{"id":60264,"date":"2025-05-31T18:12:06","date_gmt":"2025-05-31T10:12:06","guid":{"rendered":"https:\/\/swarma.org\/?p=60264"},"modified":"2025-05-31T18:12:06","modified_gmt":"2025-05-31T10:12:06","slug":"%e4%bb%8e%e5%bd%92%e5%9b%a0%e5%9b%be%e5%88%b0-ai-%e7%9a%84%e7%94%9f%e7%89%a9%e5%ad%a6%ef%bc%9a%e6%8e%a2%e7%b4%a2%e5%a4%a7%e8%af%ad%e8%a8%80%e6%a8%a1%e5%9e%8b%e7%9a%84%e5%86%85","status":"publish","type":"post","link":"https:\/\/swarma.org\/?p=60264","title":{"rendered":"\u4ece\u5f52\u56e0\u56fe\u5230 AI \u7684\u201c\u751f\u7269\u5b66\u201d\uff1a\u63a2\u7d22\u5927\u8bed\u8a00\u6a21\u578b\u7684\u5185\u90e8\u673a\u5236\u300c\u4e0a\u300d"},"content":{"rendered":"
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\u5728\u4eba\u5de5\u667a\u80fd\u9886\u57df\uff0c\u5927\u8bed\u8a00\u6a21\u578b\uff08LLMs\uff0c\u5982 Claude 3.5 Haiku \uff09\u5df2\u5c55\u73b0\u51fa\u5f3a\u5927\u7684\u8bed\u8a00\u5904\u7406\u80fd\u529b\uff0c\u4f46\u5176\u5185\u90e8\u8fd0\u4f5c\u673a\u5236\u4ecd\u5982\u201c\u9ed1\u7bb1\u201d\u822c\u96be\u4ee5\u7406\u89e3\u3002\u4e3a\u63ed\u793a\u8fd9\u4e9b\u6a21\u578b\u7684\u5185\u90e8\u7ed3\u6784\uff0cAnthropic\u56e2\u961f\u5728\u5176\u7814\u7a76\u8bba\u6587\u300aOn the Biology of a Large Language Model\u300b\u4e2d\uff0c\u5f15\u5165\u4e86\u4e00\u79cd\u540d\u4e3a\u201c\u5f52\u56e0\u56fe\u201d\uff08Attribution Graphs\uff09\u7684\u65b0\u65b9\u6cd5\u3002\u8be5\u65b9\u6cd5\u7c7b\u4f3c\u4e8e\u795e\u7ecf\u79d1\u5b66\u4e2d\u7684\u8fde\u63a5\u7ec4\u5b66\uff0c\u65e8\u5728\u8ffd\u8e2a\u6a21\u578b\u4ece\u8f93\u5165\u5230\u8f93\u51fa\u7684\u4e2d\u95f4\u8ba1\u7b97\u6b65\u9aa4\uff0c\u4ece\u800c\u751f\u6210\u5173\u4e8e\u6a21\u578b\u673a\u5236\u7684\u5047\u8bbe\uff0c\u5e76\u901a\u8fc7\u540e\u7eed\u7684\u6270\u52a8\u5b9e\u9a8c\u8fdb\u884c\u9a8c\u8bc1\u548c\u5b8c\u5584\u3002\u901a\u8fc7\u5f52\u56e0\u56fe\uff0c\u7814\u7a76\u4eba\u5458\u80fd\u591f\u90e8\u5206\u63ed\u793a\u6a21\u578b\u5185\u90e8\u7684\u7279\u5f81\u53ca\u5176\u76f8\u4e92\u4f5c\u7528\u65b9\u5f0f\uff0c\u8fdb\u800c\u7406\u89e3\u6a21\u578b\u5728\u5904\u7406\u591a\u6b65\u63a8\u7406\u3001\u8bd7\u6b4c\u521b\u4f5c\u3001\u533b\u5b66\u8bca\u65ad\u7b49\u4efb\u52a1\u65f6\u7684\u5185\u90e8\u673a\u5236\uff0c\u8fd9\u9879\u7814\u7a76\u4e0d\u4ec5\u4e3a\u5927\u578b\u8bed\u8a00\u6a21\u578b\u7684\u53ef\u89e3\u91ca\u6027\u63d0\u4f9b\u4e86\u65b0\u7684\u89c6\u89d2\uff0c\u4e5f\u4e3a\u672a\u6765\u7684\u4eba\u5de5\u667a\u80fd\u5b89\u5168\u6027\u548c\u53ef\u9760\u6027\u7814\u7a76\u5960\u5b9a\u4e86\u57fa\u7840\u3002<\/span><\/span><\/strong><\/p>\n


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\u96c6\u667a\u4ff1\u4e50\u90e8\u7ffb\u8bd1\u4e86\u6b64\u6587\u7ae0\uff0c\u7531\u4e8e\u7bc7\u5e45\u8fc7\u957f\uff0c\u6211\u4eec\u5c06\u5206\u4e3a\u4e0a\u3001\u4e2d\u3001\u4e0b\u4e09\u671f\u63a8\u9001\u3002\u672c\u6587\u4e3a\u7cfb\u5217\u6587\u7ae0\u7684\u7b2c\u4e00\u90e8\u5206\uff0c\u4e3b\u8981\u4ecb\u7ecd\u4e86\u65b9\u6cd5\u7684\u539f\u7406\u4e0e\u5c40\u9650\uff0c\u5e76\u7ed3\u5408\u591a\u6b65\u63a8\u7406\u3001\u8bd7\u6b4c\u751f\u6210\u4e0e\u591a\u8bed\u8a00\u5904\u7406\u7b49\u4efb\u52a1\uff0c\u5c55\u793a\u4e86\u6a21\u578b\u5185\u90e8\u7ed3\u6784\u7684\u590d\u6742\u6027\u4e0e\u529f\u80fd\u5206\u5316\u3002\u5728\u9605\u8bfb\u65f6\uff0c\u60a8\u53ef\u4ee5\u601d\u8003\u4ee5\u4e0b\u95ee\u9898\uff1a<\/span><\/span><\/strong><\/p>\n

1. \u5927\u8bed\u8a00\u6a21\u578b\u5728\u63a8\u7406\u65f6\u4f1a\u8d70\u6377\u5f84\u5417\uff1f<\/span><\/span><\/strong><\/p>\n

2. \u5927\u8bed\u8a00\u6a21\u578b\u4f5c\u8bd7\u662f\u5373\u5174\u8fd8\u662f\u89c4\u5212\u7684\uff1f<\/span><\/span><\/strong><\/p>\n

3. \u5927\u8bed\u8a00\u6a21\u578b\u6709\u81ea\u5df1\u72ec\u7acb\u7684\u539f\u751f\u8bed\u8a00\u5417\uff1f<\/span><\/span><\/strong><\/p>\n


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\u5173\u952e\u8bcd\uff1a\u5927\u8bed\u8a00\u6a21\u578b\u3001Claude 3.5 Haiku\u3001\u5f52\u56e0\u56fe\u3001\u56de\u8def\u7ed3\u6784\u3001\u591a\u6b65\u63a8\u7406\u3001\u8bd7\u6b4c\u521b\u4f5c\u3001\u591a\u8bed\u8a00\u56de\u8def<\/span>
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Jack Lindsey, Wes Gurnee\u7b49\u4e28\u4f5c\u8005<\/span><\/span><\/p>\n

\u8d75\u601d\u6021<\/span><\/span>\uff5c\u8bd1\u8005<\/span><\/span><\/p>\n


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\u96c6\u667a\u4ff1\u4e50\u90e8\u4e5f\u8054\u5408\u4e0a\u6d77\u4ea4\u901a\u5927\u5b66\u526f\u6559\u6388\u5f20\u62f3\u77f3\u3001\u963f\u91cc\u4e91\u5927\u6a21\u578b\u53ef\u89e3\u91ca\u6027\u56e2\u961f\u8d1f\u8d23\u4eba\u6c88\u65ed\u3001\u5f69\u4e91\u79d1\u6280\u9996\u5e2d\u79d1\u5b66\u5bb6\u8096\u8fbe\u3001\u5317\u4eac\u5e08\u8303\u5927\u5b66\u7855\u58eb\u751f\u6768\u660e\u54f2\u548c\u6d59\u6c5f\u5927\u5b66\u535a\u58eb\u751f\u59da\u4e91\u5fd7\u5171\u540c\u53d1\u8d77\u300c\u5927\u6a21\u578b\u53ef\u89e3\u91ca\u6027\u300d\u8bfb\u4e66\u4f1a<\/a>\uff0c\u4eceTransformer circuits\u3001\u7b49\u6548\u4ea4\u4e92\u3001\u590d\u6742\u79d1\u5b66\u4e0e\u7cfb\u7edf\u5de5\u7a0b\u7684\u89c6\u89d2\u4e00\u8d77\u63a2\u8ba8\u5982\u4f55\u6253\u5f00AI\u9ed1\u7bb1\uff0c\u6b22\u8fce\u4f60\u52a0\u5165\u3002<\/span><\/span><\/p>\n

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\u6587\u7ae0\u9898\u76ee\uff1aOn the Biology of a Large Language Model<\/span><\/span><\/p>\n<\/section>\n

\u6587\u7ae0\u5730\u5740\uff1ahttps:\/\/transformer-circuits.pub\/2025\/attribution-graphs\/biology.html<\/span><\/span><\/p>\n

\u6587\u7ae0\u4f5c\u8005\uff1aJack Lindsey(\u2020),Wes Gurnee(*),Emmanuel Ameisen(*),Brian Chen(*),Adam Pearce(*),Nicholas L. Turner(*),Craig Citro(*),David Abrahams,Shan Carter,Basil Hosmer,Jonathan Marcus,Michael Sklar,Adly Templeton,Trenton Bricken,Callum McDougall(\u25ca),Hoagy Cunningham,Thomas Henighan,Adam Jermyn,Andy Jones,Andrew Persic,Zhenyi Qi,T. Ben Thompson,Sam Zimmerman,Kelley Rivoire,Thomas Conerly,Chris Olah,Joshua Batson(*\u2021)<\/span><\/span><\/p>\n

\u2020 Lead Contributor; * Core Contributor;\u2021 Correspondence to joshb@anthropic.com; \u25ca Work performed while at Anthropic;<\/span><\/span><\/p>\n<\/section>\n<\/section>\n


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2. \u65b9\u6cd5\u8bba\u6982\u89c8\u4e0e\u5c40\u9650<\/span><\/span><\/p>\n

3. \u591a\u6b65\u63a8\u7406<\/span><\/span>\uff1a<\/span>\u5728\u6a21\u578b\u5185\u90e8\u8fdb\u884c\u590d\u6742\u7684\u63a8\u7406\u8fc7\u7a0b\u3002<\/span><\/span><\/p>\n

4. \u8bd7\u6b4c\u521b\u4f5c\u4e2d\u7684\u89c4\u5212<\/span><\/span>\uff1a\u751f\u6210\u8bd7\u6b4c\u65f6\u63d0\u524d\u89c4\u5212\u62bc\u97f5\u8bcd\u3002<\/span><\/span><\/p>\n

5. \u591a\u8bed\u8a00\u56de\u8def<\/span><\/span>\uff1a<\/span>\u6df7\u5408\u7684\u8bed\u8a00\u7279\u5b9a\u56de\u8def\u4e0e\u62bd\u8c61\u7684\u8bed\u8a00\u65e0\u5173\u56de\u8def\u7ed3\u6784\u3002<\/span><\/span><\/p>\n

6. \u52a0\u6cd5\u8fd0\u7b97<\/span><\/span><\/strong>\uff1a\u76f8\u540c\u7684\u52a0\u6cd5\u56de\u8def\u5982\u4f55\u5728\u4e0d\u540c\u4e0a\u4e0b\u6587\u4e2d\u6cdb\u5316\u3002<\/span><\/span><\/p>\n

7. \u533b\u5b66\u8bca\u65ad<\/span><\/span><\/strong>\uff1a\u6839\u636e\u62a5\u544a\u7684\u75c7\u72b6\u8bc6\u522b\u5019\u9009\u8bca\u65ad\uff0c\u5e76\u636e\u6b64\u63d0\u51fa\u540e\u7eed\u95ee\u9898\uff0c\u4ee5\u9a8c\u8bc1\u8bca\u65ad\u3002<\/span><\/span><\/p>\n

8. \u5b9e\u4f53\u8bc6\u522b\u4e0e\u5e7b\u89c9<\/span><\/span><\/strong>\uff1a\u5728\u8bc6\u522b\u5b9e\u4f53\u65f6\u53ef\u80fd\u51fa\u73b0\u5e7b\u89c9\u73b0\u8c61\u3002<\/span><\/span><\/p>\n

9. \u62d2\u7edd\u54cd\u5e94<\/span><\/span><\/strong>\uff1a\u5728\u9762\u5bf9\u654f\u611f\u6216\u4e0d\u5f53\u8bf7\u6c42\u65f6\u7684\u62d2\u7edd\u673a\u5236\u3002<\/span><\/span><\/p>\n

10. \u8d8a\u72f1\u884c\u4e3a\u5206\u6790<\/span><\/span><\/strong>\uff1a\u5728\u7279\u5b9a\u63d0\u793a\u8bcd\u4e0b\u53ef\u80fd\u8fdd\u53cd\u9884\u671f\u884c\u4e3a\u7684\u60c5\u51b5\u3002<\/span><\/span><\/p>\n

11. \u601d\u7ef4\u94fe\u5fe0\u5b9e\u6027<\/span><\/span><\/strong>\uff1a\u8bc4\u4f30\u6a21\u578b\u5728\u591a\u6b65\u63a8\u7406\u4e2d\u7684\u4e00\u81f4\u6027\u548c\u53ef\u9760\u6027\u3002<\/span><\/span><\/p>\n

12. \u8bef\u5bfc\u6027\u76ee\u6807\u7684\u8bc6\u522b<\/span><\/span><\/strong>\uff1a\u5728\u8bad\u7ec3\u4e2d\u53ef\u80fd\u5b66\u4e60\u5230\u7684\u4e0e\u9884\u671f\u4e0d\u4e00\u81f4\u7684\u76ee\u6807\u3002<\/span><\/span><\/p>\n

13. \u5e38\u89c1\u56de\u8def\u7ec4\u4ef6\u548c\u7ed3\u6784<\/span><\/span><\/strong>\uff1a\u603b\u7ed3\u6a21\u578b\u4e2d\u666e\u904d\u5b58\u5728\u7684\u56de\u8def\u6a21\u5f0f\u548c\u7ed3\u6784\u3002<\/span><\/span><\/p>\n

14. \u5c40\u9650\u6027<\/span><\/span><\/strong>\u4e0e\u5f00\u653e\u8ba8\u8bba<\/span><\/span><\/strong><\/p>\n

15. \u603b\u7ed3\u4e0e\u672a\u6765\u5c55\u671b<\/span><\/span><\/strong><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n


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\u968f\u7740\u5927\u8bed\u8a00\u6a21\u578b<\/span>\uff08LLMs\uff09<\/span>\u80fd\u529b\u7684\u98de\u901f\u63d0\u5347\uff0c\u5176\u201c\u9ed1\u7bb1\u201d\u6027\u8d28\u5e26\u6765\u7684\u4e0d\u900f\u660e\u6027\u95ee\u9898\u6108\u52a0\u7a81\u51fa\u3002\u5c3d\u7ba1\u8fd9\u4e9b\u6a21\u578b\u80fd\u6267\u884c\u590d\u6742\u4efb\u52a1\uff0c\u5176\u5185\u90e8\u8ba1\u7b97\u673a\u5236\u5374\u4ecd\u96be\u4ee5\u7406\u89e3\u3002\u8fd9\u79cd\u5c40\u9650\u6027\u963b\u788d\u4e86\u6211\u4eec\u5bf9\u6a21\u578b\u884c\u4e3a\u7684\u4fe1\u4efb\u548c\u63a7\u5236\uff0c\u5c24\u5176\u662f\u5728\u5b83\u4eec\u88ab\u5e7f\u6cdb\u5e94\u7528\u4e8e\u73b0\u5b9e\u4e16\u754c\u573a\u666f\u7684\u80cc\u666f\u4e0b\u3002\u56e0\u6b64\uff0c\u7814\u7a76\u8005\u4eec\u5e0c\u671b\u901a\u8fc7\u201c\u9006\u5411\u5de5\u7a0b\u201d\u7684\u65b9\u5f0f\u63ed\u793a\u6a21\u578b\u7684\u5185\u90e8\u7ed3\u6784\u548c\u8ba1\u7b97\u539f\u7406\uff0c\u4ece\u800c\u63d0\u5347\u5176\u53ef\u89e3\u91ca\u6027\u4e0e\u53ef\u63a7\u6027\u3002\u8fd9\u4e00\u7814\u7a76\u65b9\u5411\u7c7b\u4f3c\u4e8e\u751f\u7269\u5b66\u5bb6\u7406\u89e3\u590d\u6742\u751f\u547d\u4f53\u7684\u52aa\u529b<\/span>\uff08\u8fdb\u5316\u57fa\u672c\u539f\u7406\u7b80\u5355\uff0c\u4f46\u751f\u7269\u5b66\u673a\u5236\u590d\u6742\uff09<\/span>\uff1a\u8bed\u8a00\u6a21\u578b\u867d\u7136\u6e90\u81ea\u7b80\u5355\u7684\u8bad\u7ec3\u7b97\u6cd5\uff0c\u4f46\u5176\u4ea7\u751f\u7684\u5185\u90e8\u673a\u5236\u5c31\u50cf\u751f\u7269\u7cfb\u7edf\u4e00\u6837\u590d\u6742\uff0c\u9700\u8981\u901a\u8fc7\u65b0\u7684\u201c\u663e\u5fae\u955c\u201d\u2014\u2014\u5373\u6a21\u578b\u5206\u6790\u5de5\u5177\u2014\u2014\u624d\u80fd\u6d1e\u5bdf\u5176\u4e2d\u5965\u79d8[1,2,3,4,5]\u3002\u672c\u6587\u6b63\u662f\u5728\u8fd9\u4e00\u80cc\u666f\u4e0b\uff0c\u901a\u8fc7\u63d0\u51fa\u548c\u5e94\u7528\u201c\u5f52\u56e0\u56fe\u201d\u65b9\u6cd5\uff0c\u5bf9\u6a21\u578b\u5185\u90e8\u673a\u5236\u5c55\u5f00\u7cfb\u7edf\u63a2\u7d22\u3002<\/span><\/span><\/p>\n

\u672c\u6587\u7814\u7a76\u7ed3\u679c\u663e\u793a\uff0c\u6a21\u578b\u5c55\u73b0\u51fa\u591a\u5c42\u6b21\u7684\u590d\u6742\u7b56\u7565\u8fd0\u7528\u80fd\u529b\u3002\u4ee5 Claude 3.5 Haiku \u4e3a\u4f8b\uff0c\u5176\u5e38\u5e38\u8fdb\u884c<\/span><\/span>\u591a\u91cd\u5185\u90e8\u63a8\u7406\u6b65\u9aa4<\/span><\/span><\/strong>\uff0c\u8fd9\u4e9b\u8ba1\u7b97\u4e3b\u8981\u53d1\u751f\u5728\u795e\u7ecf\u7f51\u7edc\u7684\u524d\u5411\u4f20\u64ad\u9636\u6bb5\uff0c\u800c\u975e\u901a\u8fc7\u663e\u6027\u7684\u601d\u7ef4\u94fe\u8f93\u51fa\u5448\u73b0\u3002\u8be5\u6a21\u578b\u663e\u793a\u51fa<\/span><\/span>\u524d\u77bb\u89c4\u5212<\/span><\/span><\/strong>\u7684\u8ff9\u8c61\uff0c\u80fd\u5728\u6700\u7ec8\u8f93\u51fa\u524d\u9884\u5148\u63a8\u6f14\u591a\u79cd\u53ef\u80fd\u6027\u65b9\u6848\uff0c\u540c\u65f6\u5c55\u73b0\u51fa<\/span><\/span>\u9006\u5411\u63a8\u5bfc\u80fd\u529b<\/span><\/span><\/strong>\uff0c\u53ef\u57fa\u4e8e\u76ee\u6807\u72b6\u6001\u53cd\u5411\u6784\u5efa\u56de\u7b54\u6846\u67b6\u3002\u7814\u7a76\u8fd8\u89c2\u5bdf\u5230\u57fa\u7840\u7684<\/span><\/span>\u5143\u8ba4\u77e5\u673a\u5236<\/span><\/span><\/strong>\uff0c\u4f7f\u6a21\u578b\u80fd\u52a8\u6001\u8bc4\u4f30\u81ea\u8eab\u77e5\u8bc6\u8fb9\u754c\u3002\u66f4\u5e7f\u6cdb\u5730\u8bf4\uff0c\u6a21\u578b\u7684\u5185\u90e8\u8ba1\u7b97\u9ad8\u5ea6\u62bd\u8c61\uff0c\u5e76\u5177\u6709\u8de8\u573a\u666f\u6cdb\u5316\u5e94\u7528\u7684\u7279\u6027[5,6,7,8]\u3002\u6211\u4eec\u7684\u65b9\u6cd5\u6709\u65f6\u8fd8\u80fd\u5ba1\u6838\u6a21\u578b\u7684\u5185\u90e8\u63a8\u7406\u6b65\u9aa4\uff0c\u5373\u4fbf\u6700\u7ec8\u54cd\u5e94\u8868\u73b0\u6b63\u5e38\uff0c\u4ecd\u53ef\u8bc6\u522b\u6f5c\u5728\u7684\u98ce\u9669\u8f68\u8ff9\u3002<\/span><\/span><\/p>\n


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2. \u65b9\u6cd5\u8bba\u4ecb\u7ecd<\/span><\/strong><\/span><\/strong><\/strong><\/p>\n<\/section>\n

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<\/span><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/h3>\n


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2.1 \u5f52\u56e0\u56fe\u6784\u5efa<\/span><\/span><\/h3>\n

\u7814\u7a76\u5206\u6790\u7684\u6a21\u578b\u57fa\u4e8eTransformer\u67b6\u6784\u3002\u8fd9\u7c7b\u8bed\u8a00\u6a21\u578b\u63a5\u6536token\u5e8f\u5217\u8f93\u5165<\/span>\uff08\u5982\u5355\u8bcd\u3001\u8bcd\u7247\u6bb5\u3001\u7279\u6b8a\u5b57\u7b26\uff09<\/span>\uff0c\u9010\u4e2a\u751f\u6210\u65b0token\u3002\u6a21\u578b\u5305\u542b\u4e24\u5927\u6838\u5fc3\u7ec4\u4ef6\uff1a\u5176\u4e00\u662f\u591a\u5c42\u611f\u77e5\u673a\u5c42<\/span>\uff08MLP\uff09<\/span>\uff0c\u901a\u8fc7\u795e\u7ecf\u5143\u96c6\u7fa4\u5904\u7406\u6bcf\u4e2atoken\u4f4d\u7f6e\u7684\u4fe1\u606f\uff1b\u5176\u4e8c\u662f\u6ce8\u610f\u529b\u5c42\uff0c\u8d1f\u8d23\u5728\u4e0d\u540ctoken\u4f4d\u7f6e\u95f4\u4f20\u9012\u4fe1\u606f\u3002<\/span><\/span><\/p>\n

\u6a21\u578b\u96be\u4ee5\u89e3\u91ca\u7684\u4e00\u4e2a\u539f\u56e0\u5728\u4e8e\u795e\u7ecf\u5143\u666e\u904d\u5177\u6709\u591a\u91cd\u8bed\u4e49\u529f\u80fd\uff0c\u5373\u5355\u4e2a\u795e\u7ecf\u5143\u4f1a\u6267\u884c\u770b\u4f3c\u65e0\u5173\u7684\u591a\u79cd\u64cd\u4f5c\uff0c\u8fd9\u79cd\u73b0\u8c61\u6e90\u4e8e\u201c\u53e0\u52a0\u201d\u6548\u5e94\u2014\u2014\u6a21\u578b\u8868\u5f81\u7684\u6982\u5ff5\u6570\u91cf\u8d85\u8fc7\u795e\u7ecf\u5143\u603b\u91cf\uff0c\u56e0\u6b64\u65e0\u6cd5\u4e3a\u6bcf\u4e2a\u6982\u5ff5\u5206\u914d\u4e13\u5c5e\u795e\u7ecf\u5143\u3002\u4e3a\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\uff0c\u6211\u4eec\u6784\u5efa\u4e86\u66ff\u4ee3\u6a21\u578b\uff0c\u8be5\u6a21\u578b\u57fa\u4e8e\u8de8\u5c42\u8f6c\u7801\u5668<\/span>\uff08CLT\uff0cCross-Layer Transcoder\uff09<\/span>\u67b6\u6784\uff0c\u7ecf\u8fc7\u5b9a\u5411\u8bad\u7ec3\uff0c\u53ef\u5c06\u539f\u6a21\u578b\u7684MLP\u795e\u7ecf\u5143\u66ff\u6362\u4e3a<\/span><\/span>\u7279\u5f81<\/span><\/span><\/strong>\uff0c\u5373\u7a00\u758f\u6d3b\u52a8\u7684\u201c\u66ff\u4ee3\u795e\u7ecf\u5143\u201d\uff0c\u8fd9\u4e9b\u795e\u7ecf\u5143\u901a\u5e38\u4ee3\u8868\u53ef\u89e3\u91ca\u7684\u6982\u5ff5\u3002\u672c\u7814\u7a76\u6240\u7528CLT\u67b6\u6784\uff0c\u5404\u5c42\u603b\u8ba1\u5305\u542b\u4e09\u5343\u4e07\u4e2a\u7279\u5f81\uff0c\u8fd1\u4f3c\u590d\u73b0\u539f\u6a21\u578b\u7684\u6fc0\u6d3b\u72b6\u6001\u3002<\/span><\/span><\/p>\n

\u5728\u539f\u59cb\u7684Transformer\u6a21\u578b\u4e2d\uff0c\u795e\u7ecf\u5143\u5904\u7406token<\/span>\uff08\u5982Token1\u3001Token2\u3001Token3\u7b49\uff09<\/span>\uff0c\u5e76\u901a\u8fc7\u548c\u6ce8\u610f\u529b\u5c42\u8fdb\u884c\u4fe1\u606f\u4f20\u9012\uff0c\u6700\u7ec8\u8f93\u51fa\u7ed3\u679c\u3002 \u6211\u4eec\u7814\u7a76\u7684\u57fa\u7840\u6a21\u578b\u91c7\u7528\u57fa\u4e8eTransformer\u67b6\u6784\u7684\u5927\u8bed\u8a00\u6a21\u578b\u3002\u539f\u6a21\u578b\u7684\u795e\u7ecf\u5143\u88ab\u66ff\u6362\u4e3a\u7279\u5f81\u3002\u7279\u5f81\u6570\u91cf\u901a\u5e38\u8fdc\u591a\u4e8e\u795e\u7ecf\u5143\u6570\u91cf\u3002\u8fd9\u4e9b\u7279\u5f81\u6fc0\u6d3b\u8f83\u4e3a\u7a00\u758f\uff0c\u5e38\u5bf9\u5e94\u53ef\u89e3\u91ca\u7684\u8bed\u4e49\u6982\u5ff5<\/span>\uff08\u5982\u56fe1\u6240\u793a\uff09<\/span>\u3002<\/span><\/span><\/p>\n

<\/section>\n

\u56fe1 \u66ff\u6362\u6a21\u578b\u901a\u8fc7\u8de8\u5c42\u8f6c\u7801\u5668\u7684\u7a00\u758f\u6fc0\u6d3b\u7279\u5f81\u66ff\u4ee3\u539f\u6a21\u578b\u795e\u7ecf\u5143\u800c\u6784\u5efa<\/span><\/span><\/p>\n

\u7279\u5f81\u901a\u5e38\u4ee3\u8868\u4ece\u4f4e\u7ea7<\/span>\uff08\u5982\u7279\u5b9a\u5355\u8bcd\u6216\u77ed\u8bed\uff09<\/span>\u5230\u9ad8\u7ea7<\/span>\uff08\u5982\u60c5\u611f\u3001\u8ba1\u5212\u548c\u63a8\u7406\u6b65\u9aa4\uff09<\/span>\u7684\u4eba\u7c7b\u53ef\u89e3\u91ca\u6982\u5ff5\u3002\u901a\u8fc7\u5206\u6790\u7279\u5f81\u5728\u4e0d\u540c\u6587\u672c\u6837\u672c\u4e2d\u7684\u6fc0\u6d3b\u60c5\u51b5\uff0c\u53ef\u4e3a\u6bcf\u4e2a\u7279\u5f81\u6807\u6ce8\u4eba\u7c7b\u53ef\u7406\u89e3\u7684\u6807\u7b7e\u3002\u9700\u7279\u522b\u8bf4\u660e\uff0c\u672c\u6587\u6240\u6709\u6587\u672c\u6837\u672c\u5747\u9009\u81ea\u5f00\u6e90\u6570\u636e\u96c6\u3002<\/span><\/span><\/p>\n

\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c\u66ff\u6362\u6a21\u578b\u65e0\u6cd5\u5b8c\u5168\u590d\u73b0\u539f\u6a21\u578b\u7684\u6fc0\u6d3b\u72b6\u6001\u3002\u5bf9\u4efb\u610f\u8f93\u5165\u63d0\u793a\u8bcd\uff0c\u4e24\u8005\u95f4\u5b58\u5728\u5dee\u5f02\u3002\u6211\u4eec\u5f15\u5165<\/span><\/span>\u8bef\u5dee\u8282\u70b9<\/span><\/span><\/strong>\u5f25\u8865\u5dee\u5f02\uff0c\u8fd9\u4e9b\u8282\u70b9\u8868\u5f81\u6a21\u578b\u95f4\u5dee\u8ddd\u3002\u4e0e\u7279\u5f81\u4e0d\u540c\uff0c<\/span><\/span>\u8bef\u5dee\u8282\u70b9<\/span><\/span><\/strong>\u96be\u4ee5\u89e3\u91ca\uff0c\u4f46\u5f15\u5165\u5b83\u4eec\u53ef\u66f4\u7cbe\u786e\u8bc4\u4f30\u89e3\u91ca\u7684\u5b8c\u6574\u5ea6\u3002\u6b64\u5916\uff0c\u6211\u4eec\u7684\u66ff\u4ee3\u6a21\u578b\u5e76\u4e0d\u8bd5\u56fe\u66ff\u6362\u539f\u59cb\u6a21\u578b\u7684\u6ce8\u610f\u529b\u5c42\uff0c\u5904\u7406\u8f93\u5165\u63d0\u793a\u8bcd\u65f6\uff0c\u76f4\u63a5\u4f7f\u7528\u539f\u6a21\u578b\u7684\u6ce8\u610f\u529b\u6a21\u5f0f\uff0c\u5e76\u5c06\u5176\u4f5c\u4e3a\u56fa\u5b9a\u7ec4\u4ef6\u3002<\/span><\/span><\/p>\n

\u6211\u4eec\u5c06\u8fd9\u79cd\u6574\u5408\u8bef\u5dee\u8282\u70b9\u3001\u7ee7\u627f\u539f\u6a21\u578b\u6ce8\u610f\u529b\u673a\u5236\u7684\u6a21\u578b\u547d\u540d\u4e3a\u5c40\u90e8\u66ff\u6362\u6a21\u578b\u3002\u5176\u201c\u5c40\u90e8\u6027\u201d\u4f53\u73b0\u5728\uff1a\u4e0d\u540c\u63d0\u793a\u8bcd\u4f1a\u751f\u6210\u4e0d\u540c\u7684\u8bef\u5dee\u8282\u70b9\u548c\u6ce8\u610f\u529b\u6a21\u5f0f\uff0c\u4f46\u5b83\u4ecd\u5c3d\u53ef\u80fd\u591a\u5730\u4f7f\u7528<\/span>\uff08\u67d0\u79cd\u7a0b\u5ea6\u4e0a\uff09<\/span>\u53ef\u89e3\u91ca\u7684\u7279\u5f81\u6765\u8868\u793a\u539f\u59cb\u6a21\u578b\u7684\u8ba1\u7b97<\/span>\uff08\u5982\u56fe2\u6240\u793a\uff09<\/span>\u3002<\/span><\/span><\/p>\n

<\/section>\n

\u56fe2 \u5c40\u90e8\u66ff\u4ee3\u6a21\u578b\u901a\u8fc7\u5411\u66ff\u4ee3\u6a21\u578b\u6dfb\u52a0\u8bef\u5dee\u9879\u548c\u56fa\u5b9a\u7684\u6ce8\u610f\u529b\u6a21\u5f0f\uff0c\u4ee5\u7cbe\u786e\u91cd\u73b0\u539f\u59cb\u6a21\u578b\u5728\u7279\u5b9a\u63d0\u793a\u8bcd\u4e0a\u7684\u884c\u4e3a<\/span><\/span><\/p>\n

\u901a\u8fc7\u5206\u6790\u5c40\u90e8\u66ff\u6362\u6a21\u578b\u4e2d\u7684\u7279\u5f81\u4ea4\u4e92\uff0c\u53ef\u8ffd\u8e2a\u5176\u751f\u6210\u54cd\u5e94\u65f6\u7684\u4e2d\u95f4\u6b65\u9aa4\u3002\u5177\u4f53\u65b9\u6cd5\u662f\u6784\u5efa<\/span><\/span>\u5f52\u56e0\u56fe<\/span><\/span><\/strong>\uff1a\u8282\u70b9\u4ee3\u8868\u7279\u5f81\uff0c\u8fb9\u8868\u793a\u56e0\u679c\u8054\u7cfb\uff0c\u4ee5\u6b64\u56fe\u5f62\u5316\u5448\u73b0\u6a21\u578b\u5904\u7406\u8f93\u5165\u65f6\u7684\u8ba1\u7b97\u8def\u5f84\u3002\u7531\u4e8e<\/span><\/span>\u5f52\u56e0\u56fe<\/span><\/span><\/strong>\u53ef\u80fd\u8fc7\u4e8e\u590d\u6742\uff0c\u9700\u8981\u4fee\u526a\u5bf9\u8f93\u51fa\u5f71\u54cd\u8f83\u5c0f\u7684\u8282\u70b9\u4e0e\u8fb9\uff0c\u4ec5\u4fdd\u7559\u6700\u5173\u952e\u7684\u6838\u5fc3\u90e8\u5206\u3002\u5f53\u6211\u4eec\u624b\u5934\u6709\u4e00\u4e2a\u7ecf\u8fc7\u526a\u679d\u7684<\/span><\/span>\u5f52\u56e0\u56fe<\/span><\/span><\/strong>\u65f6\uff0c\u7ecf\u5e38\u4f1a\u53d1\u73b0\u4e00\u4e9b\u610f\u4e49\u76f8\u5173\u8282\u70b9\u7ec4\u6210\u7684\u7279\u5f81\u7ec4\u3002\u901a\u8fc7\u624b\u52a8\u5c06\u7279\u5f81\u7ec4\u4e2d\u7684\u8282\u70b9\u5f52\u7c7b\u4e3a<\/span><\/span>\u8d85\u8282\u70b9<\/span><\/span><\/strong>\uff0c\u5373\u53ef\u83b7\u5f97\u7b80\u5316\u540e\u7684\u5f52\u56e0\u56fe\uff0c\u5373\u6a21\u578b\u6267\u884c\u8ba1\u7b97\u8fc7\u7a0b\u7684\u7b80\u5316\u63cf\u8ff0<\/span>\uff08\u5982\u56fe3\u6240\u793a\uff09<\/span>\u3002<\/span><\/span><\/p>\n

<\/section>\n

\u56fe3 \u5c06\u526a\u679d\u540e\u7684\u5f52\u56e0\u56fe\u4e2d\u76f8\u5173\u8282\u70b9\u5408\u5e76\u4e3a\u8d85\u8282\u70b9\u7684\u8fc7\u7a0b\u793a\u610f\uff08\u6587\u4e2d\u7528\u5806\u53e0\u6309\u94ae\u8868\u793a\u8d85\u8282\u70b9\uff09<\/span><\/span><\/p>\n

2.2 \u5f52\u56e0\u56fe\u89e3\u91ca\u6548\u529b\u7684\u5e72\u9884\u8bd5\u9a8c<\/span><\/span><\/h3>\n

\u57fa\u4e8e\u4e0a\u8ff0\u6b65\u9aa4\u5f97\u5230\u7684\u6a21\u578b\u8ba1\u7b97\u7684\u5f52\u56e0\u56fe\u5982\u56fe4<\/span>\uff08\u5de6\uff09<\/span>\u6240\u793a\u3002\u7531\u4e8e<\/span><\/span>\u5f52\u56e0\u56fe<\/span><\/span><\/strong>\u57fa\u4e8e\u66ff\u4ee3\u6a21\u578b\u6784\u5efa\uff0c\u6211\u4eec\u65e0\u6cd5\u901a\u8fc7\u5f52\u56e0\u56fe\u786e\u5b9a\u6027\u5730\u5f97\u51fa\u5173\u4e8e\u5e95\u5c42\u6a21\u578b<\/span>\uff08\u5373 Claude 3.5 Haiku\uff09<\/span>\u7684\u7ed3\u8bba\u3002\u56e0\u6b64\uff0c\u5f52\u56e0\u56fe\u4ec5\u63d0\u4f9b\u5173\u4e8e\u5e95\u5c42\u6a21\u578b\u4e2d\u53ef\u80fd\u5b58\u5728\u7684\u5047\u8bbe\u3002\u8fd9\u4e9b\u5047\u8bbe\u53ef\u80fd\u5b58\u5728\u5c40\u9650\uff0c\u5177\u4f53\u8ba8\u8bba\u8bf7\u89c1\u540e\u6587\u5c40\u9650\u6027\u4e00\u7ae0\u3002\u4e3a\u9a8c\u8bc1\u673a\u5236\u771f\u5b9e\u6027\uff0c\u6211\u4eec\u5728\u539f\u6a21\u578b\u8fdb\u884c\u5e72\u9884\u5b9e\u9a8c\uff0c\u4f8b\u5982\u6291\u5236\u67d0\u4e9b\u7279\u5f81\u7fa4\u7ec4\u5e76\u89c2\u5bdf\u5176\u5bf9\u5176\u4ed6\u7279\u5f81\u53ca\u8f93\u51fa\u7684\u5f71\u54cd<\/span>\uff08\u8def\u5f84\u4e0a\u7684\u767e\u5206\u6bd4\u8868\u793a\u539f\u59cb\u6fc0\u6d3b\u4fdd\u7559\u91cf\uff09<\/span>\u3002\u82e5\u7ed3\u679c\u7b26\u5408\u5f52\u56e0\u56fe\u9884\u6d4b\uff0c\u6211\u4eec\u5c31\u53ef\u4ee5\u66f4\u6709\u4fe1\u5fc3\u5730\u8ba4\u4e3a\u8be5\u56fe\u6355\u6349\u5230\u4e86\u6a21\u578b\u5185\u90e8\u7684\u771f\u5b9e<\/span>\uff08\u5c3d\u7ba1\u53ef\u80fd\u662f\u4e0d\u5b8c\u6574\u7684\uff09<\/span>\u673a\u5236\u3002\u9700\u6ce8\u610f\uff1a\u6240\u6709\u7279\u5f81\u6807\u6ce8\u4e0e\u201c\u8d85\u8282\u70b9\u201d\u5f52\u7c7b\u5747\u5728\u6270\u52a8\u6d4b\u91cf\u524d\u5b8c\u6210\u3002<\/span><\/span><\/p>\n

<\/section>\n

\u56fe4 \uff08\u5de6\uff09\u7b80\u5316\u540e\u7684\u5f52\u56e0\u56fe\uff0c\u5373\u6a21\u578b\u6267\u884c\u8ba1\u7b97\u8fc7\u7a0b\u7684\u7b80\u5316\u63cf\u8ff0\uff08\u8fd9\u662f\u4e00\u4e2a\u4ea4\u4e92\u5f0f\u56fe\u8868\uff09\uff1b\u56fe4\uff08\u53f3\uff09\uff1a\u4e3a\u68c0\u9a8c\u5f52\u56e0\u56fe\u7684\u89e3\u91ca\u6548\u529b\uff0c\u5728\u539f\u6a21\u578b\u5b9e\u65bd\u5e72\u9884\u5b9e\u9a8c\uff08\u6ce8\uff1a\u56fe\u793a\u6570\u636e\u4ec5\u4e3a\u6d41\u7a0b\u6f14\u793a\uff0c\u975e\u771f\u5b9e\u5b9e\u9a8c\u7ed3\u679c\uff09<\/span><\/span><\/p>\n

\n

\u4ea4\u4e92\u5f0f\u56fe\u8868\u53ef\u70b9\u51fb\u94fe\u63a5\u8fdb\u5165\u7f51\u9875\uff0c\u5c06\u9f20\u6807\u60ac\u505c\u5728\u8d85\u8282\u70b9\u4e0a\uff0c\u53ef\u67e5\u770b\u7279\u5f81\u7ec4\u6210\u7684\u53ef\u89c6\u5316\u6548\u679c\uff1a<\/span><\/span><\/p>\n

https:\/\/transformer-circuits.pub\/2025\/attribution-graphs\/biology.html<\/span><\/span><\/p>\n<\/blockquote>\n

\u5e72\u9884\u5b9e\u9a8c\u7ed3\u679c\u7684\u89e3\u8bfb\u5177\u6709\u590d\u6742\u6027\uff0c\u5176\u5bf9\u5f52\u56e0\u56fe\u673a\u5236\u7684\u9a8c\u8bc1\u7a0b\u5ea6\u8be6\u89c1[96]\u3002\u4f7f\u7528\u8de8\u5c42\u8f6c\u8bd1\u5668\u7279\u5f81\u8fdb\u884c\u5e72\u9884\u65f6\uff0c\u9700\u8981\u9009\u62e9\u201c\u5e72\u9884\u5c42\u201d\uff0c\u5e76\u5728\u8be5\u5c42\u4e4b\u524d\u8fdb\u884c\u6270\u52a8\u3002\u672c\u6587\u91c7\u7528<\/span><\/span>\u201c<\/span><\/span><\/strong>\u7ea6\u675f\u4fee\u8865<\/span><\/span><\/strong>\u201d<\/span><\/span><\/strong>\u6280\u672f\uff1a\u5c06\u5e72\u9884\u5c42\u524d\u7684\u6fc0\u6d3b\u503c\u56fa\u5b9a\u4e3a\u6270\u52a8\u72b6\u6001\uff0c\u907f\u514d\u95f4\u63a5\u6548\u5e94\u63d0\u524d\u663e\u73b0\u3002\u56e0\u6b64\uff0c\u5e72\u9884\u5c42\u4e4b\u524d\u7684\u7279\u5f81\u53d7\u5230\u6270\u52a8\u7684\u5f71\u54cd\u5fc5\u5b9a\u4e0e\u5f52\u56e0\u56fe\u9884\u6d4b\u7684\u76f4\u63a5\u6548\u5e94\u4e00\u81f4\u3002\u800c\u5e72\u9884\u5c42\u4e4b\u540e\u7279\u5f81\u53d7\u5230\u6270\u52a8\u53ef\u80fd\u51fa\u73b0\u4e24\u79cd\u504f\u5dee\uff1a\u4e00\u662f\u5f52\u56e0\u56fe\u9884\u6d4b\u6548\u5e94\u53ef\u80fd\u88ab\u9057\u6f0f\u673a\u5236\u8986\u76d6\uff1b\u4e8c\u662f\u9884\u6d4b\u7684\u95f4\u63a5\u6548\u5e94<\/span>\uff08\u591a\u7ea7\u4ea4\u4e92\uff09<\/span>\u53ef\u80fd\u4e0d\u5b58\u5728<\/span>\uff08\u79f0\u4e3a<\/span><\/span>\u201c<\/span><\/span><\/strong>\u673a\u5236\u5931\u771f<\/span><\/span><\/strong>\u201d<\/span><\/span><\/strong>\uff09<\/span>\u3002\u56e0\u6b64\uff0c\u5e72\u9884\u5b9e\u9a8c\u7684\u9a8c\u8bc1\u6548\u679c\u56e0\u7279\u5f81\u5c42\u7ea7\u800c\u5f02\u3002\u603b\u4f53\u800c\u8a00\uff0c\u6211\u4eec\u8ba4\u4e3a\u5e72\u9884\u5bf9\u6a21\u578b\u5b9e\u9645\u8f93\u51fa\u7684\u5f71\u54cd\u662f\u6700\u4e3a\u91cd\u8981\u7684\u9a8c\u8bc1\u6765\u6e90\uff0c\u56e0\u4e3a\u6a21\u578b\u8f93\u51fa\u6613\u4e8e\u89e3\u91ca\uff0c\u5e76\u4e14\u8fd9\u79cd\u5e72\u9884\u65b9\u5f0f\u786e\u4fdd\u4e86\u5bf9\u7279\u5b9a\u7279\u5f81\u7684\u8c03\u6574\u80fd\u591f\u5728\u4e0d\u5e72\u6270\u5176\u4ed6\u8ba1\u7b97\u7684\u60c5\u51b5\u4e0b\uff0c\u7cbe\u786e\u5730\u8bc4\u4f30\u8be5\u7279\u5f81\u5bf9\u6a21\u578b\u8f93\u51fa\u7684\u5f71\u54cd\u3002<\/span><\/span><\/p>\n

\u5728\u6bcf\u4e2a\u6848\u4f8b\u7814\u7a76\u56fe\u793a\u65c1\uff0c\u90fd\u63d0\u4f9b\u4e86\u4ea4\u4e92\u5f0f\u7684<\/span><\/span>\u5f52\u56e0\u56fe<\/span><\/span><\/strong>\u754c\u9762\u3002\u8be5\u754c\u9762\u5b8c\u6574\u5448\u73b0\u4e86\u7814\u7a76\u56e2\u961f\u63a2\u7d22\u6a21\u578b\u5185\u90e8\u673a\u5236\u65f6\u91c7\u7528\u7684\u8be6\u7ec6\u89c6\u56fe\u3002\u60a8\u53ef\u4ee5\u901a\u8fc7\u8be5\u754c\u9762\u201c\u8ffd\u8e2a\u201d\u5173\u952e\u8def\u5f84\uff0c\u540c\u65f6\u6807\u6ce8\u5173\u952e\u7279\u5f81\u3001\u7279\u5f81\u7fa4\u7ec4\u548c\u5b50\u56de\u8def\u3002\u9700\u8981\u6ce8\u610f\u7684\u662f\uff0c\u754c\u9762\u64cd\u4f5c\u8f83\u4e3a\u590d\u6742\uff0c\u9700\u8981\u4e00\u4e9b\u65f6\u95f4\u624d\u80fd\u719f\u7ec3\u4f7f\u7528\u3002\u672c\u6587\u4e2d\u7684\u6240\u6709\u5173\u952e\u7ed3\u679c\u90fd\u4ee5\u7b80\u5316\u5f62\u5f0f\u8fdb\u884c\u4e86\u63cf\u8ff0\u548c\u53ef\u89c6\u5316\u5c55\u793a\uff0c\u56e0\u6b64\u4e0d\u9700\u8981\u4f7f\u7528\u6b64\u754c\u9762\u5373\u53ef\u7406\u89e3\u5185\u5bb9\uff01\u4f46\u82e5\u8bfb\u8005\u5e0c\u671b\u6df1\u5165\u63a2\u7d22Claude 3.5 Haiku\u7684\u8fd0\u4f5c\u673a\u5236\uff0c\u6211\u4eec\u4ecd\u5f3a\u70c8\u5efa\u8bae\u5c1d\u8bd5\u64cd\u4f5c\u3002\u90e8\u5206\u7279\u5f81\u9644\u6709\u7b80\u7565\u6807\u7b7e\u4ee5\u4fbf\u5feb\u901f\u8bc6\u522b\uff0c\u4f46\u9700\u6ce8\u610f\u8fd9\u4e9b\u6807\u6ce8\u4ec5\u4e3a\u793a\u610f\u6027\u8d28\uff0c\u8be6\u7ec6\u4fe1\u606f\u8bf7\u53c2\u8003\u5bf9\u5e94\u7684\u7279\u5f81\u53ef\u89c6\u5316\u56fe\u793a\u3002\u5177\u4f53\u64cd\u4f5c\u6307\u5357\u8bf7\u67e5\u9605\u65b9\u6cd5\u8bba\u6587\u7684\u4e13\u9879\u7ae0\u8282\u3002<\/span><\/span><\/p>\n

2.3 \u65b9\u6cd5\u8bba\u603b\u7ed3<\/span><\/span><\/h3>\n

\u5c31\u50cf\u4efb\u4f55\u663e\u5fae\u955c\u90fd\u6709\u5176\u89c2\u5bdf\u7684\u5c40\u9650\u6027\u4e00\u6837\uff0c\u6211\u4eec\u7684\u5de5\u5177\u6709\u89c2\u6d4b\u76f2\u533a\u3002\u5c3d\u7ba1\u867d\u7136\u96be\u4ee5\u7cbe\u786e\u91cf\u5316\uff0c\u4f46\u53d1\u73b0<\/span><\/span>\u5f52\u56e0\u56fe\u80fd\u591f\u5bf9\u56db\u5206\u4e4b\u4e00\u7684\u63d0\u793a\u8bcd<\/span><\/span><\/strong>\u63d0\u4f9b\u6709\u6548\u89e3\u6790\u3002\u6587\u4e2d\u7cbe\u9009\u6848\u4f8b\u867d\u5c5e\u6210\u529f\u89e3\u6790\u5bf9\u8c61\uff0c\u4f46\u9700\u6ce8\u610f\uff1a\u5373\u4f7f\u5728\u8fd9\u4e9b\u6848\u4f8b\u4e2d\uff0c\u6240\u63ed\u793a\u673a\u5236\u4e5f\u4ec5\u662f\u6a21\u578b\u8fd0\u4f5c\u7684\u6781\u5c0f\u90e8\u5206\u3002\u6211\u4eec\u7684\u65b9\u6cd5\u901a\u8fc7\u4f7f\u7528\u4e00\u4e2a\u66f4\u53ef\u89e3\u91ca\u7684\u201c\u66ff\u4ee3\u6a21\u578b\u201d\u95f4\u63a5\u7814\u7a76\u539f\u6a21\u578b\uff0c\u7136\u800c\u8fd9\u79cd\u66ff\u4ee3\u6a21\u578b\u5bf9\u539f\u6a21\u578b\u7684\u63cf\u8ff0\uff0c\u65e2\u4e0d\u5b8c\u6574\u4e5f\u4e0d\u5b8c\u7f8e\u3002<\/span><\/span><\/p>\n

\u6b64\u5916\uff0c\u4e3a\u4fdd\u6301\u8868\u8fbe\u6e05\u6670\uff0c\u6211\u4eec\u5e38\u5bf9\u7814\u7a76\u53d1\u73b0\u8fdb\u884c\u9ad8\u5ea6\u6d53\u7f29\uff0c\u5e76\u91c7\u7528\u4e3b\u89c2\u7b5b\u9009\u7684\u7b80\u5316\u5904\u7406\u3002\u8fd9\u79cd\u5904\u7406\u65b9\u5f0f\u4f1a\u8fdb\u4e00\u6b65\u4e22\u5931\u4fe1\u606f\u3002\u4e3a\u66f4\u771f\u5b9e\u53cd\u6620\u53d1\u73b0\u7684\u590d\u6742\u6027\uff0c\u6211\u4eec\u63d0\u4f9b\u201c<\/span><\/span>\u5f52\u56e0\u56fe<\/span><\/span><\/strong>\u4ea4\u4e92\u754c\u9762\u201d\u4f9b\u8bfb\u8005\u63a2\u7d22\u3002\u4f46\u5fc5\u987b\u6307\u51fa\uff1a\u5373\u4f7f\u8fd9\u4e9b\u76f8\u5f53\u590d\u6742\u7684\u56fe\u8868\uff0c\u4ecd\u662f\u5bf9\u5e95\u5c42\u6a21\u578b\u7684\u7b80\u5316\u5448\u73b0\u3002<\/span><\/span><\/p>\n

\u672c\u6587\u805a\u7126\u4e8e\u7cbe\u9009\u6848\u4f8b\u7814\u7a76\uff0c\u65e8\u5728\u63ed\u793a\u7279\u5b9a\u6a21\u578b\u7684\u5173\u952e\u673a\u5236\u3002\u8fd9\u4e9b\u6848\u4f8b\u4f5c\u4e3a\u5b58\u5728\u8bc1\u660e\uff0c\u5373\u5177\u4f53\u8bc1\u636e\uff0c\u8868\u660e\u7279\u5b9a\u673a\u5236\u5728\u7279\u5b9a\u60c5\u5883\u4e2d\u786e\u5b9e\u8fd0\u884c\u3002\u6211\u4eec\u867d\u7136\u63a8\u6d4b\u7c7b\u4f3c\u7684\u673a\u5236\u53ef\u80fd\u66f4\u5e7f\u6cdb\u5b58\u5728\uff0c\u4f46\u65e0\u6cd5\u4fdd\u8bc1\u5176\u666e\u904d\u6027\uff0c\u6211\u4eec\u4f1a\u5728\u540e\u6587\u5f00\u653e\u95ee\u9898\u4e2d\u5bf9\u6b64\u8be6\u7ec6\u8ba8\u8bba\uff0c\u65b9\u4fbf\u540e\u7eed\u7814\u7a76\u7684\u5f00\u5c55\u3002\u9700\u6ce8\u610f\u7684\u662f\uff1a\u6240\u9009\u6848\u4f8b\u53d7\u5de5\u5177\u5c40\u9650\u6027\u5f71\u54cd\uff0c\u5b58\u5728\u6837\u672c\u504f\u5dee\u3002\u4f46\u6211\u4eec\u5728\u8bc6\u522b\u51fa\u611f\u5174\u8da3\u7684\u6848\u4f8b\u7814\u7a76\u540e\uff0c\u4f1a\u901a\u8fc7\u540e\u7eed\u9a8c\u8bc1\u5b9e\u9a8c\u5bf9\u6211\u4eec\u7684\u53d1\u73b0\u8fdb\u884c\u538b\u529b\u6d4b\u8bd5\u3002\u82e5\u9700\u7cfb\u7edf\u8bc4\u4f30\u65b9\u6cd5\u8be6\u89c1[96]\u3002<\/span><\/span><\/p>\n

\u7136\u800c\u6211\u4eec\u8ba4\u4e3a\uff1a\u5b9a\u6027\u7814\u7a76\u624d\u662f\u8bc4\u4f30\u65b9\u6cd5\u7684\u6700\u4f73\u6807\u51c6\uff0c\u6b63\u5982\u663e\u5fae\u955c\u7684\u4ef7\u503c\u6700\u7ec8\u7531\u5176\u4fc3\u6210\u7684\u79d1\u5b66\u53d1\u73b0\u6765\u51b3\u5b9a\u3002\u8fd9\u7c7b\u5de5\u4f5c\u5bf9\u63a8\u8fdbAI\u53ef\u89e3\u91ca\u6027\u81f3\u5173\u91cd\u8981\uff0c\u8fd9\u662f\u4e00\u4e2a\u4ecd\u5728\u5bfb\u627e\u5408\u9002\u62bd\u8c61\u6982\u5ff5\u7684\u524d\u8303\u5f0f\u9886\u57df\u2014\u2014\u5982\u540c\u751f\u7269\u5b66\u4f9d\u8d56\u63cf\u8ff0\u6027\u7814\u7a76\u5b9e\u73b0\u7a81\u7834\u3002\u6211\u4eec\u5c24\u5176\u611f\u5230\u632f\u594b\u7684\u662f\uff0c\u5145\u5206\u6316\u6398\u73b0\u6709\u65b9\u6cd5\u6240\u80fd\u63d0\u4f9b\u7684\u6700\u5927\u6d1e\u89c1\uff0c\u4e0d\u4ec5\u8ba9\u6211\u4eec\u66f4\u6e05\u6670\u5730\u770b\u5230\u4e86\u8fd9\u4e9b\u65b9\u6cd5\u7684\u5177\u4f53\u5c40\u9650\u6027\uff0c\u4e5f\u4e3a\u8be5\u9886\u57df\u672a\u6765\u7684\u7814\u7a76\u6307\u660e\u4e86\u65b9\u5411\u3002\u503c\u5f97\u5173\u6ce8\u7684\u662f\uff1a\u6df1\u5165\u6316\u6398\u73b0\u6709\u65b9\u6cd5\u540e\uff0c\u5176\u7279\u5b9a\u5c40\u9650\u66f4\u6e05\u6670\u663e\u73b0\uff0c\u8fd9\u53ef\u80fd\u4f1a\u4e3a\u8be5\u9886\u57df\u7684\u672a\u6765\u7684\u7814\u7a76\u63d0\u4f9b\u6307\u5f15\u3002<\/span><\/span><\/p>\n


<\/span><\/h2>\n

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<\/span><\/section>\n

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<\/section>\n<\/section>\n<\/section>\n
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3. \u5165\u95e8\u6848\u4f8b\uff1a\u591a\u6b65\u63a8\u7406<\/span><\/strong><\/span><\/strong><\/strong><\/p>\n<\/section>\n

\n

<\/span><\/section>\n

<\/span><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/h3>\n


<\/span><\/p>\n

\u6211\u4eec\u7684\u65b9\u6cd5\u65e8\u5728\u63ed\u793a\u6a21\u578b\u5728\u751f\u6210\u54cd\u5e94\u8fc7\u7a0b\u4e2d\u6240\u4f7f\u7528\u7684\u4e2d\u95f4\u6b65\u9aa4\u3002<\/span><\/span>\u5728\u672c\u8282\u4e2d\uff0c\u6211\u4eec\u4ee5\u4e00\u4e2a\u7b80\u5355\u7684\u591a\u6b65\u63a8\u7406\u4e3a\u4f8b\uff0c\u5e76\u5c1d\u8bd5\u8bc6\u522b\u6bcf\u4e2a\u6b65\u9aa4<\/span><\/span><\/strong>\u3002\u5728\u6b64\u8fc7\u7a0b\u4e2d\uff0c\u6211\u4eec\u5c06\u7a81\u51fa\u663e\u793a\u5728\u540e\u7eed\u6848\u4f8b\u7814\u7a76\u4e2d\u4f1a\u53cd\u590d\u51fa\u73b0\u7684\u5173\u952e\u6982\u5ff5\u3002<\/span><\/span><\/p>\n

\u8ba9\u6211\u4eec\u5206\u6790\u8fd9\u4e2a\u63d0\u793a\u8bcd\uff1a\u201cFact: the capital of the state containing Dallas is\u201d\u5f53Claude 3.5 Haiku\u6210\u529f\u8f93\u51fa\u201cAustin<\/span>\uff08\u8be5\u5dde\u9996\u5e9c\uff09<\/span>\u201d\u65f6\uff0c\u5176\u63a8\u7406\u8fc7\u7a0b\u9700\u8981\u4e24\u4e2a\u6b65\u9aa4\u2014\u2014\u9996\u5148\u63a8\u65adDallas\u6240\u5728\u5dde\u662fTexas\uff0c\u63a5\u7740\u786e\u8ba4\u8be5\u5dde\u9996\u5e9c\u4e3aAustin\u3002Claude \u662f\u5426\u771f\u7684\u5728\u5185\u90e8\u6267\u884c\u4e86\u8fd9\u4e24\u4e2a\u6b65\u9aa4\uff1f\u8fd8\u662f\u5b83\u4f7f\u7528\u4e86\u67d0\u79cd\u201c\u6377\u5f84\u201d<\/span>\uff08\u4f8b\u5982\uff0c\u4e5f\u8bb8\u5b83\u5728\u8bad\u7ec3\u6570\u636e\u4e2d\u89c1\u8fc7\u7c7b\u4f3c\u7684\u53e5\u5b50\u5e76\u7b80\u5355\u8bb0\u4f4f\u4e86\u7b54\u6848\uff09<\/span>\uff1f\u5df2\u6709\u7814\u7a76[13,14,15]\u8bc1\u5b9e\u5b58\u5728\u771f\u5b9e\u7684\u591a\u6b65\u63a8\u7406<\/span>\uff08\u4e0d\u540c\u60c5\u5883\u4e0b\u7a0b\u5ea6\u5404\u5f02\uff09<\/span>\u3002\u5728\u672c\u8282\u4e2d\uff0c\u6211\u4eec\u5c06\u63d0\u4f9b\u8bc1\u636e\u8868\u660e\uff0c<\/span><\/span>\u5728\u6b64\u6848\u4f8b\u4e2d\uff0c\u6a21\u578b\u5185\u90e8\u65e2\u5b58\u5728\u771f\u5b9e\u7684\u4e24\u6b65\u63a8\u7406\uff0c\u4e5f\u4fdd\u7559\u7740<\/span><\/span><\/strong>\u201c<\/span><\/span><\/strong>\u6377\u5f84<\/span><\/span><\/strong>\u201d<\/span><\/span><\/strong>\u673a\u5236\u3002<\/span><\/span><\/strong><\/p>\n

\u6b63\u5982\u7b2c2\u7ae0\u65b9\u6cd5\u8bba\u7684\u6982\u8ff0\u6240\u63cf\u8ff0\u7684\uff0c\u6211\u4eec\u901a\u8fc7\u8ba1\u7b97\u8be5\u63d0\u793a\u8bcd\u7684\u5f52\u56e0\u56fe\u6765\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\uff0c\u5f52\u56e0\u56fe\u53ef\u5c55\u793a\u6a21\u578b\u751f\u6210\u7b54\u6848\u65f6\u4f7f\u7528\u7684\u7279\u5f81\u53ca\u5176\u4e92\u52a8\u5173\u7cfb\u3002\u9996\u5148\u89e3\u6790\u51fa\u7279\u5f81\u7684\u53ef\u89c6\u5316\u56fe\u793a\u6765\u7406\u89e3\u5176\u542b\u4e49\uff0c\u518d\u5c06\u7279\u5f81\u5f52\u7c7b\u5f62\u6210\u8d85\u8282\u70b9\u3002\u4f8b\u5982\uff1a<\/span><\/span><\/p>\n

    \n
  • \n

    \u51e0\u4e2a\u4e0e<\/span><\/span><\/strong>\u201c<\/span><\/span><\/strong>capital<\/span><\/span><\/strong>\u201d<\/span><\/span><\/strong>\u8fd9\u4e2a\u8bcd\u6216\u6982\u5ff5\u76f8\u5173\u7684\u7279\u5f81<\/span><\/span><\/strong>\uff0c\u4f8b\u5982\u56db\u4e2a\u5bf9\u201ccapital\u201d\u8fd9\u4e2a\u5355\u8bcd\u6fc0\u6d3b\u6700\u5f3a\u7684\u7279\u5f81\u3002\u66f4\u6709\u8da3\u7684\u662f\uff0c\u6211\u4eec\u8fd8\u53d1\u73b0\u4e86\u4e00\u4e9b\u4ee5\u66f4\u901a\u7528\u65b9\u5f0f\u8868\u793a\u201ccapital\u201d\u6982\u5ff5\u7684\u7279\u5f81\u3002\u4f8b\u5982\uff1a\u5b83\u4e0d\u4ec5\u5728\u5355\u8bcd\u201ccapital\u201d\u4e0a\u6fc0\u6d3b\uff0c\u8fd8\u4f1a\u5728\u5173\u4e8e\u5404\u5dde\u9996\u5e9c\u7684\u95ee\u9898\u4e2d\u4ee5\u53ca\u4e2d\u6587\u95ee\u9898\u201c\u5e7f\u4e1c\u7701\u7684\u7701\u4f1a\u662f\uff1f\u201d\u4e2d\u6fc0\u6d3b\uff0c\u7279\u522b\u662f\u5bf9\u201c\u7701\u4f1a\u201d\u4e00\u8bcd\u6709\u53cd\u5e94\u3002\u53e6\u4e00\u4e2a\u4f8b\u5b50\u5219\u5c55\u793a\u4e86\u6a21\u578b\u7684\u591a\u8bed\u8a00\u7279\u5f81\uff0c\u5b83\u5728\u5305\u62ec\u201cba\u015fkenti\u201d\u3001\u201c\u0930\u093e\u091c\u0927\u093e\u0928\u0940\u201d\u3001\u201cibu kota\u201d\u548c\u201cHauptftadt\u201d\u5728\u5185\u7684\u591a\u79cd\u8868\u793a\u201ccapital\u201d\u7684\u77ed\u8bed\u4e0a\u6fc0\u6d3b\u6700\u5f3a<\/span>\uff08\u5fb7\u8bed\u90e8\u5206\u5185\u5bb9\u7684\u6df7\u4e71\u53ef\u80fd\u662f\u7531\u4e8e\u8f6c\u5f55\u9519\u8bef\uff09<\/span>\u3002\u867d\u7136\u8fd9\u4e9b\u7279\u5f81\u5404\u81ea\u8868\u8fbe\u7684\u6982\u5ff5\u7565\u6709\u4e0d\u540c\uff0c\u4f46\u5728\u672c\u63d0\u793a\u8bcd\u7684\u4e0a\u4e0b\u6587\u4e2d\uff0c\u5b83\u4eec\u7684\u529f\u80fd\u4f3c\u4e4e\u662f\u4ee3\u8868\u201ccapital\u201d\u8fd9\u4e00\u6982\u5ff5\u3002\u56e0\u6b64\uff0c\u6211\u4eec\u5c06\u5b83\u4eec<\/span>\uff08\u4ee5\u53ca\u5176\u4ed6\u4e00\u4e9b\u76f8\u5173\u7279\u5f81\uff09<\/span>\u5f52\u7c7b\u5230\u540c\u4e00\u4e2a\u8d85\u8282\u70b9\u4e2d\u3002<\/span><\/span><\/p>\n<\/li>\n

  • \n

    \u4e00\u4e9b\u8f93\u51fa\u7279\u5f81\uff0c\u8fd9\u7c7b\u7279\u5f81\u80fd\u6301\u7eed\u63a8\u52a8\u6a21\u578b\u8f93\u51fa\u7279\u5b9a<\/span><\/span><\/strong>token<\/span><\/span><\/strong>\uff0c\u5373\u4f7f\u5176\u6fc0\u6d3b\u7684\u8bcd\u8bed\u5e76\u6ca1\u6709\u660e\u663e\u89c4\u5f8b<\/span><\/span><\/strong>\u3002\u5728\u7279\u5f81\u53ef\u89c6\u5316\u754c\u9762\u4e2d\uff0c\u201cTop Outputs\u201d\u90e8\u5206\u4f1a\u663e\u793a\u53d7\u8be5\u7279\u5f81\u76f4\u63a5\u5f71\u54cd\u6700\u5f3a\u7684\u8f93\u51fa\u6807\u8bb0\u3002\u4f8b\u5982\u67d0\u4e2a\u7279\u5f81\u5bf9Texas\u5dde\u4e2d\u90e8\u591a\u5730\u6807\u90fd\u6709\u54cd\u5e94\uff0c\u4f46\u5728\u5f53\u524d\u63d0\u793a\u8bcd\u4e2d\u6700\u5173\u952e\u7684\u4f5c\u7528\u662f\u5927\u5e45\u63d0\u5347\u201cAustin\u201d\u6807\u8bb0\u7684\u8f93\u51fa\u6982\u7387\uff0c\u56e0\u6b64\u6211\u4eec\u5c06\u5176\u5f52\u5165\u201csay Austin\u201d\u8d85\u7ea7\u8282\u70b9\u3002\u9700\u6ce8\u610f\uff0c\u201cTop Outputs\u201d\u4fe1\u606f\u5e76\u975e\u603b\u662f\u6709\u6548\u2014\u2014\u5982\u6d45\u5c42\u7279\u5f81\u4e3b\u8981\u901a\u8fc7\u95f4\u63a5\u8def\u5f84\u5f71\u54cd\u8f93\u51fa\uff0c\u5176\u76f4\u63a5\u5f71\u54cd\u7684\u9876\u90e8\u6807\u8bb0\u4f5c\u7528\u6709\u9650\u3002\u5224\u5b9a\u67d0\u7279\u5f81\u4e3a\u8f93\u51fa\u7279\u5f81\u65f6\uff0c\u9700\u7efc\u5408\u8bc4\u4f30\u5176\u76f4\u63a5\u5f71\u54cd\u6700\u5927\u7684\u8f93\u51fa\u9879\u3001\u6fc0\u6d3b\u8bed\u5883\u4ee5\u53ca\u5728\u5f52\u56e0\u56fe\u4e2d\u7684\u529f\u80fd\u3002<\/span><\/span><\/p>\n<\/li>\n

  • \n

    \u591a\u4e2a\u4fc3\u8fdb\u9996\u90fd\u540d\u79f0\u8f93\u51fa\u7684\u5e7f\u4e49\u7279\u5f81<\/span><\/span><\/strong>\u3002\u8fd9\u4e9b\u7279\u5f81\u91c7\u7528\u201c\u6df7\u5408\u4fe1\u53f7\u673a\u5236\u201d\u8fdb\u884c\u8bc6\u522b\u6807\u6ce8\u3002\u4f8b\u5982\uff0c\u67d0\u7279\u5f81\u4f1a\u589e\u5f3a\u7f8e\u56fd\u5404\u5dde\u9996\u5e9c\u7684\u8f93\u51fa\u503e\u5411\uff0c\u53e6\u4e00\u7279\u5f81\u66f4\u4fa7\u91cd\u63d0\u5347\u5404\u56fd\u9996\u90fd\u7684\u6982\u7387<\/span>\uff08\u800c\u975e\u7f8e\u56fd\u5dde\u9996\u5e9c\uff09<\/span>\uff0c\u4f46\u5b83\u5728\u5305\u542b\u7f8e\u56fd\u5dde\u53ca\u5176\u9996\u5e9c\u5217\u8868\u7684\u60c5\u51b5\u4e0b\u6fc0\u6d3b\u6700\u5f3a\u3002\u6211\u4eec\u8fd8\u6ce8\u610f\u5230\u53e6\u4e00\u4e2a\u7279\u5f81\uff0c\u5176\u6700\u5f3a\u7684\u76f4\u63a5\u8f93\u51fa\u662f\u4e00\u7ec4\u770b\u4f3c\u4e0d\u76f8\u5173\u7684\u6807\u8bb0\uff0c\u4f46\u8be5\u7279\u5f81\u7ecf\u5e38\u5728\u63d0\u5230\u56fd\u5bb6\u9996\u90fd<\/span>\uff08\u5982Paris, Warsaw, Canberra\uff09<\/span>\u4e4b\u524d\u6fc0\u6d3b\uff0c\u8fd9\u4e9b\u7279\u5f81\u90fd\u88ab\u6574\u5408\u81f3\u201csay Austin\u201d\u8d85\u7ea7\u8282\u70b9\u3002<\/span><\/span><\/p>\n<\/li>\n

  • \n

    \u591a\u4e2a\u7279\u5f81\u4e0e<\/span><\/span><\/strong>\u201c<\/span><\/span><\/strong>Texas<\/span><\/span><\/strong>\u201d<\/span><\/span><\/strong>\u7684\u591a\u79cd\u60c5\u5883\u76f8\u5173\u8054\uff0c\u8fd9\u4e9b\u7279\u5f81\u5e76\u4e0d\u6307\u5411\u5177\u4f53\u57ce\u5e02<\/span><\/span><\/strong>\uff08\u5c24\u5176\u4e0d\u6d89\u53ca\u201cDallas\u201d\u6216\u201cAustin\u201d\uff09<\/span>\u3002\u5c3d\u7ba1\u6bcf\u4e2a\u7279\u5f81\u90fd\u4ee3\u8868\u4e86\u4e0d\u540c\u7684\u3001\u5177\u4f53\u7684\u4e0e\u201cTexas\u201d\u76f8\u5173\u7684\u6982\u5ff5\uff0c\u4f46\u5728\u5f53\u524d\u63d0\u793a\u8bcd\u4e2d\u5171\u540c\u4f53\u73b0\u4e86\u201cTexas\u201d\u6574\u4f53\u6982\u5ff5\u3002\u56e0\u6b64\u5c06\u5176\u5408\u5e76\u4e3a\u201cTexas\u201d\u8d85\u7ea7\u8282\u70b9\u3002<\/span><\/span><\/p>\n<\/li>\n<\/ul>\n

    \u5728\u5f62\u6210\u8fd9\u4e9b\u8d85\u7ea7\u8282\u70b9\u540e\uff0c\u53ef\u4ee5\u5728\u5f52\u56e0\u56fe\u754c\u9762\u4e2d\u770b\u5230\uff1a\u201ccapital\u201d\u8282\u70b9\u4f1a\u63d0\u5347\u201csay a capital\u201d\u8282\u70b9\uff0c\u8be5\u8282\u70b9\u8fdb\u800c\u63a8\u52a8\u201csay Austin\u201d\u8282\u70b9\u3002\u6211\u4eec\u7528\u68d5\u8272\u7bad\u5934\u8fde\u63a5\u8fd9\u4e9b\u8282\u70b9\uff0c\u5982\u4e0b\u65b9\u793a\u610f\u56fe\u6240\u793a\uff1a<\/span><\/span><\/p>\n

    <\/section>\n

    \u56fe5 \u901a\u8fc7\u7279\u5f81\u53ef\u89c6\u5316\u5206\u6790\u6807\u6ce8\u540e\uff0c\u624b\u52a8\u5c06\u76f8\u540c\u63d0\u793a\u8bcd\u8981\u7d20\u5f52\u4e3a\u8d85\u8282\u70b9\u3002\u5f52\u56e0\u56fe\u805a\u5408\u4e86\u8d85\u7ea7\u8282\u70b9\u95f4\u7684\u5173\u8054\uff0c\u56fe\u4e2d\u68d5\u8272\u7bad\u5934\u8868\u793a\u5f3a\u5173\u8054\u8282\u70b9<\/span><\/span><\/p>\n

    \u5728\u6807\u8bb0\u66f4\u591a\u7279\u5f81\u5e76\u5f62\u6210\u66f4\u591a\u8d85\u8282\u70b9\u540e\uff0c\u53ef\u4ee5\u770b\u51fa\u5f52\u56e0\u56fe\u4e2d\u5b58\u5728\u591a\u6761\u5173\u952e\u8def\u5f84\uff0c\u5177\u4f53\u5982\u4e0b\uff1a<\/span><\/span><\/p>\n

      \n
    • \n

      \u201cDallas\u201d\u7279\u5f81<\/span>\uff08\u4ee5\u53ca\u90e8\u5206\u6765\u81ea\u5dde\u7279\u5f81\u7684\u8d21\u732e\uff09<\/span>\u6fc0\u6d3b\u4e86\u4e00\u7ec4\u4e0e\u201cTexas\u201d\u76f8\u5173\u6982\u5ff5\u7684\u7279\u5f81\u3002<\/span><\/span><\/p>\n<\/li>\n

    • \n

      \u4e0e\u6b64\u540c\u65f6\uff0c\u7531\u201ccapital\u201d\u4e00\u8bcd\u6fc0\u6d3b\u7684\u7279\u5f81\u89e6\u53d1\u4e86\u53e6\u4e00\u7ec4\u8f93\u51fa\u7279\u5f81\u96c6\u7fa4\uff0c\u4f7f\u6a21\u578b\u503e\u5411\u4e8e\u8bf4\u51fa\u4e00\u4e2a\u9996\u5e9c\u7684\u540d\u79f0<\/span>\uff08\u4e0a\u8ff0\u5185\u5bb9\u4e2d\u53ef\u4ee5\u770b\u5230\u8fd9\u6837\u7684\u7279\u5f81\u793a\u4f8b\uff09<\/span>\u3002<\/span><\/span><\/p>\n<\/li>\n

    • \n

      \u201cTexas\u201d\u7279\u5f81\u548c\u201csay a capital\u201d\u7279\u5f81\u5171\u540c\u63d0\u5347\u4e86\u6a21\u578b\u8bf4\u51fa\u201cAustin\u201d\u7684\u6982\u7387\u3002\u5b83\u4eec\u901a\u8fc7\u4e24\u6761\u8def\u5f84\u5b9e\u73b0\u8fd9\u4e00\u70b9\uff1a<\/span><\/span><\/p>\n<\/li>\n

        \n
      • \n

        \u76f4\u63a5\u5f71\u54cd\u201cAustin\u201d\u8f93\u51fa\uff1b<\/span><\/span><\/p>\n<\/li>\n

      • \n

        \u95f4\u63a5\u6fc0\u6d3b\u201cAustin output\u201d\u7279\u5f81\u7fa4\u3002<\/span><\/span><\/p>\n<\/li>\n<\/ul>\n

      • \n

        \u6b64\u5916\uff0c\u8fd8\u5b58\u5728\u4e00\u6761\u4ece\u201cDallas\u201d\u76f4\u63a5\u5230\u201csay Austin\u201d\u7684\u201c\u6377\u5f84\u201d\u8fb9\u3002<\/span><\/span><\/p>\n<\/li>\n<\/ul>\n

        \u8be5\u56fe\u8868\u660e\uff0c\u66ff\u4ee3\u6a21\u578b\u786e\u5b9e\u6267\u884c\u591a\u6b65\u63a8\u7406\u2014\u2014\u5373\u751f\u6210\u201cAustin\u201d\u7684\u51b3\u7b56\u4f9d\u8d56\u591a\u6b65\u8ba1\u7b97\u94fe<\/span>\uff08Dallas\u2192Texas\uff0cTexas+capital\u2192Austin\uff09<\/span>\u3002\u9700\u6ce8\u610f\u6b64\u56fe\u4e3a\u9ad8\u5ea6\u7b80\u5316\u7248\u672c\uff0c\u5efa\u8bae\u8bfb\u8005\u64cd\u4f5c\u4ea4\u4e92\u5f0f\u53ef\u89c6\u5316\u5de5\u5177\uff0c\u67e5\u770b\u5b8c\u6574\u56fe\u8868\u4ee5\u7406\u89e3\u5e95\u5c42\u590d\u6742\u6027\u3002<\/span><\/span><\/p>\n

        <\/section>\n

        \u56fe6\uff1aHaiku\u901a\u8fc7Dallas\u2192Texas\u2192Austin\u5b9e\u73b0\u591a\u6b65\u63a8\u7406\uff08\u4ea4\u4e92\u5f0f\u56fe\u8868\uff09<\/span><\/span><\/p>\n

         3.1 \u6291\u5236\u5b9e\u9a8c\u9a8c\u8bc1<\/span><\/span><\/h3>\n

        \u4e0a\u8ff0\u56fe\u8868\u5c55\u793a\u4e86\u53ef\u89e3\u91ca\u66ff\u4ee3\u6a21\u578b\u7684\u8fd0\u4f5c\u673a\u5236\u3002\u4e3a\u9a8c\u8bc1\u8be5\u673a\u5236\u80fd\u771f\u5b9e\u53cd\u6620\u539f\u6a21\u578b\uff0c\u6211\u4eec\u5bf9\u7279\u5f81\u7fa4\u8fdb\u884c\u5e72\u9884\u5b9e\u9a8c\uff1a\u5c06\u5404\u7279\u5f81\u503c\u9650\u5b9a\u4e3a\u539f\u59cb\u503c\u7684\u8d1f\u500d\u6570\uff0c\u540c\u65f6\u89c2\u6d4b\u5176\u5bf9\u5176\u4ed6\u7279\u5f81\u7fa4\u6fc0\u6d3b\u7a0b\u5ea6\u53ca\u6a21\u578b\u8f93\u51fa\u7684\u5f71\u54cd\u3002<\/span><\/span><\/p>\n

        \n

        \u5e72\u9884\u5f3a\u5ea6\u9009\u62e9\u65b9\u6cd5\u8be6\u89c1\uff1aCircuit Tracing: Revealing Computational Graphs in Language Models\uff08https:\/\/transformer-circuits.pub\/2025\/attribution-graphs\/methods.html\uff09<\/span><\/span><\/p>\n<\/blockquote>\n

        <\/section>\n

        \u56fe7 \u8fbe\u62c9\u65af\u9996\u5e9c\u63d0\u793a\u8bcd\u7684\u5e72\u9884\u6d4b\u8bd5\uff0c\u8282\u70b9\u6fc0\u6d3b\u503c\u5747\u4ee5\u57fa\u7ebf\u6fc0\u6d3b\u4e3a\u53c2\u7167\u57fa\u51c6<\/span><\/span><\/p>\n

        \u4e0a\u8ff0\u603b\u7ed3\u56fe\u8bc1\u5b9e\u4e86\u56fe\u8868\u9884\u6d4b\u7684\u4e3b\u8981\u6548\u679c\u3002\u5f53\u6291\u5236 \u201cDallas\u201d\u7279\u5f81\u65f6\uff0c\u201cTexas\u201d\u7279\u5f81\u6fc0\u6d3b\u660e\u663e\u4e0b\u964d<\/span>\uff08\u5e76\u5f71\u54cd\u5176\u4e0b\u6e38\u7279\u5f81\uff0c\u5982 \u201cAustin output\u201d\u7279\u5f81\uff09<\/span>\uff0c\u4f46 \u201ccapital output\u201d\u7279\u5f81\u57fa\u672c\u4e0d\u53d7\u5f71\u54cd\u3002\u7c7b\u4f3c\u5730\uff0c\u6291\u5236 \u201ccapital\u201d\u7279\u5f81 \u65f6\uff0c\u201ccapital output\u201d\u7279\u5f81\u6fc0\u6d3b\u51cf\u5f31<\/span>\uff08\u5e76\u5f71\u54cd\u4e0b\u6e38\u7684 \u201cAustin output\u201d\u7279\u5f81\uff09<\/span>\uff0c\u800c \u201cTexas\u201d\u7279\u5f81\u5219\u4fdd\u6301\u7a33\u5b9a\u3002<\/span><\/span><\/p>\n

        \u6291\u5236\u7279\u5f81\u5bf9\u6a21\u578b\u9884\u6d4b\u7684\u5f71\u54cd\u5728\u8bed\u4e49\u4e0a\u5408\u4e4e\u903b\u8f91\u3002\u4f8b\u5982\uff1a\u6291\u5236 \u201cDallas\u201d\u7279\u5f81\u7c07 \u65f6\uff0c\u6a21\u578b\u4f1a\u8f93\u51fa\u5176\u4ed6\u5dde\u9996\u5e9c\uff1b\u6291\u5236 \u201csay a capital\u201d\u7279\u5f81\u7c07\u65f6\uff0c\u5219\u4f1a\u751f\u6210\u975e\u9996\u5e9c\u7b54\u6848\u3002<\/span><\/span><\/p>\n

        3.2 \u4ea4\u6362\u66ff\u4ee3\u7279\u5f81<\/span><\/span><\/h3>\n

        \u82e5\u6a21\u578b\u7684\u56de\u7b54\u786e\u5b9e\u901a\u8fc7\u201cTexas\u201d\u4e2d\u95f4\u6b65\u9aa4\u4ea7\u751f\uff0c\u6211\u4eec\u53ef\u901a\u8fc7\u66ff\u6362\u6a21\u578b\u7684\u201cTexas\u201d\u7279\u5f81\uff0c\u4f7f\u5176\u8f93\u51fa\u4e0d\u540c\u5dde\u7684\u9996\u5e9c\u3002\u4e3a\u8bc6\u522b\u5176\u4ed6\u5dde\u5bf9\u5e94\u7684\u7279\u5f81\uff0c\u6211\u4eec\u6539\u7528\u5305\u542b\u201cOakland\u201d\u7684\u63d0\u793a\u8bcd\uff1a\u201cFact\uff1athe capital of the state containing is<\/span>\uff08Oakland\u6240\u5728\u5dde\u7684\u9996\u5e9c\u662f\uff1f\uff09<\/span>\u201d\u3002\u91cd\u590d\u524d\u8ff0\u5206\u6790\u6b65\u9aa4\uff0c\u83b7\u5f97\u5982\u4e0b\u6458\u8981\u56fe\uff1a<\/span><\/span><\/p>\n

        <\/section>\n

        \u56fe8\uff1aHaiku\u4f7f\u7528\u201c\u591a\u6b65\u9aa4\u201d\u56fe\u751f\u6210\u56de\u7b54\uff0c\u8def\u5f84\u9075\u5faaOakland\u2192California\u2192Sacramento\uff08\u4ea4\u4e92\u5f0f\u56fe\u8868\uff09\u3002<\/span><\/span><\/p>\n

        \u8be5\u56fe\u8868\u4e0e\u539f\u56fe\u5f62\u6210\u7c7b\u6bd4\uff1a\u201cOakland\u201d\u3001 \u66ff\u4ee3 \u201cDallas\u201d\uff0c\u201cCalifornia\u201d \u66ff\u4ee3\u201cTexas\u201d\uff0c\u201csay Sacramento\u201d \u66ff\u4ee3 \u201csay Austin\u201d\u3002<\/span><\/span><\/p>\n

        \u73b0\u5728\u56de\u5230\u521d\u59cb\u63d0\u793a\u8bcd\uff0c\u901a\u8fc7\u6291\u5236 \u201cTexas\u7279\u5f81\u7c07\u201d\u7684\u6fc0\u6d3b\uff0c\u540c\u65f6\u542f\u52a8\u4ece\u201cOakland\u201d\u63d0\u793a\u8bcd\u63d0\u53d6\u7684 \u201cCalifornia\u201d\u7279\u5f81\u5b9e\u73b0\u201cTexas\u201d\u5230\u201cCalifornia\u201d\u7684\u66ff\u6362\u3002\u7ecf\u6b64\u8c03\u6574\u540e\uff0c\u6a21\u578b\u8f93\u51fa\u53d8\u4e3a\u201cSacramento\u201d<\/span>\uff08California\u9996\u5e9c\uff09<\/span>\u3002<\/span><\/span><\/p>\n

        \u540c\u7406\uff0c<\/span><\/span><\/p>\n

          \n
        • \n

          \u4f7f\u7528\u6d89\u53ca\u201cSavannah\u201d\u6240\u5728\u5dde\u7684\u7c7b\u6bd4\u63d0\u793a\u8bcd\u65f6\uff0c\u4f1a\u6fc0\u6d3b \u201cGeorgia\u201d\u7279\u5f81\u3002\u82e5\u5c06\u5176\u66ff\u6362\u4e3a \u201cTexas\u201d\u7279\u5f81\uff0c\u6a21\u578b\u5c06\u8f93\u51fa\u201cAtlanta\u201d<\/span>\uff08\u8be5\u7701\u9996\u5e9c\uff09<\/span>\u3002<\/span><\/span><\/p>\n<\/li>\n

        • \n

          \u91c7\u7528\u6d89\u53ca\u201cVancouver\u201d\u6240\u5728\u7701\u7684\u7c7b\u6bd4\u63d0\u793a\u8bcd\u65f6\uff0c\u4f1a\u6fc0\u6d3b \u201cBritish Columbia\u201d\u7279\u5f81\u3002\u5c06\u5176\u66ff\u6362\u4e3a \u201cTexas\u201d\u7279\u5f81\u540e\uff0c\u6a21\u578b\u8f6c\u800c\u8f93\u51fa\u201cVictoria\u201d<\/span>\uff08\u8be5\u7701\u9996\u5e9c\uff09<\/span>\u3002<\/span><\/span><\/p>\n<\/li>\n

        • \n

          \u5f53\u4f7f\u7528\u6d89\u53ca\u201cShanghai\u201d\u6240\u5c5e\u56fd\u7684\u7c7b\u6bd4\u63d0\u793a\u8bcd\u65f6\uff0c\u4f1a\u6fc0\u6d3b \u201cChina\u201d\u7279\u5f81\u3002\u66ff\u6362\u4e3a \u201cTexas\u201d\u7279\u5f81\u540e\uff0c\u6a21\u578b\u5373\u8f93\u51fa\u201cBeijing\u201d<\/span>\uff08\u4e2d\u56fd\u9996\u90fd\uff09<\/span>\u3002<\/span><\/span><\/p>\n<\/li>\n

        • \n

          \u5728\u6d89\u53ca\u201cThessaloniki\u201d\u7684\u7c7b\u6bd4\u63d0\u793a\u8bcd\u4e0b\uff0c\u4f1a\u6fc0\u6d3b \u201cByzantine Empire\u201d\u7279\u5f81\u3002\u5c06\u5176\u66ff\u6362\u4e3a \u201cTexas\u201d\u7279\u5f81\u540e\uff0c\u6a21\u578b\u5219\u8f93\u51fa\u201cConstantinople\u201d<\/span>\uff08\u8be5\u56fd\u53e4\u90fd\uff09<\/span>\u3002<\/span><\/span><\/p>\n<\/li>\n<\/ul>\n

          <\/section>\n

          \u56fe9\uff1a\u901a\u8fc7\u5e72\u9884\u63aa\u65bd\u5c06Dallas\u9996\u5e9c\u63d0\u793a\u8bcd\u4e2d\u7684Texas\uff0c\u66ff\u6362\u4e3a\u5176\u4ed6\u5dde\u3001\u7701\u53ca\u56fd\u5bb6\u3002\u8282\u70b9\u6fc0\u6d3b\u7a0b\u5ea6\u4ee5\u57fa\u7ebf\u6fc0\u6d3b\u4e3a\u53c2\u7167\u57fa\u51c6<\/span><\/span><\/p>\n

          \u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c\u5728\u67d0\u4e9b\u60c5\u51b5\u4e0b\uff0c\u6539\u53d8\u6a21\u578b\u8f93\u51fa\u6240\u9700\u7684\u7279\u5f81\u6ce8\u5165\u5e45\u5ea6\u660e\u663e\u66f4\u5927<\/span>\uff08\u89c1Top Outputs\uff09<\/span>\u3002\u6709\u8da3\u7684\u662f\uff0c\u8fd9\u4e9b\u60c5\u51b5\u5bf9\u5e94\u4e8e\u88ab\u6ce8\u5165\u7684\u7279\u5f81\u5e76\u4e0d\u8868\u793a\u7f8e\u56fd\u7684\u4e00\u4e2a\u5dde\uff0c\u8fd9\u8868\u660e\u6b64\u7c7b\u7279\u5f81\u53ef\u80fd\u66f4\u96be\u878d\u5165\u539f\u63d0\u793a\u8bcd\u6fc0\u6d3b\u7684\u56de\u8def\u673a\u5236\u3002<\/span><\/span><\/p>\n


          <\/span><\/h2>\n

          \n
          \n
          \n
          \n
          \n

          <\/span><\/section>\n

          <\/span><\/section>\n
          \n
          <\/section>\n<\/section>\n<\/section>\n
          \n

          4. \u8bd7\u6b4c\u4e2d\u7684\u89c4\u5212<\/span><\/strong><\/span><\/strong><\/strong><\/p>\n<\/section>\n

          \n

          <\/span><\/section>\n

          <\/span><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/h3>\n


          <\/span><\/p>\n

          Claude 3.5 Haiku \u5982\u4f55\u521b\u4f5c\u62bc\u97f5\u8bd7\uff1f\u5199\u8bd7\u9700\u8981\u540c\u65f6\u6ee1\u8db3\u4e24\u4e2a\u6761\u4ef6\uff1a\u65e2\u8981\u4fdd\u8bc1\u8bd7\u53e5\u62bc\u97f5\uff0c\u53c8\u8981\u4fdd\u8bc1\u8bed\u4e49\u901a\u987a\u3002\u5173\u4e8e\u6a21\u578b\u7684\u5b9e\u73b0\u65b9\u5f0f\uff0c\u5b58\u5728\u4e24\u79cd\u53ef\u80fd\u6027\uff1a<\/span><\/span><\/p>\n

            \n
          • \n

            \u5b8c\u5168\u5373\u5174<\/span><\/span><\/strong>\u2014\u2014\u6a21\u578b\u5148\u968f\u610f\u64b0\u5199\u8bd7\u53e5\u5f00\u5934\uff0c\u4e0d\u8003\u8651\u62bc\u97f5\u9700\u6c42\u3002\u76f4\u5230\u884c\u672b\u65f6\uff0c\u624d\u9009\u62e9\u65e2\u7b26\u5408\u8bed\u4e49\uff0c\u53c8\u80fd\u62bc\u97f5\u7684\u8bcd\u8bed\u3002<\/span><\/span><\/p>\n<\/li>\n

          • \n

            \u89c4\u5212\u7b56\u7565<\/span><\/span><\/strong>\u2014\u2014\u91c7\u7528\u66f4\u590d\u6742\u7684\u65b9\u6cd5\uff1a\u6a21\u578b\u5728\u6bcf\u884c\u8d77\u59cb\u65f6\uff0c\u7ed3\u5408\u62bc\u97f5\u89c4\u5219\u548c\u524d\u6587\u5185\u5bb9\uff0c\u63d0\u524d\u9009\u5b9a\u884c\u5c3e\u8bcd\u3002\u7136\u540e\u7528\u8fd9\u4e2a\u201c\u89c4\u5212\u8bcd\u201d\u53cd\u5411\u6784\u601d\u6574\u884c\u8bd7\u53e5\uff0c\u4f7f\u5c3e\u8bcd\u81ea\u7136\u878d\u5165\u3002<\/span><\/span><\/p>\n<\/li>\n<\/ul>\n

            \u8bed\u8a00\u6a21\u578b\u57fa\u4e8e\u9010\u8bcd\u9884\u6d4b\u8bad\u7ec3\u800c\u6210\uff0c\u6309\u6b64\u903b\u8f91\uff0c\u672c\u5e94\u504f\u5411\u5373\u5174\u7b56\u7565\u3002\u7136\u800c<\/span><\/span>\u6211\u4eec\u53d1\u73b0\u4e86\u652f\u6301\u5b58\u5728\u89c4\u5212\u673a\u5236\u7684\u6709\u529b\u8bc1\u636e<\/span><\/span><\/strong>\u3002\u5177\u4f53\u8868\u73b0\u4e3a\uff1a\u6a21\u578b\u5728\u64b0\u5199\u8bd7\u53e5\u524d\uff0c\u5e38\u4f1a\u5148\u6fc0\u6d3b\u5019\u9009\u5c3e\u8bcd\u7684\u7279\u5f81\uff0c\u5e76\u5229\u7528\u8fd9\u4e9b\u7279\u5f81\u51b3\u5b9a\u5982\u4f55\u7ec4\u6210\u8be5\u884c\u3002\u5728\u6211\u4eec\u5206\u6790\u7684\u8bd7\u6b4c\u4e2d\uff0c\u7ea6\u534a\u6570\u5b58\u5728\u8fd9\u79cd\u89c4\u5212\u8bcd\u7279\u5f81\uff0c\u672a\u80fd\u89c2\u6d4b\u5230\u7684\u60c5\u51b5\uff0c\u53ef\u80fd\u7531\u4e8e<\/span><\/span>CLT<\/span><\/span><\/strong>\u672a\u6355\u6349\u76f8\u5173\u7279\u5f81\uff0c\u4e5f\u53ef\u80fd\u8bf4\u660e\u6a21\u578b\u5e76\u975e\u6bcf\u6b21\u90fd\u8fdb\u884c\u89c4\u5212\u3002<\/span><\/span><\/p>\n

            \u5728\u751f\u6210\u62bc\u97f5\u5bf9\u53e5\u65f6\uff0cHaiku\u4f3c\u4e4e\u4f1a\u5728\u7b2c\u4e00\u884c\u7ed3\u675f\u65f6\u89c4\u5212\u4e0b\u4e00\u884c\u7684\u5019\u9009\u7ed3\u5c3e\u3002\u4f8b\u5982\u56fe10\uff1a<\/span><\/span><\/p>\n

            <\/section>\n

            \u56fe10\uff1aClaude 3.5 Haiku\u521b\u4f5c\u62bc\u97f5\u5bf9\u53e5\u65f6\uff0c\u9996\u53e5\u672b\u5c3e\u4fbf\u5f00\u59cb\u89c4\u5212\u4e0b\u53e5\u53ef\u80fd\u7ed3\u5c3e\u3002\u9700\u8981\u8bf4\u660e\uff1a\u6b64\u793a\u610f\u56fe\u662f\u5bf9\u672c\u8282\u7814\u7a76\u7ed3\u8bba\u7684\u5b8f\u89c2\u5448\u73b0\uff08\u4ea4\u4e92\u5f0f\u56fe\u8868\uff09\u3002<\/span><\/span><\/p>\n

            \u6a21\u578b\u4f1a\u4e3a\u4e0b\u4e00\u884c\u5c3e\u8bcd\u751f\u6210\u591a\u4e2a\u5019\u9009\u65b9\u6848\uff0c\u8fd9\u4e9b\u65b9\u6848\u65e2\u63a8\u52a8\u8bd7\u53e5\u6784\u5efa\u65b9\u5411\uff0c\u4e5f\u5f71\u54cd\u6700\u7ec8\u7528\u8bcd\u9009\u62e9\u3002\u4e3b\u8981\u6d89\u53ca\u4e24\u79cd\u89c4\u5212\u65b9\u5f0f\uff1a\u524d\u5411\u89c4\u5212<\/span><\/span><\/strong>\u3001<\/span><\/span><\/strong>\u540e\u5411\u89c4\u5212<\/span><\/span><\/strong>\u3002<\/span><\/span><\/strong><\/p>\n

            \u6b64\u4f8b\u5b50\u589e\u52a0\u4e86\u8bed\u8a00\u6a21\u578b\u548c\u5176\u4ed6\u5e8f\u5217\u6a21\u578b\u4e2d\u5b58\u5728\u89c4\u5212\u7684\u8bc1\u636e\u5e93<\/span>\uff08\u4f8b\u5982\u6e38\u620f\u9886\u57df\u7814\u7a76[16,17,18,19,20,21]\uff09<\/span>\uff0c\u5e76\u4e14\u5728\u51e0\u4e2a\u65b9\u9762\u5c24\u4e3a\u5f15\u4eba\u6ce8\u76ee\uff1a<\/span><\/span><\/p>\n

              \n
            • \n

              \u4ece\u673a\u5236\u5c42\u9762\u89e3\u91ca\u89c4\u5212\u8bcd\u5982\u4f55\u88ab\u9009\u62e9\u5e76\u7528\u4e8e\u540e\u7eed\u6d41\u7a0b\u3002<\/span><\/span><\/p>\n<\/li>\n

            • \n

              \u53d1\u73b0\u524d\u5411\u89c4\u5212\u4e0e\u540e\u5411\u89c4\u5212\u5e76\u5b58<\/span>\uff08\u867d\u4e3a\u57fa\u7840\u5f62\u5f0f\uff09<\/span>\u7684\u8bc1\u636e\u3002\u9996\u5148\uff0c\u6a21\u578b\u4f1a\u6839\u636e\u8bd7\u610f\u4e0e\u62bc\u97f5\u8981\u6c42\u9009\u5b9a\u5019\u9009\u8bcd\uff0c\u518d\u4ece\u76ee\u6807\u8bcd\u5012\u63a8\u6784\u5efa\u81ea\u7136\u6536\u5c3e\u7684\u8bed\u53e5\u3002<\/span><\/span><\/p>\n<\/li>\n

            • \n

              \u89c2\u5bdf\u5230\u6a21\u578b\u80fd\u540c\u65f6\u201c\u8bb0\u4f4f\u201d\u591a\u4e2a\u5019\u9009\u89c4\u5212\u8bcd\u3002<\/span><\/span><\/p>\n<\/li>\n

            • \n

              \u901a\u8fc7\u4fee\u6539\u6a21\u578b\u89c4\u5212\u8bcd\uff0c\u53ef\u770b\u5230\u540e\u7eed\u8bd7\u53e5\u7ed3\u6784\u7684\u76f8\u5e94\u8c03\u6574\u3002<\/span><\/span><\/p>\n<\/li>\n

            • \n

              \u8be5\u673a\u5236\u901a\u8fc7\u65e0\u76d1\u7763\u7684\u3001\u81ea\u4e0b\u800c\u4e0a\u7814\u7a76\u65b9\u6cd5\u53d1\u73b0\u3002<\/span><\/span><\/p>\n<\/li>\n

            • \n

              \u89c4\u5212\u8bcd\u6240\u7528\u7279\u5f81\u4e0e\u5e38\u89c4\u8bcd\u8bed\u7279\u5f81\u4e00\u81f4\uff0c\u8868\u660e\u6a21\u578b\u201c\u601d\u8003\u201d\u89c4\u5212\u8bcd\u65f6\uff0c\u5176\u8868\u5f81\u65b9\u5f0f\u4e0e\u666e\u901a\u8bcd\u8bed\u5904\u7406\u76f8\u540c<\/span><\/span><\/p>\n<\/li>\n<\/ul>\n

              4.1 \u89c4\u5212\u8bcd\u7279\u5f81\u53ca\u5176\u673a\u5236\u4f5c\u7528<\/span><\/span><\/h3>\n

              \u6211\u4eec\u7814\u7a76Claude\u5982\u4f55\u5b8c\u6210\u62bc\u97f5\u5bf9\u53e5\u7684\u63d0\u793a\u8bcd\u3002\u6a21\u578b\u9010\u6b65\u751f\u6210\u6700\u53ef\u80fd\u8bcd\u5143\u7684\u8f93\u51fa\u5982\u4e0b<\/span>\uff08\u7c97\u4f53\u90e8\u5206\uff09<\/span>\uff1a<\/span><\/span><\/p>\n

              <\/section>\n

              \u9996\u5148\uff0c\u805a\u7126\u7b2c\u4e8c\u884c\u672b\u5c3e\u7684\u201crabbit\u201d\uff0c\u5e76\u5c1d\u8bd5\u8bc6\u522b\u51fa\u5176\u751f\u6210\u56de\u8def\u3002\u6211\u4eec\u539f\u4ee5\u4e3a\u4f1a\u53d1\u73b0\u5373\u5174\u521b\u4f5c\u8fc7\u7a0b\u2014\u2014\u62bc\u97f5\u7279\u5f81\u4e0e\u8bed\u4e49\u7279\u5f81\u76f8\u4e92\u53e0\u52a0\uff0c\u5171\u540c\u63a8\u52a8\u201crabbit\u201d\u7684\u9009\u62e9\uff0c\u7ed3\u679c\u5374\u53d1\u73b0\uff1a\u5173\u952e\u673a\u5236\u7ec4\u4ef6\u7adf\u5b9a\u4f4d\u5728\u7b2c\u4e8c\u884c\u8d77\u59cb\u524d\u7684\u6362\u884c\u7b26\u5904\uff1a<\/span><\/span><\/p>\n

              <\/section>\n

              \u56fe11\uff1aHaiku\u6700\u7ec8\u9009\u5b9a\u201crabbit\u201d\uff0c\u5173\u952e\u5728\u4e8e\u8be5\u8bcd\u5728\u4e0a\u53e5\u7ed3\u675f\u65f6\u5df2\u88ab\u89c4\u5212\u4e3a\u6f5c\u5728\u6536\u5c3e\u8bcd\uff08\u4ea4\u4e92\u5f0f\u56fe\u8868\uff09\u3002<\/span><\/span><\/p>\n

              \u4e0a\u8ff0\u5f52\u56e0\u56fe\u901a\u8fc7\u4ece\u201crabbit\u201d\u8f93\u51fa\u8282\u70b9\u56de\u6eaf\u8ba1\u7b97\u5f97\u51fa\uff0c\u663e\u793a\u4e86\u5728\u7b2c\u4e8c\u884c\u5f00\u59cb\u524d\u7684\u65b0\u884ctoken\u4e0a\u6d3b\u8dc3\u7684\u4e00\u7ec4\u91cd\u8981\u7279\u5f81\u3002\u5728\u201cit\u201dtoken\u4e0a\u6d3b\u8dc3\u7684\u7279\u5f81\u6fc0\u6d3b\u4e86\u4e0e\u201ceet\/it\/et\u201d\u62bc\u97f5\u7684\u7279\u5f81\uff0c\u8fd9\u4e9b\u62bc\u97f5\u7279\u5f81\u81ea\u8eab\u53c8\u6fc0\u6d3b\u4e86\u5982\u201crabbit\u201d\u3001\u201chabit\u201d\u7b49\u5019\u9009\u8865\u5168\u7684\u7279\u5f81\uff01\u8fd9\u4e9b\u5019\u9009\u8865\u5168\u7279\u5f81\u63a5\u7740\u5728\u6700\u540e\u4e00\u4e2a\u6807\u8bb0\u4e0a\u6709\u6b63\u5411\u8fb9\u6307\u5411\u8bf4\u201crabbit\u201d\u7684\u7279\u5f81\uff0c\u6700\u7ec8\u4fc3\u8fdb\u4e86\u76f8\u5e94\u8f93\u51fa\u6807\u8bb0\u7684\u51fa\u73b0\u3002\u8fd9\u4e0e\u6a21\u578b\u63d0\u524d\u89c4\u5212\u6f5c\u5728\u8865\u5168\u662f\u4e00\u81f4\u7684\u3002\u5b8c\u6574\u7684\u56de\u8def\u5c55\u793a\u4e86\u591a\u79cd\u7279\u5f81\u7fa4\uff0c\u8fd9\u4e9b\u7279\u5f81\u7fa4\u4fc3\u8fdb\u4e86\u6f5c\u5728\u8865\u5168\u7684\u65e9\u671f\u97f3\u7d20\uff0c\u4f8b\u5982\u5305\u542b\u4e0e\u201cgrab\u201d\u4e2d\u7684\u201cab\u201d\u58f0\u97f3\u5339\u914d\u7684\u8bcd\u7684\u58f0\u97f3\u7279\u5f81\u3002<\/span><\/span><\/p>\n

              \u4e3a\u4e86\u6d4b\u8bd5\u8fd9\u4e00\u5047\u8bbe\uff0c\u6211\u4eec\u5728\u65b0\u884c\u89c4\u5212\u70b9\u8fdb\u884c\u4e86\u591a\u79cd\u5e72\u9884\u63aa\u65bd\uff0c\u5e76\u89c2\u5bdf\u5176\u5982\u4f55\u5f71\u54cd\u6700\u540e\u4e00\u4e2atoken\u7684\u6982\u7387\u3002\u6211\u4eec\u6291\u5236\u4e86\u8ba1\u5212\u8bcd\u548c\u62bc\u97f5\u6a21\u5f0f\u7684\u7279\u5f81\uff0c\u5e76\u6ce8\u5165\u4e86\u4e0d\u540c\u7684\u62bc\u97f5\u6a21\u5f0f\u548c\u8ba1\u5212\u8bcd\u3002<\/span><\/span><\/p>\n

              <\/section>\n

              \u56fe12\uff1a\u5e72\u9884\u63aa\u65bd\u6d4b\u8bd5\u4e86\u6211\u4eec\u5bf9\u8bd7\u6b4c\u793a\u4f8b\u4e2d\u6700\u540e\u4e00\u4e2a\u6807\u8bb0\u8865\u5168\u7684\u7406\u89e3\u3002\u8282\u70b9\u6fc0\u6d3b\u5ea6\u4ee5\u57fa\u7ebf\u6700\u5927\u503c\u4e3a\u51c6\u3002\u7ed3\u679c\u8bc1\u5b9e\u4e86\u6211\u4eec\u7684\u5047\u8bbe\uff0c\u5373\u8fd9\u4e9b\u89c4\u5212\u7279\u5f81\u5bf9\u6700\u540e\u4e00\u4e2a\u6807\u8bb0\u7684\u6982\u7387\u6709\u5f3a\u70c8\u5f71\u54cd<\/span><\/span><\/p>\n

              4.2 \u89c4\u5212\u7279\u5f81\u4ec5\u4f5c\u7528\u4e8e\u89c4\u5212\u4f4d\u70b9<\/span><\/span><\/h3>\n

              \u56de\u8def\u5206\u6790\u8868\u660e\uff0c\u89c4\u5212\u53d1\u751f\u5728\u65b0\u884ctoken\u5904\u3002\u5b9e\u9645\u4e0a\uff0c\u8fd9\u4e9b\u7279\u5f81\u4ec5\u5728\u89c4\u5212token\u4e0a\u6d3b\u8dc3\u3002\u4e0b\u9762\uff0c\u6211\u4eec\u5c55\u793a\u4e86\u901a\u8fc7\u6539\u53d8\u6211\u4eec\u5728\u54ea\u4e2atoken\u4e0a\u8fdb\u884c\u5f15\u5bfc\u6765\u9884\u6d4b\u4e0d\u540c\u6700\u7ec8\u6807\u8bb0\u7684\u6982\u7387\u3002\u5728\u6bcf\u4e2a\u7d22\u5f15\u5904\uff0c\u6211\u4eec\u5bf9\u201crabbit\u201d\u548c\u201chabit\u201d\u7279\u5f81\u8fdb\u884c\u8d1f\u5411\u5f15\u5bfc\uff0c\u800c\u5bf9\u201cgreen\u201d\u7279\u5f81\u8fdb\u884c\u6b63\u5411\u5f15\u5bfc\u3002\u201cgreen\u201d\u7279\u5f81\u662f\u6211\u4eec\u4ece\u53e6\u4e00\u9996\u8bd7\u4e2d\u627e\u5230\u7684\u4e00\u4e2a\u7b49\u6548\u89c4\u5212\u7279\u5f81\uff0c\u5b83\u5728\u591a\u79cd\u60c5\u5883\u4e0b\u6fc0\u6d3b\uff0c\u5305\u62ec\u5355\u8bcd\u201cgreen\u201d\u7684\u5404\u79cd\u62fc\u5199\u9519\u8bef\u3002\u6211\u4eec\u89c2\u5bdf\u5230\uff0c\u53ea\u6709\u5728\u65b0\u884c\u89c4\u5212token\u5904\u8fdb\u884c\u5f15\u5bfc\u5e72\u9884\u624d\u4f1a\u6709\u6548\u679c\uff01<\/span><\/span><\/p>\n

              <\/section>\n

              \u56fe13\uff1a\u8f6c\u5411\u4f4d\u7f6e\u5bf9\u5e94\u7684\u201cgreen\u201d\u6982\u7387\u3002\u53ea\u6709\u5728\u89c4\u5212\u4f4d\u7f6e\u8fdb\u884c\u8f6c\u5411\u624d\u662f\u6210\u529f\u7684\uff08\u6362\u884c\u7b26\u5904\uff09<\/span><\/span><\/p>\n

              4.3 \u89c4\u5212\u8bcd\u5982\u4f55\u5f71\u54cd\u4e2d\u95f4\u8bcd<\/span><\/span><\/h3>\n

              \u89c4\u5212\u56de\u8def\u4ec5\u63a7\u5236\u6536\u5c3e\u8bcd\u9009\u62e9\uff0c\u8fd8\u662f\u5b83\u4e5f\u4f1a\u5bfc\u81f4\u6a21\u578b\u5728\u751f\u6210\u4e2d\u95f4\u8bcd\u65f6\u201c\u671d\u7740\u76ee\u6807\u5199\u4f5c\u201d\uff1f\u4e3a\u6b64\uff0c\u6211\u4eec\u8ba1\u7b97\u4e86\u4e2d\u95f4\u8bcd\u201clike\u201d\u7684\u5f52\u56e0\u56fe\u3002<\/span><\/span><\/p>\n

              <\/section>\n

              \u56fe14\uff1a\u4ece\u201crabbit\u201d\u8fd9\u4e00\u76ee\u6807\u53cd\u5411\u63a8\u5bfc\uff0cHaiku\u589e\u52a0\u4e86\u4e2d\u95f4\u8bcd\u201clike\u201d\u7684\u6982\u7387\uff0c\u4ece\u800c\u201c\u671d\u7740\u76ee\u6807\u5199\u4f5c\u201d\u3002\u8fd9\u8868\u660e\u89c4\u5212\u56de\u8def\u4e0d\u4ec5\u51b3\u5b9a\u4e86\u6700\u7ec8\u8bcd\u7684\u9009\u62e9\uff0c\u8fd8\u5728\u751f\u6210\u8fc7\u7a0b\u4e2d\u5bf9\u4e2d\u95f4\u8bcd\u4ea7\u751f\u4e86\u663e\u8457\u5f71\u54cd\uff0c\u4f7f\u6574\u4e2a\u53e5\u5b50\u81ea\u7136\u5730\u5bfc\u5411\u76ee\u6807\u8bcd\uff08\u4ea4\u4e92\u5f0f\u56fe\u8868\uff09\u3002<\/span><\/span><\/p>\n


              <\/span><\/p>\n

              \u76f8\u540c\u7684\u201crabbit\u201d\u89c4\u5212\u7279\u5f81\u5728\u56fe\u4e2d\u5904\u4e8e\u6d3b\u8dc3\u72b6\u6001\uff0c\u8fd9\u4e9b\u7279\u5f81\u63a8\u52a8\u4e86\u4e00\u7ec4\u201c\u6bd4\u8f83\u7279\u5f81\u201d\uff0c\u8fd9\u4e9b\u7279\u5f81\u5728\u8bf8\u5982\u201clike a\u201d\u4e4b\u7c7b\u7684\u6587\u672c\u4e4b\u524d\u88ab\u6fc0\u6d3b\u3002\u6a21\u578b\u4ece\u5728\u65b0\u884c\u6807\u8bb0\u5904\u6fc0\u6d3b\u7684\u8ba1\u5212\u76ee\u6807<\/span>\uff08\u201crabbit\u201d\uff09<\/span>\u5f00\u59cb\uff0c\u53cd\u5411\u63a8\u7406\uff0c\u521b\u5efa\u4e00\u4e2a\u5408\u7406\u7684\u8fc7\u6e21\u4ee5\u81ea\u7136\u5730\u5f15\u51fa\u8be5\u76ee\u6807\u3002<\/span><\/span><\/p>\n

              \u6211\u4eec\u518d\u6b21\u901a\u8fc7\u5e72\u9884\u5b9e\u9a8c\u9a8c\u8bc1\u4e86\u8fd9\u4e00\u70b9\u3002\u6211\u4eec\u53d1\u73b0\uff0c\u6291\u5236\u201crabbit\u201d\u7279\u5f81\u4f1a\u6539\u53d8\u8fc7\u6e21\u5185\u5bb9\uff0c\u4f7f\u5176\u4e0e\u53e6\u4e00\u4e2a\u8ba1\u5212\u8bcd\u201chabit\u201d\u76f8\u5339\u914d\u3002<\/span><\/span><\/p>\n

              <\/section>\n

              \u56fe15\uff1a\u6291\u5236\u201crabbit\u201d\u7279\u5f81\u5bf9\u884c\u8865\u5168\u7684\u5f71\u54cd\uff0c\u5c06\u5176\u4ece\u201clike a starving rabbit\u201d\u6539\u4e3a\u201ca powerful habit\u201d<\/span><\/span><\/p>\n

              4.4 \u89c4\u5212\u8bcd\u51b3\u5b9a\u53e5\u5f0f\u7ed3\u6784<\/span><\/span><\/h3>\n

              \u89c4\u5212\u7279\u5f81<\/span><\/span><\/strong>\u662f\u5426\u4f1a\u5f71\u54cd\u6574\u4f53\u53e5\u5f0f\u7ed3\u6784\uff1f\u6211\u4eec\u901a\u8fc7\u8fdb\u4e00\u6b65\u7684\u5f15\u5bfc\u5b9e\u9a8c\u6765\u6d4b\u8bd5\u8fd9\u4e00\u70b9\uff1a\u4fdd\u6301\u539f\u6709\u5e72\u9884\u8bbe\u7f6e\uff0c\u4f46\u91cd\u65b0\u91c7\u6837\u6574\u884c\u6700\u540e\u4e00\u4e2a\u8bcd\u3002\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e\uff0c\u5bf9\u89c4\u5212\u7279\u5f81\u7684\u5e72\u9884\u4f1a\u6539\u53d8\u53e5\u5f0f\u7ed3\u6784\uff0c\u4ee5\u751f\u6210\u4e00\u4e2a\u4e0e\u5e72\u9884\u76f8\u5339\u914d\u7684\u6700\u7ec8\u8bcd\u8bed\u3002<\/span><\/span><\/p>\n

              <\/section>\n

              \u56fe16\uff1a\u9a8c\u8bc1\u6211\u4eec\u5bf9\u8bd7\u6b4c\u793a\u4f8b\u4e2d\u6574\u884c\u6700\u7ec8\u8865\u5168\u673a\u5236\u7406\u89e3\u7684\u5e72\u9884\u5b9e\u9a8c\u3002\u8282\u70b9\u6fc0\u6d3b\u7a0b\u5ea6\u662f\u76f8\u5bf9\u4e8e\u6700\u5927\u57fa\u7ebf\u6fc0\u6d3b\u6c34\u5e73\u8fdb\u884c\u8861\u91cf\u7684\u3002<\/span><\/span><\/p>\n

              \u9664\u6b64\u4e4b\u5916\u6211\u4eec\u8fd8\u5728\u968f\u673a\u9009\u53d6\u768425\u9996\u8bd7\u4e2d\u6ce8\u5165\u4e86\u4e24\u4e2a\u8ba1\u5212\u8bcd\u7279\u5f81<\/span>\uff08\u201crabbit\u201d\u548c\u201cgreen\u201d\uff09<\/span>\uff0c\u5e76\u53d1\u73b0\u6a21\u578b\u572870%\u7684\u60c5\u51b5\u4e0b\u4f1a\u5728\u884c\u672b\u4f7f\u7528\u6ce8\u5165\u7684\u8ba1\u5212\u8bcd\u3002\u6211\u4eec\u5728\u4e0b\u65b9\u5c55\u793a\u4e86\u4e00\u4e9b\u6210\u529f\u6848\u4f8b\u7684\u6837\u672c\u3002<\/span><\/span><\/p>\n

              <\/section>\n


              <\/span><\/h2>\n

              \n
              \n
              \n
              \n
              \n

              <\/span><\/section>\n

              <\/span><\/section>\n
              \n
              <\/section>\n<\/section>\n<\/section>\n
              \n

              5. \u591a\u8bed\u8a00\u56de\u8def<\/span><\/strong><\/span><\/strong><\/strong><\/p>\n<\/section>\n

              \n

              <\/span><\/section>\n

              <\/span><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/h3>\n


              <\/span><\/p>\n

              \u73b0\u4ee3\u795e\u7ecf\u7f51\u7edc\u5177\u6709\u9ad8\u5ea6\u62bd\u8c61\u8868\u5f81\uff0c\u5e38\u5c06\u8de8\u8bed\u8a00\u6982\u5ff5\u7edf\u4e00<\/span>\uff08\u5982\u591a\u8bed\u8a00\u795e\u7ecf\u5143\u7279\u5f81[22,23,24]\u3001\u591a\u8bed\u8a00\u8868\u5f81\u7814\u7a76[25,26,27,28]\uff0c\u5176\u4ed6[29,30]\uff09<\/span>\u3002\u7136\u800c\uff0c\u6211\u4eec\u5bf9\u4e8e\u8fd9\u4e9b\u7279\u5f81\u5982\u4f55\u5728\u66f4\u5927\u7684\u56de\u8def\u4e2d\u534f\u540c\u5de5\u4f5c\u3001\u4ece\u800c\u4ea7\u751f\u6a21\u578b\u7684\u53ef\u89c2\u6d4b\u884c\u4e3a\u7684\u7406\u89e3\u4ecd\u7136\u5341\u5206\u6709\u9650\u3002<\/span><\/span><\/p>\n

              \u672c\u8282\u89c2\u5bdf Claude 3.5 Haiku\u5982\u4f55\u8865\u5168\u4e09\u79cd\u8bed\u8a00\u7684\u540c\u4e49\u63d0\u793a\u8bcd\uff1a<\/span><\/span><\/p>\n