u80fd\u6027<\/strong>\u3002\u4ed6\u4eec\u901a\u8fc7\u63a7\u5236\u5c55\u793a\u7ed9\u6a21\u578b\u7684\u5386\u53f2\u4e2d\u7684\u9519\u8bef\u7387\u6765\u5bf9\u6b64\u8fdb\u884c\u6d4b\u8bd5\u3002\u968f\u7740\u5386\u53f2\u4e2d\u7684\u9519\u8bef\u7387\u5347\u9ad8\uff0c\u4ed6\u4eec\u89c2\u5bdf\u5230\u540e\u7eed\u6b65\u9aa4\u7684\u51c6\u786e\u7387\u6025\u5267\u4e0b\u964d\uff0c\u8fd9\u9a8c\u8bc1\u4e86\u6a21\u578b\u4f1a\u8fdb\u884c self-condition \u8bbe\u5b9a\u3002<\/p>\n\n\n\n<p>\u4f5c\u8005\u8868\u660e\uff0c\u9664\u4e86\u5148\u524d\u5df2\u53d1\u73b0\u7684\u957f\u4e0a\u4e0b\u6587\u95ee\u9898\u5916\uff0cself-conditioning \u8bbe\u5b9a\u8fd8\u4f1a\u5bfc\u81f4\u6a21\u578b\u5728\u957f\u7a0b\u4efb\u52a1\u4e2d\u7684\u6027\u80fd\u4e0b\u964d\uff0c\u800c\u4e14\u4e0e\u957f\u4e0a\u4e0b\u6587\u95ee\u9898\u4e0d\u540c\u7684\u662f\uff0c\u8fd9\u79cd\u6027\u80fd\u4e0b\u964d\u5e76\u4e0d\u4f1a\u901a\u8fc7\u589e\u5927\u6a21\u578b\u89c4\u6a21\u800c\u5f97\u5230\u7f13\u89e3\u3002<\/p>\n\n\n\n<p><strong>3\u3001\u601d\u8003\u7684\u5f71\u54cd<\/strong><\/p>\n\n\n\n<p>\u4f5c\u8005\u53d1\u73b0<strong>\u8fd1\u671f\u7684\u601d\u8003\u6a21\u578b\u4e0d\u4f1a\u53d7\u5230\u5148\u524d\u9519\u8bef\u7684\u5f71\u54cd<\/strong>\uff0c\u80fd\u591f\u4fee\u6b63 self-conditioning \u9650\u5236\u3002\u6b64\u5916\uff0c\u987a\u5e8f\u6d4b\u8bd5\u65f6\u8ba1\u7b97\u91cf\uff08sequential test time compute\uff09\u7684\u663e\u8457\u63d0\u5347\u4e86\u6a21\u578b\u5728\u5355\u8f6e\u5bf9\u8bdd\u4e2d\u53ef\u5b8c\u6210\u4efb\u52a1\u7684\u957f\u5ea6\u3002\u5728\u6ca1\u6709\u601d\u7ef4\u94fe\uff08CoT\uff09\u7684\u60c5\u51b5\u4e0b\uff0c\u50cf DeepSeek V3 \u8fd9\u6837\u7684\u524d\u6cbf\u5927\u8bed\u8a00\u6a21\u578b\u751a\u81f3\u8fde\u4e24\u6b65\u6267\u884c\u90fd\u65e0\u6cd5\u5b8c\u6210\uff0c\u800c\u5176\u5177\u5907\u601d\u8003\u80fd\u529b\u7684\u7248\u672c R1 \u5219\u80fd\u6267\u884c 200 \u6b65\uff0c\u8fd9\u51f8\u663e\u4e86\u884c\u52a8\u524d\u8fdb\u884c\u63a8\u7406\u7684\u91cd\u8981\u6027\u3002<\/p>\n\n\n\n<p>\u4f5c\u8005\u5bf9\u524d\u6cbf\u601d\u8003\u6a21\u578b\u8fdb\u884c\u4e86\u57fa\u51c6\u6d4b\u8bd5\uff0c\u53d1\u73b0 GPT-5 \u7684\u601d\u8003\u7248\u672c\uff08\u4ee3\u53f7 Horizon\uff09\u80fd\u591f\u6267\u884c\u8d85\u8fc7 1000 \u6b65\uff0c\u8fdc\u8d85\u7d27\u968f\u5176\u540e\u7684\u7ade\u4e89\u5bf9\u624b \u2014\u2014 \u80fd\u6267\u884c 432 \u6b65\u7684 Claude-4-Sonnet\u3002<\/p>\n\n\n\n<p>LLM \u80fd\u529b\u7684\u300c\u53c2\u5dee\u4e0d\u9f50\u300d\u65e2\u4ee4\u4eba\u7740\u8ff7\u53c8\u8ba9\u4eba\u56f0\u60d1\u3002\u4e0e\u4f20\u7edf\u673a\u5668\u4e0d\u540c\uff0c\u5927\u8bed\u8a00\u6a21\u578b\u5728\u6267\u884c\u91cd\u590d\u6027\u4efb\u52a1\u65f6\u66f4\u5bb9\u6613\u51fa\u73b0\u6545\u969c\u3002\u56e0\u6b64\uff0c\u4f5c\u8005\u8ba4\u4e3a\uff0c\u957f\u4efb\u52a1\u4e2d\u7684\u6267\u884c\u5931\u8d25\u4e0d\u5e94\u88ab\u8bef\u89e3\u4e3a\u7f3a\u4e4f\u63a8\u7406\u6216\u89c4\u5212\u80fd\u529b\u3002\u4ed6\u4eec\u53d1\u73b0\uff0c\u901a\u8fc7\u6269\u5927\u6a21\u578b\u89c4\u6a21\u548c\u589e\u52a0\u987a\u5e8f\u6d4b\u8bd5\u65f6\u95f4\u7684\u8ba1\u7b97\u91cf\uff0c\u6a21\u578b\u957f\u7a0b\u6267\u884c\u80fd\u529b\u4f1a\u5f97\u5230\u663e\u8457\u63d0\u5347\u3002\u5982\u679c\u4e00\u4e2a\u6a21\u578b\u80fd\u591f\u5b8c\u6210\u7684\u4efb\u52a1\u957f\u5ea6\u8868\u660e\u5176\u7ecf\u6d4e\u4ef7\u503c\uff0c\u90a3\u4e48\u6301\u7eed\u6295\u5165\u4ee5\u589e\u52a0\u8ba1\u7b97\u91cf\u53ef\u80fd\u662f\u503c\u5f97\u7684\uff0c\u5373\u4fbf\u77ed\u4efb\u52a1\u57fa\u51c6\u6d4b\u8bd5\u7ed9\u4eba\u4e00\u79cd\u8fdb\u5c55\u653e\u7f13\u7684\u9519\u89c9\u3002<\/p>\n\n\n\n<p>\u8fd9\u7bc7\u8bba\u6587\u8ba9\u5f88\u591a\u4eba\u611f\u89c9\u6df1\u53d7\u542f\u53d1\uff0c\u8fd8\u6709\u4eba\u63d0\u51fa\u6211\u4eec\u5e94\u8be5\u8bbe\u8ba1\u66f4\u591a\u9488\u5bf9\u6a21\u578b\u6267\u884c\u6df1\u5ea6\u65b9\u9762\u7684\u57fa\u51c6\u6d4b\u8bd5\uff0c\u4ee5\u66f4\u597d\u5730\u8861\u91cf\u6a21\u578b scaling \u6240\u5e26\u6765\u7684\u6536\u76ca\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"779\" src=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-220-1024x779.jpg\" alt=\"\" class=\"wp-image-906\" srcset=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-220-1024x779.jpg 1024w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-220-300x228.jpg 300w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-220-768x584.jpg 768w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-220.jpg 1108w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"512\" src=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-218-1024x512.jpg\" alt=\"\" class=\"wp-image-904\" srcset=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-218-1024x512.jpg 1024w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-218-300x150.jpg 300w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-218-768x384.jpg 768w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-218.jpg 1108w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u4ee5\u4e0b\u662f\u8bba\u6587\u7684\u8be6\u7ec6\u5185\u5bb9\u3002<\/p>\n\n\n\n<p><strong>\u8bba\u6587\u65b9\u6cd5\u8be6\u89e3<\/strong><\/p>\n\n\n\n<p>\u5728\u8bba\u6587\u4e2d\uff0c\u4f5c\u8005\u8be6\u7ec6\u4ecb\u7ecd\u4e86\u4ed6\u4eec\u7684\u6bcf\u4e00\u4e2a\u7ed3\u8bba\u662f\u600e\u4e48\u5f97\u51fa\u6765\u7684\u3002<\/p>\n\n\n\n<p><strong>\u867d\u7136\u5355\u6b65\u51c6\u786e\u7387\u6536\u76ca\u9012\u51cf\uff0c\u4f46 scaling \u4ecd\u6709\u4ef7\u503c<\/strong><\/p>\n\n\n\n<p>\u4f5c\u8005\u9996\u5148\u5206\u6790\u4e86\u6a21\u578b\u7684\u5355\u6b65\u51c6\u786e\u7387\u4e0e\u5176\u9884\u6d4b\u8303\u56f4\u957f\u5ea6\u4e4b\u95f4\u7684\u5173\u7cfb\u3002\u4e3a\u4e86\u5f97\u51fa\u6570\u5b66\u5173\u7cfb\uff0c\u4ed6\u4eec\u505a\u51fa\u4e86\u4e24\u4e2a\u7c7b\u4f3c\u4e8e LeCun (2023) \u7684\u7b80\u5316\u5047\u8bbe\u3002\u7b2c\u4e00\uff0c\u4ed6\u4eec\u5047\u8bbe\u6a21\u578b\u7684\u6b65\u51c6\u786e\u7387\u5728\u4efb\u52a1\u8fc7\u7a0b\u4e2d\u4fdd\u6301\u6052\u5b9a\u3002\u7b2c\u4e8c\uff0c\u4ed6\u4eec\u5047\u8bbe\u6a21\u578b\u4e0d\u4f1a\u81ea\u6211\u4fee\u6b63\uff0c\u8fd9\u610f\u5473\u7740\u4efb\u4f55\u5355\u4e00\u9519\u8bef\u90fd\u4f1a\u5bfc\u81f4\u4efb\u52a1\u5931\u8d25\u3002\u4ed6\u4eec\u4ec5\u5728\u6b64\u6b21\u5206\u6790\u4e2d\u505a\u8fd9\u6837\u7684\u5047\u8bbe\uff0c\u8be5\u5206\u6790\u80fd\u63d0\u4f9b\u6709\u7528\u7684\u76f4\u89c9\u3002\u4ed6\u4eec\u7684\u5b9e\u8bc1\u5206\u6790\u5219\u66f4\u8fdb\u4e00\u6b65\uff0c\u8fd8\u7814\u7a76\u4e86 LLM \u5728\u5b9e\u9645\u60c5\u51b5\u4e2d\u5982\u4f55\u5728\u957f\u7a0b\u4efb\u52a1\u6267\u884c\u65f6\u4e0d\u8868\u73b0\u51fa\u7a33\u5b9a\u7684\u6b65\u9aa4\u51c6\u786e\u7387\uff0c\u4ee5\u53ca\u5b83\u4eec\u53ef\u80fd\u5982\u4f55\u7ea0\u6b63\u9519\u8bef\u3002<\/p>\n\n\n\n<p>\u547d\u9898 1\uff1a\u5047\u8bbe\u6b65\u9aa4\u51c6\u786e\u7387 p \u6052\u5b9a\u4e14\u65e0\u81ea\u6821\u6b63\uff0c\u6a21\u578b\u8fbe\u5230\u6210\u529f\u7387 s \u65f6\u7684\u4efb\u52a1\u957f\u5ea6 H \u7531\u4e0b\u5f0f\u7ed9\u51fa\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"239\" src=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-219-1024x239.jpg\" alt=\"\" class=\"wp-image-905\" srcset=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-219-1024x239.jpg 1024w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-219-300x70.jpg 300w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-219-768x180.jpg 768w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-219.jpg 1108w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u4f5c\u8005\u5728\u56fe 2 \u4e2d\u7ed8\u5236\u4e86 s=0.5 \u65f6\u7684\u8fd9\u4e00\u589e\u957f\u51fd\u6570\u3002\u6ce8\u610f\uff0c\u5f53\u6b65\u9aa4\u51c6\u786e\u7387\u8d85\u8fc7 70% \u540e\uff0c\u6b65\u9aa4\u51c6\u786e\u7387\u7684\u5fae\u5c0f\u63d0\u5347\u4f1a\u5e26\u6765\u6bd4\u6307\u6570\u7ea7\u66f4\u5feb\u7684\u4efb\u52a1\u957f\u5ea6\u6539\u5584\u3002\u8fd9\u4e00\u63a8\u5bfc\u8868\u660e\uff0c\u5373\u4f7f\u5728\u901a\u5e38\u5305\u542b\u77ed\u4efb\u52a1\u7684\u95ee\u7b54\u57fa\u51c6\u6d4b\u8bd5\u4e2d\uff0c\u51c6\u786e\u7387\u7684\u63d0\u5347\u4f3c\u4e4e\u653e\u7f13\uff0c\u4f46\u4ece\u6570\u5b66\u89d2\u5ea6\u800c\u8a00\uff0c\u4eba\u4eec\u4ecd\u53ef\u671f\u5f85\u5728\u66f4\u957f\u7684\u4efb\u52a1\u4e0a\u53d6\u5f97\u663e\u8457\u6536\u76ca\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"863\" height=\"1024\" src=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-222-863x1024.jpg\" alt=\"\" class=\"wp-image-908\" srcset=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-222-863x1024.jpg 863w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-222-253x300.jpg 253w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-222-768x911.jpg 768w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-222.jpg 1108w\" sizes=\"auto, (max-width: 863px) 100vw, 863px\" \/><\/figure>\n\n\n\n<p>\u4f8b\u5982\uff0c\u5728\u8f6f\u4ef6\u5de5\u7a0b\u4efb\u52a1\u4e2d\uff0cKwa et al. (2025) \u901a\u8fc7\u5b9e\u8bc1\u89c2\u5bdf\u53d1\u73b0\uff0c\u524d\u6cbf\u6a21\u578b\u5728 s=0.5 \u65f6\u7684\u53ef\u5b8c\u6210\u4efb\u52a1\u957f\u5ea6\u6b63\u5448\u6307\u6570\u7ea7\u589e\u957f\uff0c\u6bcf 7 \u4e2a\u6708\u7ffb\u4e00\u756a\u3002\u5229\u7528\u4e0a\u9762\u7684\u7ed3\u679c\uff0c\u4f5c\u8005\u5728\u56fe 1 \u4e2d\u5c55\u793a\u51fa\uff0c\u5373\u4f7f\u5728\u6b65\u9aa4\u7cbe\u786e\u5ea6\u7684\u56de\u62a5\u9012\u51cf\u673a\u5236\u4e0b\uff0c\u4efb\u52a1\u957f\u5ea6\u7684\u8fd9\u79cd\u6307\u6570\u7ea7\u589e\u957f\u4e5f\u4f1a\u53d1\u751f\u3002\u5982\u679c\u8bbe\u5b9a s=0.5\uff0c\u5c31\u4f1a\u5f97\u5230<img loading=\"lazy\" decoding=\"async\" width=\"316\" height=\"110\" src=\"blob:http:\/\/www.applicationsofllm.com\/e3091775-a739-43bb-9934-22d6687696ed\" alt=\"\u56fe\u7247\">\u3002\u56e0\u6b64\uff0c\u8981\u968f\u7740\u65f6\u95f4\uff08x\uff09\u7ef4\u6301 H_0.5 \u7684\u6307\u6570\u7ea7\u589e\u957f\uff0c\u6240\u9700\u7684\u6b65\u9aa4\u7cbe\u786e\u5ea6 p \u4e3a<img loading=\"lazy\" decoding=\"async\" width=\"72\" height=\"62\" src=\"blob:http:\/\/www.applicationsofllm.com\/83397ada-b8da-4fc0-a80b-810d56851f40\" alt=\"\u56fe\u7247\">\uff0c\u8fd9\u786e\u5b9e\u662f\u4e00\u4e2a\u9012\u51cf\u51fd\u6570\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"682\" src=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-223-1024x682.jpg\" alt=\"\" class=\"wp-image-909\" srcset=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-223-1024x682.jpg 1024w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-223-300x200.jpg 300w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-223-768x512.jpg 768w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-223.jpg 1108w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" 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LLM \u80fd\u529b\u8ba8\u8bba\u7684\u4e3b\u8981\u7126\u70b9\u3002\u8fd9\u79cd\u76f8\u5bf9\u7684\u5ffd\u89c6\u662f\u5f88\u91cd\u8981\u7684\uff0c\u56e0\u4e3a\u6267\u884c\u4e2d\u7684\u5931\u8d25\u88ab\u9519\u8bef\u5730\u5f52\u56e0\u4e8e\u63a8\u7406\u6216\u89c4\u5212\u80fd\u529b\u7684\u5c40\u9650\u3002\u8fd9\u79cd\u770b\u6cd5\u53ef\u80fd\u6e90\u4e8e\u4e00\u79cd\u89c2\u70b9\uff0c\u5373\u6267\u884c\u662f\u4e00\u9879\u7b80\u5355\u6216\u5e73\u51e1\u7684\u4efb\u52a1\u3002\u6bd5\u7adf\uff0c\u8fd9\u662f\u673a\u5668\u5386\u6765\u64c5\u957f\u7684\u4e8b\u60c5\u3002\u4eba\u7c7b\u4e00\u65e6\u5b66\u4f1a\u5982\u4f55\u5b8c\u6210\u4e00\u9879\u4efb\u52a1\uff0c\u5728\u6267\u884c\u65f6\u4e5f\u76f8\u5f53\u53ef\u9760\uff0c\u751a\u81f3\u4f1a\u901a\u8fc7\u7ec3\u4e60\u5f97\u5230\u63d0\u9ad8\u3002\u7136\u800c\uff0c\u7531\u4e8e LLM \u5e76\u4e0d\u5177\u5907\u6b63\u786e\u6027\u4fdd\u8bc1\uff0c\u4f5c\u8005\u5047\u8bbe\uff0c\u5728\u957f\u65f6\u7a0b\u4efb\u52a1\u4e2d\uff0c\u6267\u884c\u5bf9 LLM \u800c\u8a00\u53ef\u80fd\u4f1a\u51fa\u4eba\u610f\u6599\u5730\u5177\u6709\u6311\u6218\u6027\u3002\u4ed6\u4eec\u63a8\u6d4b\uff1a<\/p>\n\n\n\n<p>\u5373\u4f7f\u63a8\u7406\u3001\u89c4\u5212\u548c\u4e16\u754c\u77e5\u8bc6\u90fd\u5f97\u5230\u5b8c\u5584\uff0cLLM \u5728\u957f\u671f\u6267\u884c\u8fc7\u7a0b\u4e2d\u4ecd\u4f1a\u51fa\u9519\u3002<\/p>\n\n\n\n<p>\u4e3a\u4e86\u8bc1\u660e\u8fd9\u4e00\u70b9\uff0c\u4ed6\u4eec\u901a\u8fc7\u663e\u5f0f\u63d0\u4f9b\u5fc5\u8981\u7684\u77e5\u8bc6\u548c\u89c4\u5212\u6765\u9694\u79bb\u6267\u884c\u5931\u8d25\u7684\u60c5\u51b5\u3002\u4ed6\u4eec\u5c06\u524d\u8ff0\u822a\u73ed\u9009\u62e9\u667a\u80fd\u4f53\u793a\u4f8b\u4e2d\u63d0\u51fa\u7684\u300c\u5148\u68c0\u7d22\u540e\u7ec4\u5408\u300d\u6b65\u9aa4\u4e32\u8054\u8d77\u6765\u3002\u6bcf\u4e2a\u6b65\u9aa4\u90fd\u5305\u62ec\u68c0\u7d22\u76f8\u5173\u4fe1\u606f\u6216\u89c4\u5212\u4e2d\u6307\u5b9a\u7684\u5de5\u5177\uff0c\u7136\u540e\u7ec4\u5408\u5176\u8f93\u51fa\u4ee5\u66f4\u65b0\u5f53\u524d\u72b6\u6001\u3002\u89c4\u5212\u8d1f\u8d23\u51b3\u5b9a\u68c0\u7d22\u4ec0\u4e48\u4ee5\u53ca\u5982\u4f55\u7ec4\u5408\uff0c\u800c\u6267\u884c\u5219\u662f\u5b9e\u9645\u6267\u884c\u8fd9\u4e9b\u64cd\u4f5c\u3002\u8fd9\u7b26\u5408\u4e00\u79cd\u81ea\u7136\u7684\u62bd\u8c61 \u2014\u2014 \u952e\u503c\uff08key-value\uff09\u8bcd\u5178\u3002\u952e\u4f5c\u4e3a\u89c4\u5212\u7684\u4e00\u4e2a\u6b65\u9aa4\uff0c\u6307\u5b9a\u8981\u68c0\u7d22\u7684\u77e5\u8bc6\u6216\u8981\u8c03\u7528\u7684\u5de5\u5177\uff0c\u800c\u503c\u5219\u4ee3\u8868\u77e5\u8bc6\u6216\u5de5\u5177\u7684\u8f93\u51fa\uff0c\u968f\u540e\u9700\u8981\u5c06\u5176\u4e0e\u5f53\u524d\u72b6\u6001\u7ec4\u5408\u3002<\/p>\n\n\n\n<p>\u5728\u8fd9\u9879\u7814\u7a76\u4e2d\uff0c\u4f5c\u8005\u5c06\u89c4\u5212\u4f5c\u4e3a\u6bcf\u4e2a\u67e5\u8be2\u4e2d\u7684\u952e\u63d0\u4f9b\uff0c\u4ece\u800c\u6d88\u9664\u4e86 LLM \u5bf9\u89c4\u5212\u80fd\u529b\u7684\u9700\u6c42\u3002\u4ed6\u4eec\u8fd8\u5728\u4e0a\u4e0b\u6587\u4e2d\u63d0\u4f9b\u952e\u503c\u8bcd\u5178\uff0c\u6d88\u9664\u4e86\u5bf9\u6a21\u578b\u53c2\u6570\u77e5\u8bc6\u7684\u4efb\u4f55\u4f9d\u8d56\u3002\u901a\u8fc7\u8fd9\u79cd\u8bbe\u8ba1\uff0c\u4f5c\u8005\u76f4\u63a5\u63a7\u5236\u4e24\u4e2a\u91cd\u8981\u7684\u7ef4\u5ea6\uff0c\u5b83\u4eec\u76f8\u4e58\u53ef\u5f97\u5230\u4efb\u52a1\u957f\u5ea6\uff08\u300c\u5148\u68c0\u7d22\u540e\u7ec4\u5408\u300d\u6b65\u9aa4\u7684\u6570\u91cf\uff09\uff1a\u8f6e\u6b21\u6570\u91cf\u548c\u8f6e\u6b21\u590d\u6742\u5ea6\uff08K\uff09\u3002\u8f6e\u6b21\u590d\u6742\u5ea6\u53ef\u4ee5\u901a\u8fc7\u6539\u53d8\u6bcf\u8f6e\u67e5\u8be2\u7684\u952e\u7684\u6570\u91cf\u6765\u8c03\u6574\u3002<\/p>\n\n\n\n<p><strong>\u5b9e\u9a8c\u7ed3\u679c<\/strong><\/p>\n\n\n\n<p>\u5728\u5b9e\u9a8c\u90e8\u5206\uff0c\u4f5c\u8005\u5f97\u51fa\u4e86\u4ee5\u4e0b\u51e0\u4e2a\u6838\u5fc3\u7ed3\u8bba\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u957f\u7a0b\u4efb\u52a1\u6267\u884c\u5177\u6709\u6311\u6218\u6027\u3002\u663e\u8457\u589e\u5927\u6a21\u578b\u89c4\u6a21\u4f1a\u5927\u5e45\u589e\u52a0\u6a21\u578b\u80fd\u591f\u6b63\u786e\u6267\u884c\u7684\u8f6e\u6b21\u6570\u91cf\u3002<\/li>\n\n\n\n<li>\u6a21\u578b\u4f1a\u628a\u81ea\u5df1\u4e0a\u4e00\u6b65\u72af\u7684\u9519\u8bef\u5f53\u6210\u65b0\u4e0a\u4e0b\u6587\u7ee7\u7eed\u5b66\uff08self-conditioning\uff09\uff0c\u8fd9\u5bfc\u81f4\u6bcf\u4e00\u6b65\u7684\u51c6\u786e\u7387\u4e0b\u964d\u3002\u589e\u5927\u6a21\u578b\u89c4\u6a21\u5e76\u4e0d\u8db3\u4ee5\u7f13\u89e3\u8fd9\u4e00\u95ee\u9898\u3002<\/li>\n\n\n\n<li>\u601d\u8003\u6a21\u578b\u80fd\u89e3\u51b3 self-conditioning \u9650\u5236\u7684\u95ee\u9898\uff0c\u8fd8\u80fd\u5728\u5355\u8f6e\u4e2d\u6267\u884c\u660e\u663e\u66f4\u957f\u7684\u4efb\u52a1\u3002<\/li>\n<\/ul>\n\n\n\n<p><strong>\u589e\u52a0\u8f6e\u6b21\u7684\u5f71\u54cd<\/strong><\/p>\n\n\n\n<p>\u4f5c\u8005\u9996\u5148\u9a8c\u8bc1\u4e86\u4e00\u4e2a\u5047\u8bbe \u2014\u2014 \u5373\u4f7f\u5728\u4e0d\u9700\u8981\u4e16\u754c\u77e5\u8bc6\u548c\u89c4\u5212\u7684\u4efb\u52a1\u4e2d\uff0c\u957f\u65f6\u7a0b\u4efb\u52a1\u6267\u884c\u4e5f\u53ef\u80fd\u5177\u6709\u6311\u6218\u6027\u3002\u7136\u540e\uff0c\u4ed6\u4eec\u7814\u7a76\u4e86\u589e\u5927\u6a21\u578b\u89c4\u6a21\u5bf9\u957f\u65f6\u7a0b\u4efb\u52a1\u6267\u884c\u7684\u76ca\u5904\u3002<\/p>\n\n\n\n<p>\u4f5c\u8005\u5728\u56fe 4 \u4e2d\u5c55\u793a\u4e86\u7ed3\u679c\u3002\u9664\u4e86 Gemma3-4B \u548c Qwen3-4B \u4e4b\u5916\uff0c\u6240\u6709\u6a21\u578b\u5728\u7b2c\u4e00\u6b65\u90fd\u8fbe\u5230\u4e86 100% \u7684\u51c6\u786e\u7387\uff0c\u8fd9\u51f8\u663e\u51fa\u5b83\u4eec\u5177\u5907\u5b8c\u7f8e\u5b8c\u6210\u4efb\u52a1\u4e2d\u5355\u4e2a\u6b65\u9aa4\u6240\u9700\u7684\u77e5\u8bc6\u548c\u63a8\u7406\u80fd\u529b\u3002\u7136\u800c\uff0c\u4efb\u52a1\u51c6\u786e\u7387\u5728\u540e\u7eed\u56de\u5408\u4e2d\u8fc5\u901f\u4e0b\u964d\u3002\u5373\u4f7f\u662f\u8868\u73b0\u6700\u4f73\u7684\u6a21\u578b\uff08Qwen3-32B\uff09\uff0c\u5176\u51c6\u786e\u7387\u5728 15 \u4e2a\u8f6e\u6b21\u5185\u4e5f\u964d\u81f3 50% \u4ee5\u4e0b\u3002\u8fd9\u8bc1\u5b9e\u4e86\u4f5c\u8005\u7684\u5047\u8bbe\uff1a\u5373\u4f7f\u53bb\u9664\u4e86\u89c4\u5212\u548c\u77e5\u8bc6\u65b9\u9762\u7684\u8981\u6c42\uff0c\u957f\u65f6\u7a0b\u4efb\u52a1\u6267\u884c\u5bf9 LLM \u800c\u8a00\u4ecd\u53ef\u80fd\u5177\u6709\u6311\u6218\u6027\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"497\" src=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-224-1024x497.jpg\" alt=\"\" class=\"wp-image-911\" srcset=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-224-1024x497.jpg 1024w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-224-300x146.jpg 300w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-224-768x373.jpg 768w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-224.jpg 1108w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u5982\u56fe 4\uff08a\uff09\u6240\u793a\uff0c\u66f4\u5927\u7684\u6a21\u578b\u5728\u66f4\u591a\u8f6e\u6b21\u4e2d\u4fdd\u6301\u66f4\u9ad8\u7684\u4efb\u52a1\u51c6\u786e\u7387\uff0c\u5bfc\u81f4\u5728\u4efb\u52a1\u957f\u5ea6\u4e0a\u5448\u73b0\u660e\u663e\u7684 scaling \u8d8b\u52bf\uff08\u56fe 4\uff08c\uff09\uff09\u3002<\/p>\n\n\n\n<p><strong>\u4e3a\u4ec0\u4e48\u6bcf\u8f6e\u51c6\u786e\u7387\u4f1a\u4e0b\u964d\uff1f\u662f self-conditioning \u5728\u4f5c\u602a<\/strong><\/p>\n\n\n\n<p>\u4eba\u4eec\u53ef\u80fd\u4f1a\u8ba4\u4e3a\u6a21\u578b\u7684\u6bcf\u8f6e\u8868\u73b0\u4f1a\u4fdd\u6301\u7a33\u5b9a\u3002\u7136\u800c\uff0c\u56fe 4\uff08b\uff09\u663e\u793a\uff0c\u968f\u7740\u8f6e\u6b21\u6570\u91cf\u7684\u589e\u52a0\uff0c\u5404\u8f6e\u6b21\u7684\u51c6\u786e\u7387\u5728\u7a33\u6b65\u4e0b\u964d\u3002\u5bf9\u6b64\uff0c\u4f5c\u8005\u7814\u7a76\u4e86\u4e24\u4e2a\u76f8\u4e92\u5bf9\u7acb\u7684\u5047\u8bbe\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u6a21\u578b\u7684\u6027\u80fd\u4f1a\u4ec5\u4ec5\u56e0\u4e3a\u4e0a\u4e0b\u6587\u957f\u5ea6\u7684\u589e\u52a0\u800c\u4e0b\u964d\uff0c\u4e0e\u5185\u5bb9\u65e0\u5173\uff1b<\/li>\n\n\n\n<li>\u6a21\u578b\u4f1a\u4ee5\u81ea\u8eab\u8fc7\u53bb\u7684\u9519\u8bef\u4e3a\u6761\u4ef6\uff08self-conditioning\uff09\u3002\u5728\u89c2\u5bdf\u5230\u81ea\u5df1\u5728\u4e4b\u524d\u56de\u5408\u4e2d\u7684\u9519\u8bef\u540e\uff0c\u5b83\u72af\u9519\u8bef\u7684\u53ef\u80fd\u6027\u4f1a\u66f4\u5927\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u7ed3\u679c\u663e\u793a\uff0cself-conditioning \u4f1a\u5bfc\u81f4\u8f6e\u6b21\u51c6\u786e\u7387\u5728\u957f\u4e0a\u4e0b\u6587\u4e4b\u5916\u8fdb\u4e00\u6b65\u4e0b\u964d\u3002<\/p>\n\n\n\n<p>\u56fe 5\uff08a\uff09\u4e2d\u7684\u7ed3\u679c\u8868\u660e\uff0c\u957f\u4e0a\u4e0b\u6587\u548c self-conditioning \u90fd\u4f1a\u5bfc\u81f4\u51c6\u786e\u7387\u4e0b\u964d\u3002\u5f53\u4ee5\u65e0\u9519\u8bef\u7684\u5386\u53f2\u4e3a\u6761\u4ef6\uff08\u8bf1\u5bfc\u9519\u8bef\u7387 = 0.00\uff09\u65f6\uff0c\u6a21\u578b\u5728\u7b2c 100 \u8f6e\u7684\u8f6e\u6b21\u51c6\u786e\u7387\u4f4e\u4e8e\u5176\u521d\u59cb\u503c\uff0c\u8fd9\u4e0e\u4e4b\u524d\u5173\u4e8e\u957f\u4e0a\u4e0b\u6587\u9000\u5316\u7684\u89c2\u5bdf\u7ed3\u679c\u4e00\u81f4\u3002\u66f4\u6709\u8da3\u7684\u662f\uff0c\u968f\u7740\u4e0a\u4e0b\u6587\u4e2d\u6ce8\u5165\u9519\u8bef\u7684\u6bd4\u4f8b\u7684\u63d0\u9ad8\uff0c\u7b2c 100 \u8f6e\u7684\u51c6\u786e\u7387\u6301\u7eed\u4e0b\u964d\u3002\u8fd9\u8bc1\u660e\u4e86 self-conditioning \u6548\u5e94 \u2014\u2014 \u968f\u7740\u6a21\u578b\u51fa\u9519\uff0c\u5b83\u4eec\u66f4\u6709\u53ef\u80fd\u72af\u66f4\u591a\u9519\u8bef\uff0c\u4ece\u800c\u5bfc\u81f4\u6574\u4e2a\u8f93\u51fa\u8f68\u8ff9\u4e2d\u7684\u6bcf\u8f6e\u51c6\u786e\u7387\u6301\u7eed\u4e0b\u964d\uff0c\u5982\u56fe 5\uff08b\uff09\u6240\u793a\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"497\" src=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-224-1024x497.jpg\" alt=\"\" class=\"wp-image-910\" srcset=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-224-1024x497.jpg 1024w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-224-300x146.jpg 300w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-224-768x373.jpg 768w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-224.jpg 1108w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u6b64\u5916\uff0c\u4e0e\u957f\u4e0a\u4e0b\u6587\u4e0d\u540c\uff0c\u6269\u5927\u6a21\u578b\u89c4\u6a21\u5e76\u4e0d\u80fd\u7f13\u89e3 self-conditioning \u6548\u5e94\u3002\u8bf7\u6ce8\u610f\uff0c\u5728\u8bf1\u5bfc\u9519\u8bef\u7387\u4e3a 0 \u7684\u60c5\u51b5\u4e0b\uff0c\u7b2c 100 \u8f6e\u7684\u51c6\u786e\u7387\u4f1a\u968f\u7740\u6a21\u578b\u89c4\u6a21\u7684\u589e\u5927\u800c\u6301\u7eed\u63d0\u9ad8\u3002<\/p>\n\n\n\n<p>\u5982\u56fe 5\uff08c\uff09\u6240\u793a\uff0c\u5c06\u6a21\u578b\u6269\u5c55\u5230\u524d\u6cbf\u6c34\u5e73\uff082000 \u4ebf\u4ee5\u4e0a\u53c2\u6570\uff09\uff0c\u5982 Kimi-K2\u3001DeepSeek-V3 \u548c Qwen3-235B Instruct-2507\uff0c\u5728\u591a\u8fbe 100 \u8f6e\u7684\u5bf9\u8bdd\u4e2d\u57fa\u672c\u89e3\u51b3\u4e86\u957f\u4e0a\u4e0b\u6587\u9000\u5316\u95ee\u9898\uff0c\u5728\u4fee\u590d\u540e\u7684\u5386\u53f2\u5bf9\u8bdd\u4e0a\u5b9e\u73b0\u4e86\u8fd1\u4e4e\u5b8c\u7f8e\u7684\u51c6\u786e\u7387\u3002<\/p>\n\n\n\n<p>\u7136\u800c\uff0c\u5373\u4f7f\u662f\u8fd9\u4e9b\u5927\u578b\u6a21\u578b\u4ecd\u7136\u5bb9\u6613\u53d7\u5230 self-conditioning \u4f5c\u7528\u7684\u5f71\u54cd\uff0c\u56e0\u4e3a\u968f\u7740\u5176\u5386\u53f2\u5bf9\u8bdd\u4e2d\u8bf1\u5bfc\u9519\u8bef\u7387\u7684\u589e\u52a0\uff0c\u5b83\u4eec\u7684\u6027\u80fd\u4f1a\u6301\u7eed\u4e0b\u964d\u3002\u8fd9\u53ef\u80fd\u4e0e\u6700\u8fd1\u7684\u7814\u7a76\u7ed3\u679c\u7c7b\u4f3c\uff0c\u5373\u5927\u578b\u6a21\u578b\u5728\u591a\u8f6e\u5bf9\u8bdd\u4e2d\u4f1a\u51fa\u73b0\u6027\u683c\u8f6c\u53d8\u3002\u800c\u5728\u672c\u6587\u7684\u6848\u4f8b\u4e2d\uff0c\u8fd9\u79cd\u8f6c\u53d8\u662f\u671d\u7740\u5bb9\u6613\u51fa\u9519\u7684\u300c\u6027\u683c\u300d\u65b9\u5411\u53d1\u5c55\u3002<\/p>\n\n\n\n<p>\u5728\u56fe 6 \u4e2d\uff0c\u4f5c\u8005\u6e05\u6670\u5730\u53d1\u73b0 Qwen3 thinking \u6a21\u578b\u4e0d\u4f1a\u8fdb\u884c self-condition\u2014\u2014 \u65e0\u8bba\u5176\u4e0a\u4e0b\u6587\u4e2d\u7684\u9519\u8bef\u7387\u5982\u4f55\uff0c\u6a21\u578b\u5728\u7b2c 100 \u8f6e\u7684\u51c6\u786e\u7387\u90fd\u4fdd\u6301\u7a33\u5b9a\u3002\u8fd9\u53ef\u80fd\u6e90\u4e8e\u4e24\u4e2a\u539f\u56e0\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5f3a\u5316\u5b66\u4e60\u8bad\u7ec3\u80fd\u591f\u51cf\u5c11\u8bed\u8a00\u6a21\u578b\u6700\u53ef\u80fd\u7684\u4e0b\u4e00\u4e2a token \u9884\u6d4b\u884c\u4e3a\uff0c\u4f7f\u5b83\u4eec\u66f4\u503e\u5411\u4e8e\u4efb\u52a1\u6210\u529f\u800c\u975e\u5ef6\u7eed\u4e0a\u4e0b\u6587\u3002<\/li>\n\n\n\n<li>\u79fb\u9664\u5148\u524d\u8f6e\u6b21\u7684\u601d\u7ef4\u8f68\u8ff9\u53ef\u80fd\u4f1a\u964d\u4f4e\u5148\u524d\u8f6e\u6b21\u5bf9\u6a21\u578b\u8f93\u51fa\u7684\u5f71\u54cd\uff0c\u56e0\u4e3a\u6a21\u578b\u4f1a\u72ec\u7acb\u601d\u8003\u65b0\u7684\u8f6e\u6b21\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u901a\u8fc7\u68c0\u67e5\u6a21\u578b\u7684\u601d\u7ef4\u8f68\u8ff9\uff0c\u4f5c\u8005\u89c2\u5bdf\u5230\u5b83\u4eec\u5728\u601d\u7ef4\u94fe\u4e2d\u4e0d\u4f1a\u56de\u6eaf\u5230\u5148\u524d\u7684\u8f6e\u6b21\u3002\u6b64\u5916\uff0c\u4f5c\u8005\u901a\u8fc7\u660e\u786e\u79fb\u9664\u5148\u524d\u5386\u53f2\u4f5c\u4e3a\u4e00\u79cd\u6f5c\u5728\u7684\u4fee\u6b63\u65b9\u6cd5\u8fdb\u884c\u4e86\u4e0a\u4e0b\u6587\u7ba1\u7406\u5b9e\u9a8c\uff0c\u53d1\u73b0\u8fd9\u786e\u5b9e\u51cf\u8f7b\u4e86 self-conditioning\u3002<\/p>\n\n\n\n<p><strong>\u6a21\u578b\u5728\u5355\u4e2a\u8f6e\u6b21\u4e2d\u80fd\u591f\u5b8c\u6210\u7684\u4efb\u52a1\u6709\u591a\u957f\uff1f<\/strong><\/p>\n\n\n\n<p>\u6a21\u578b\u80fd\u591f\u5904\u7406\u7684\u603b\u4efb\u52a1\u957f\u5ea6\u662f\u8f6e\u6b21\u6570\u91cf\u548c\u6bcf\u8f6e\u9700\u8981\u6267\u884c\u7684\u6b65\u9aa4\u6570\u91cf\u5171\u540c\u4f5c\u7528\u7684\u7ed3\u679c\u3002\u4f5c\u8005\u4e5f\u5728\u5b9e\u9a8c\u4e2d\u6d4b\u91cf\u4e86\u540e\u4e00\u4e2a\u7ef4\u5ea6\uff1a\u6a21\u578b\u6bcf\u8f6e\u80fd\u591f\u6267\u884c\u7684\u6700\u5927\u6b65\u9aa4\u6570\u91cf\u3002<\/p>\n\n\n\n<p>\u5b9e\u9a8c\u7ed3\u679c\u663e\u793a\uff0c\u5728\u6ca1\u6709\u601d\u7ef4\u94fe\u7684\u60c5\u51b5\u4e0b\uff0c\u4e0d\u5177\u5907\u601d\u8003\u80fd\u529b\u7684\u6a21\u578b\u96be\u4ee5\u5728\u5355\u8f6e\u4e2d\u5b8c\u6210\u54ea\u6015\u4e24\u4e2a\u6b65\u9aa4\u7684\u8854\u63a5\u3002<\/p>\n\n\n\n<p>\u5728\u56fe 12\uff08\u5de6\uff09\u4e2d\uff0c\u4f5c\u8005\u9996\u5148\u53d1\u73b0\uff0c\u5f53\u88ab\u63d0\u793a\u76f4\u63a5\u4f5c\u7b54\u4e14\u4e0d\u4f7f\u7528\u601d\u7ef4\u94fe\u65f6\uff0c\u66f4\u5927\u89c4\u6a21\u7684 Qwen3 32B\u3001Gemma3 27B\uff0c\u4ee5\u53ca\u50cf DeepSeek-V3\uff08670B\uff09\u548c Kimi K2\uff081026B\uff09\u8fd9\u6837\u7684\u524d\u6cbf\u975e\u601d\u8003\u578b\u6a21\u578b\uff0c\u8fde\u590d\u6742\u5ea6\u4e3a 2 \u7684\u5355\u8f6e\u4efb\u52a1\u90fd\u65e0\u6cd5\u5b8c\u6210\u3002\u8fd9\u4e0e\u5148\u524d\u7684\u7814\u7a76\u7ed3\u679c\u4e00\u81f4\uff0c\u5373\u5bf9\u4e8e Transformer \u6a21\u578b\u6267\u884c\u5e8f\u5217\u4efb\u52a1\u800c\u8a00\uff0c\u601d\u8003 token \u662f\u5fc5\u4e0d\u53ef\u5c11\u7684\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"518\" src=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-226-1024x518.jpg\" alt=\"\" class=\"wp-image-913\" srcset=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-226-1024x518.jpg 1024w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-226-300x152.jpg 300w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-226-768x388.jpg 768w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-226.jpg 1108w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" 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