{"id":34902,"date":"2024-12-15T02:58:50","date_gmt":"2024-12-14T18:58:50","guid":{"rendered":"https:\/\/17aitech.com\/?p=34902"},"modified":"2024-12-15T02:58:50","modified_gmt":"2024-12-14T18:58:50","slug":"icml-2024%e6%bc%94%e8%ae%b2%e7%88%86%e7%81%ab%ef%bc%81meta%e6%9c%b1%e6%b3%bd%e5%9b%ad%e6%8f%ad%e7%a7%98%e5%a4%a7%e6%a8%a1%e5%9e%8b%e5%86%85%e5%bf%83%e4%b8%96%e7%95%8c%ef%bc%9a%e4%b8%8d%e5%90%8c","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=34902","title":{"rendered":"ICML 2024\u6f14\u8bb2\u7206\u706b\uff01Meta\u6731\u6cfd\u56ed\u63ed\u79d8\u5927\u6a21\u578b\u5185\u5fc3\u4e16\u754c\uff1a\u4e0d\u540c\u4e8e\u4eba\u7c7b\u76842\u7ea7\u63a8\u7406"},"content":{"rendered":"

\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:ICML 2024\u6f14\u8bb2\u7206\u706b\uff01Meta\u6731\u6cfd\u56ed\u63ed\u79d8\u5927\u6a21\u578b\u5185\u5fc3\u4e16\u754c\uff1a\u4e0d\u540c\u4e8e\u4eba\u7c7b\u76842\u7ea7\u63a8\u7406<\/a><\/p>\n

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AIxiv\u4e13\u680f\u662f\u673a\u5668\u4e4b\u5fc3<\/mark>\u53d1\u5e03\u5b66\u672f\u3001\u6280\u672f\u5185\u5bb9\u7684\u680f\u76ee\u3002\u8fc7\u53bb\u6570\u5e74\uff0c\u673a\u5668\u4e4b\u5fc3<\/mark>AIxiv\u4e13\u680f\u63a5\u6536\u62a5\u9053\u4e862000\u591a\u7bc7\u5185\u5bb9\uff0c\u8986\u76d6\u5168\u7403\u5404\u5927\u9ad8\u6821\u4e0e\u4f01\u4e1a\u7684\u9876\u7ea7\u5b9e\u9a8c\u5ba4\uff0c\u6709\u6548\u4fc3\u8fdb\u4e86\u5b66\u672f\u4ea4\u6d41\u4e0e\u4f20\u64ad\u3002\u5982\u679c\u60a8\u6709\u4f18\u79c0\u7684\u5de5\u4f5c\u60f3\u8981\u5206\u4eab\uff0c\u6b22\u8fce\u6295\u7a3f\u6216\u8005\u8054\u7cfb\u62a5\u9053\u3002\u6295\u7a3f\u90ae\u7bb1\uff1aliyazhou@jiqizhixin.com\uff1bzhaoyunfeng@jiqizhixin.com<\/p>\n<\/section>\n<\/blockquote>\n

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\u5927\u8bed\u8a00\u6a21\u578b<\/mark> (LLM) \u662f\u5982\u4f55\u89e3\u6570\u5b66\u9898\u7684\uff1f\u662f\u901a\u8fc7\u6a21\u677f\u8bb0\u5fc6\uff0c\u8fd8\u662f\u771f\u7684\u5b66\u4f1a\u4e86\u63a8\u7406\u601d\u7ef4\uff1f\u6a21\u578b\u7684\u5fc3\u7b97\u8fc7\u7a0b\u662f\u600e\u6837\u7684\uff1f\u80fd\u5b66\u4f1a\u600e\u6837\u7684\u63a8\u7406\u6280\u80fd\uff1f\u4e0e\u4eba\u7c7b\u76f8\u540c\uff0c\u8fd8\u662f\u8d85\u8d8a\u4e86\u4eba\u7c7b\uff1f\u53ea\u5b66\u4e00\u79cd\u7c7b\u578b\u7684\u6570\u5b66\u9898\uff0c\u662f\u4f1a\u5bf9\u901a\u7528\u667a\u80fd\u7684\u53d1\u5c55\u4ea7\u751f\u5e2e\u52a9\uff1fLLM \u4e3a\u4ec0\u4e48\u4f1a\u72af\u63a8\u7406\u9519\u8bef\uff1f\u591a\u5927\u591a\u6df1\u7684 LLM \u624d\u80fd\u505a\u63a8\u7406\uff1f<\/section>\n

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\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/arxiv.org\/abs\/2407.20311<\/section>\n
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\u8fd1\u65e5\uff0c\u6765\u81ea Meta FAIR\u3001CMU \u548c MBZUAI \u7684\u53f6\u6dfb\u3001\u5f90\u5b50\u8bda\u3001\u674e\u8fdc\u5fd7\u3001\u6731\u6cfd\u56ed\u56db\u4eba\u56e2\u961f\u6700\u65b0\u516c\u5e03 arXiv \u8bba\u6587\u300a\u8bed\u8a00\u6a21\u578b<\/mark>\u7269\u7406\u5b66 Part 2.1\uff1a\u5c0f\u5b66\u6570\u5b66\u4e0e\u9690\u85cf\u7684\u63a8\u7406\u8fc7\u7a0b\u300b\u7528\u53ef\u63a7\u5b9e\u9a8c\uff0c\u5de7\u5999\u5730\u56de\u7b54\u4e0a\u8ff0\u95ee\u9898\u3002\u63a8\u7279\u7f51\u53cb @xlr8harder \u8bc4\u4ef7\uff0c\u300c\u8fd9\u4e00\u7ed3\u679c\u5c06\u4e00\u52b3\u6c38\u9038\u5730\u5e73\u606f\u5173\u4e8e LLM \u662f\u5426\u5177\u6709\u63a8\u7406\u80fd\u529b\uff0c\u6216\u8005\u53ea\u662f\u968f\u673a\u9e66\u9e49\u7684\u4e89\u8bba\u3002\u300d<\/section>\n
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\u7f16\u8005\u6ce8\uff1a\u300a\u8bed\u8a00\u6a21\u578b<\/mark>\u7269\u7406\u5b66\u300b\u5168\u7cfb\u5217\u53d7\u9080\u4e8e 7 \u6708 22 \u65e5\u5728 ICML 2024 \u56fd\u9645\u673a\u5668\u5b66\u4e60<\/mark>\u9876\u7ea7\u5927\u4f1a\u4e0a\u8fdb\u884c\u4e86\u4e24\u5c0f\u65f6\u7684\u4e13\u9898\u62a5\u544a\uff0c\u53cd\u54cd\u70ed\u70c8\uff0c\u636e\u6089\u73b0\u573a\u638c\u58f0\u4e0d\u65ad\u3002\u8fd9\u91cc\u4e3a\u5927\u5bb6\u5448\u73b0\u7cfb\u5217\u4e2d\u7684 Part 2.1\u3002<\/section>\n

<\/a>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u56fe 1<\/sup><\/em><\/p>\n

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\u6b64\u5916\uff0c\u4ece\u6570\u636e\u89d2\u5ea6\u770b\uff0c\u53ea\u6709\u5b8c\u5168\u8bbf\u95ee\u6a21\u578b\u7684\u9884\u8bad\u7ec3\u96c6\uff08pretrain data\uff09\uff0c\u624d\u80fd\u660e\u786e\u54ea\u4e9b\u9898\u76ee\u662f\u6a21\u578b\u89c1\u8fc7\u7684\uff0c\u54ea\u4e9b\u662f\u901a\u8fc7\u63a8\u7406\u5b66\u4f1a\u7684\u3002\u5373\u4f7f\u6a21\u578b\u5728 GSM8k\uff08\u5305\u542b 8000 \u9053\u5c0f\u5b66\u6570\u5b66\u9898\u7684\u57fa\u51c6<\/mark>\u6d4b\u8bd5\u96c6\uff09\u4e0a\u83b7\u5f97\u9ad8\u5206\uff0c\u4e5f\u96be\u4ee5\u5224\u65ad\u5b83\u662f\u5426\u89c1\u8fc7\u8fd9\u4e9b\u9898\u76ee\u7684\u53d8\u4f53\uff08\u5982\u4e0d\u540c\u8bed\u8a00\u6216 GPT-4 \u6539\u5199\u540e\u7684\u53d8\u4f53\uff09\u3002<\/p>\n

\u4e3a\u6b64\uff0c\u4f5c\u8005\u521b\u5efa\u4e86 iGSM\uff0c\u4e00\u4e2a\u4eba\u5de5\u5408\u6210\u7684\u3001\u6a21\u62df\u5c0f\u5b66\u6570\u5b66\u7ea7\u522b\u7684\u601d\u7ef4\u9898\u96c6\uff0c\u5e76\u8ba9\u6a21\u578b\u4ece\u96f6\u5f00\u59cb\u5728 iGSM \u4e0a\u9884\u8bad\u7ec3\uff0c\u4ee5\u63a7\u5236\u6a21\u578b\u63a5\u89e6\u7684\u95ee\u9898\u7c7b\u522b\u3002\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0ciGSM \u4e0d\u5305\u542b\u5e38\u8bc6\u4fe1\u606f\uff0c\u53ea\u5305\u542b mod 23 \u8303\u56f4\u5185\u7684\u52a0\u51cf\u4e58\uff0c\u5e76\u4e14\u6240\u6709\u8ba1\u7b97\u90fd\u4f7f\u7528 CoT \u9010\u6b65\u8fdb\u884c\u3002\u901a\u8fc7 iGSM\uff0c\u53ef\u8fdb\u884c\u53ef\u63a7\u5b9e\u9a8c\uff0c\u4e13\u95e8\u7814\u7a76\u6a21\u578b\u7684\u63a8\u7406\u80fd\u529b\uff0c\u800c\u5ffd\u7565\u4e86\u5176\u4ed6\u56e0\u7d20\uff08\u5982\u5927\u6574\u6570\u8fd0\u7b97\uff09\u3002\u56fe 2 \u5c55\u793a\u4e86\u4e00\u4e2a\u7b80\u5355\u7684\u4f8b\u9898\u3002<\/section>\n

<\/a>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u56fe 2<\/sup><\/em><\/p>\n

\u901a\u8fc7\u8fd9\u4e2a\u6570\u636e\u96c6\uff0c\u4f5c\u8005\u9996\u5148\u6d4b\u8bd5\u4e86 GPT2\uff08RoPE \u7248\uff09\u7684\u8868\u73b0\u3002\u7528 op \u4ee3\u8868\u89e3\u9898\u6240\u9700\u7684\u6570\u5b66\u8fd0\u7b97\u6b65\u6570\uff0c\u4f5c\u8005\u53d1\u73b0\uff0c\u5f53\u5728 op\u226421 \u7684\u9898\u76ee\u4e0a\u8fdb\u884c\u8bad\u7ec3\u65f6\uff0c\u6a21\u578b\u4e0d\u4ec5\u80fd\u8fbe\u5230 99% \u6b63\u786e\u7387\uff0c\u8fd8\u80fd\u5728\u66f4\u9ad8\u96be\u5ea6\u7684\u9898\u76ee\uff08\u5982 op=32\uff09\u4e0a\u4fdd\u6301 83% \u7684\u6b63\u786e\u7387\uff08\u89c1\u56fe 3\uff09\u3002\u8fd9\u8868\u660e\u6a21\u578b\u5b66\u4f1a\u4e86\u67d0\u79cd\u63a8\u7406\u6280\u80fd\uff0c\u6bd5\u7adf\u5b83\u4ece\u672a\u89c1\u8fc7 op>21 \u7684\u9898\u3002\uff08\u987a\u5e26\u4e00\u63d0\uff0cGPT-4o \u5728\u8be5\u6570\u636e\u96c6\u4e0a\u4ec5\u80fd\u5e94\u5bf9 op=10 \u7684\u9898\u76ee\uff0c\u8d85\u8fc7\u8fd9\u4e2a\u96be\u5ea6\u5c31\u5982\u540c\u76f2\u731c\uff0c\u6587\u672b\u6211\u4eec\u4f1a\u8ba8\u8bba\u8fd9\u4e2a\u95ee\u9898\u3002\uff09<\/section>\n
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\u4e0e\u4e4b\u5bf9\u5e94\u7684\u662f\u300c1 \u7ea7\u63a8\u7406<\/strong>\u300d\uff1a\u901a\u8fc7\u62d3\u6251\u6392\u5e8f\uff0c\u4ece\u95ee\u9898\u5f00\u59cb\u53cd\u63a8\uff0c\u786e\u5b9a\u54ea\u4e9b\u53d8\u91cf\u9700\u8981\u8ba1\u7b97\uff0c\u7136\u540e\u4ece\u53f6\u5b50\u8282\u70b9\u5f00\u59cb\u5411\u4e0a\u8ba1\u7b97\uff0c\u529b\u6c42\u300c\u6700\u77ed\u89e3\u7b54\u300d\u3002\u5e38\u89c1\u7684\u6570\u5b66\u9898\u89e3\u901a\u5e38\u91c7\u7528 1 \u7ea7\u63a8\u7406\uff0c\u4e0d\u4f1a\u53bb\u8ba1\u7b97\u300c\u4e0d\u5fc5\u8981\u7684\u53d8\u91cf\u300d\u3002\u4f8b\u5982\u5c0f\u5f20\u6bd4\u5c0f\u738b\u591a 3 \u500d\u7684\u6c34\u679c\uff0c\u95ee\u5c0f\u5f20\u6709\u591a\u5c11\u6c34\u679c\uff0c\u90a3\u5c0f\u674e\u7684\u82f9\u679c\u6570\u5c31\u662f\u4e0d\u5fc5\u8981\u7684\u53d8\u91cf\uff0c\u800c\u5c0f\u738b\u7684\u82f9\u679c\u3001\u68a8\u5b50\u6570\u90fd\u662f\u5fc5\u8981\u7684\u3002<\/section>\n
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\u5982\u56fe 3 \u6240\u793a\uff0c\u4f5c\u8005\u53d1\u73b0\uff0cGPT-2<\/mark> \u53ef\u4ee5\u5b66\u4f1a 1 \u7ea7\u63a8\u7406\uff0c\u51e0\u4e4e\u6bcf\u6b21\u90fd\u7ed9\u51fa\u6700\u77ed\u89e3\u7b54\u3002\u8fd9\u975e\u5e38\u4e0d\u7b80\u5355\uff01\u56e0\u4e3a\u5728\u6a21\u578b\u751f\u6210\u7b2c\u4e00\u53e5\u8bdd\u4e4b\u524d\uff0c\u5fc5\u987b\u5df2\u7ecf\u5728\u8111\u6d77\u4e2d\u5b8c\u6210\u4e86\u6574\u4e2a\u62d3\u6251\u6392\u5e8f \u2014\u2014 \u5426\u5219\u5b83\u600e\u4e48\u77e5\u9053\u54ea\u4e2a\u53d8\u91cf\u662f\u4e0d\u5fc5\u8981\u7684\uff1f\u5982\u679c\u6a21\u578b\u4e00\u5f00\u59cb\u5c31\u751f\u6210\u4e86\u300c\u5c0f\u674e\u7684\u82f9\u679c\u6709 7 \u4e2a\u300d\uff0c\u90a3\u5c31\u65e0\u6cd5\u56de\u5934\uff0c\u5f97\u4e0d\u5230\u6700\u77ed\u89e3\u7b54\u3002<\/section>\n

<\/a>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u56fe 3<\/sup><\/em><\/p>\n

\u90a3\u4e48\uff0c\u6a21\u578b\u662f\u5982\u4f55\u5b66\u4f1a\u300c1 \u7ea7\u63a8\u7406\u300d\u7684\uff1f\u4e3a\u6b64\uff0c\u4f5c\u8005\u5bf9\u6a21\u578b\u7684\u5185\u90e8\u53c2\u6570<\/mark>\u8fdb\u884c\u4e86\u63a2\u9488 probing \u7814\u7a76\uff08\u89c1\u56fe 4\uff09\u3002\u7ed3\u8bba\u663e\u793a\uff08\u5177\u4f53\u63a2\u9488\u65b9\u6cd5\u8be6\u89c1\u8bba\u6587\uff09\uff0c\u5728\u6a21\u578b\u751f\u6210\u7b2c\u4e00\u53e5\u8bdd\u4e4b\u524d\uff0c\u5b83\u5df2\u7ecf\u901a\u8fc7\u5fc3\u7b97\u786e\u5b9a\u4e86\u54ea\u4e9b\u53d8\u91cf A \u662f\u300c\u5fc5\u8981\u7684\u300d\uff08nece (A)=True\uff09\u3002\u540c\u65f6\uff0c\u6a21\u578b\u5728\u8bf4\u6bcf\u53e5\u8bdd\u4e4b\u540e\uff0c\u4e5f\u5fc3\u7b97\u51fa\u4e86\u63a5\u4e0b\u6765\u6240\u6709\u300c\u53ef\u8ba1\u7b97\u7684\u300d\u7684\u53d8\u91cf A\uff08cannext (A)=True\uff09\u3002\u56e0\u6b64\uff0c\u6a21\u578b\u53ea\u9700\u5bf9 nece \u548c cannext \u4e0d\u65ad\u8fdb\u884c\u903b\u8f91<\/mark>\u4e0e\uff08AND\uff09\u8fd0\u7b97\uff0c\u5c31\u80fd\u4ece\u53f6\u5b50\u8282\u70b9\u5f00\u59cb\uff0c\u4e00\u6b65\u6b65\u7ed9\u51fa\u5b8c\u6574\u7684\u8ba1\u7b97\u8fc7\u7a0b\u3002<\/section>\n
<\/section>\n
\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c\u8fd9\u4e9b\u590d\u6742\u7684\u5fc3\u7b97\u80fd\u529b\u5e76\u6ca1\u6709\u663e\u73b0\u5728\u8bad\u7ec3\u96c6\u4e2d\u3002\u6a21\u578b\u53ea\u63a5\u89e6\u8fc7 iGSM \u6570\u636e\uff0c\u53ea\u89c1\u8fc7\u300c\u8bed\u8a00\u300d\u90e8\u5206\uff08\u9898\u76ee\u548c\u7b54\u6848\uff09\uff0c\u4f46\u5b83\u5374\u81ea\u4e3b\u5b66\u4f1a\u4e86\u7c7b\u4f3c\u4eba\u7c7b\u7684\u601d\u7ef4\u8fc7\u7a0b\uff08mental process\uff09\uff0c\u5e76\u5f97\u51fa\u4e86\u6700\u4f18\u89e3\uff01\u6362\u8a00\u4e4b\uff0c\u8fd9\u9879\u7814\u7a76\u53cd\u9a73\u4e86\u6211\u4eec\u4e00\u5468\u524d\u5728\u300a\u8bed\u8a00\u2260\u601d\u7ef4\uff0c\u5927\u6a21\u578b\u5b66\u4e0d\u4e86\u63a8\u7406\uff1a\u4e00\u7bc7 Nature \u8ba9 AI \u793e\u533a\u70b8\u9505\u4e86<\/a>\u300b\u4e2d\u7684\u62a5\u9053\uff0c\u7528\u79d1\u5b66\u65b9\u6cd5\u8bc1\u660e\u4e86\u5927\u6a21\u578b\u901a\u8fc7\u8bed\u8a00\u786e\u5b9e\u80fd\u5b66\u4f1a\u601d\u7ef4<\/strong>\u3002<\/section>\n
<\/section>\n
\u66f4\u795e\u5947\u7684\u662f\uff0c\u6a21\u578b\u5b66\u5230\u7684\u4e0d\u6b62\u5982\u6b64\u3002\u5728\u56fe 4 \u4e2d\uff0c\u4f5c\u8005\u8fd8\u53d1\u73b0\u6a21\u578b\u4f1a\u5fc3\u7b97\u8bb8\u591a\u5bf9\u89e3\u9898\u65e0\u7528\u7684\u4fe1\u606f\u3002\u6bd4\u5982\uff0c\u5728\u53d8\u91cf\u5173\u7cfb\u521a\u88ab\u63cf\u8ff0\u5b8c\uff0c\u751a\u81f3\u5728\u95ee\u9898\u5c1a\u672a\u63d0\u51fa\u4e4b\u524d\uff0c\u6a21\u578b\u5df2\u7ecf\u77e5\u9053\u4efb\u610f\u4e24\u4e2a\u53d8\u91cf A \u548c B \u4e4b\u95f4\u662f\u5426\u5b58\u5728\u9012\u5f52\u4f9d\u8d56 \u2014\u2014 \u5373\u4f7f\u8fd9\u4e9b\u53d8\u91cf\u4e0e\u89e3\u9898\u65e0\u5173\u3002\u5bf9\u4eba\u7c7b\u6765\u8bf4\uff0c\u6211\u4eec\u901a\u5e38\u4f1a\u4ece\u95ee\u9898\u5f00\u59cb\u53cd\u63a8\uff0c\u5ffd\u7565\u4e0d\u5fc5\u8981\u7684\u53d8\u91cf\uff0c\u800c GPT-2<\/mark> \u8fd9\u6837\u7684\u8bed\u8a00\u6a21\u578b<\/mark>\u5219\u4f1a\u5c06\u6574\u4e2a\u5173\u7cfb\u56fe\u68b3\u7406\u4e00\u904d\uff0c\u4ee5\u5e94\u5bf9\u5c06\u6765\u53ef\u80fd\u88ab\u95ee\u53ca\u7684\u4efb\u4f55\u95ee\u9898\u3002\u4f5c\u8005\u5c06\u8fd9\u79cd\u80fd\u529b\u79f0\u4e3a\u300c2 \u7ea7\u63a8\u7406<\/strong>\u300d\u3002<\/section>\n
<\/section>\n
\u867d\u7136\u300c2 \u7ea7\u63a8\u7406\u300d\u5bf9\u89e3\u9898\u4e0d\u5fc5\u987b\uff0c\u4f46\u5b83\u786e\u5b9e\u662f\u4e00\u79cd\u66f4\u901a\u7528\u7684\u6280\u80fd\u3002\u6a21\u578b\u5229\u7528\u5e76\u884c\u80fd\u529b\uff0c\u5bf9\u4fe1\u606f\u8fdb\u884c\u5927\u91cf\u56e0\u679c\u68b3\u7406\u3002\u8fd9\u4e00\u80fd\u529b\u662f\u8bed\u8a00\u6a21\u578b<\/mark>\u5728\u5b66\u4e60\u89e3\u9898\u4e2d\u81ea\u884c\u638c\u63e1\u7684\uff0c\u6ca1\u6709\u4eba (\u6570\u636e) \u6559\u8fc7\u5b83\u8fd9\u4e48\u505a\u3002\u4f5c\u8005\u731c\u6d4b\uff0c\u8fd9\u6216\u8bb8\u662f\u901a\u7528\u4eba\u5de5\u667a\u80fd<\/mark>\uff08AGI\uff09\u4e2d\u300c\u901a\u7528\u300d\u4e00\u8bcd\u7684\u6f5c\u5728\u6765\u6e90\uff0c\u5373\u8bed\u8a00\u6a21\u578b<\/mark>\u53ef\u4ee5\u8d85\u8d8a\u6570\u636e\u96c6\u6240\u6559\u7684\u6280\u80fd\uff0c\u5b66\u4f1a\u66f4\u4e3a\u901a\u7528\u7684\u80fd\u529b\u3002<\/section>\n

<\/a>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u56fe 4<\/sup><\/em><\/p>\n

\u63a5\u4e0b\u6765\uff0c\u4f5c\u8005\u7814\u7a76\u4e86\u6a21\u578b\u4e3a\u4f55\u4f1a\u72af\u9519\u3002\u603b\u7ed3\u6765\u770b\uff0c\u5728 iGSM \u6570\u636e\u96c6\u4e0a\uff0c\u6a21\u578b\u51e0\u4e4e\u53ea\u4f1a\u72af\u4e24\u7c7b\u9519\u8bef\uff1a\u4e00\u662f\u8ba1\u7b97\u4e0d\u5fc5\u8981\u7684\u53d8\u91cf\uff0c\u4e8c\u662f\u8ba1\u7b97\u5f53\u524d\u4e0d\u53ef\u7b97\u7684\u53d8\u91cf\uff0c\u5982\u56fe 5 \u6240\u793a\u3002<\/section>\n
<\/section>\n
\u5bf9\u4e8e\u524d\u8005\uff0c\u4f5c\u8005\u53d1\u73b0\uff0c\u5982\u679c\u6a21\u578b\u5728\u751f\u6210\u7b54\u6848\u4e4b\u524d\u5c31\u5fc3\u7b97\u51fa\u9519\uff0c\u8bef\u8ba4\u4e3a\u67d0\u4e2a\u53d8\u91cf A \u662f \u300c\u5fc5\u8981\u7684\u300d\uff08nece (A)=True\uff09\uff0c\u90a3\u4e48\u6a21\u578b\u5728\u751f\u6210\u7b54\u6848\u65f6\u5f88\u53ef\u80fd\u4f1a\u5bf9 A \u5f3a\u884c\u8ba1\u7b97\uff0c\u4ece\u800c\u4ea7\u751f\u975e\u6700\u77ed\u89e3\u7b54\u3002\u8fd9\u4e00\u53d1\u73b0\u975e\u5e38\u6709\u8da3\uff0c\u5b83\u8868\u660e\u8bb8\u591a\u9519\u8bef\u662f\u7cfb\u7edf\u6027\u7684\uff0c\u5728\u751f\u6210\u7b2c\u4e00\u4e2a token \u4e4b\u524d\uff0c\u6a21\u578b\u8fd8\u6ca1\u5f20\u5634\u5c31\u53ef\u4ee5\u786e\u4fe1\u5b83\u4f1a\u72af\u9519\uff08\u901a\u8fc7\u63a2\u9488\u7684\u65b9\u6cd5\uff09\u3002\u8fd9\u7c7b\u9519\u8bef\u4e0e\u6a21\u578b\u751f\u6210\u8fc7\u7a0b\u4e2d\u7684\u968f\u673a\u6027\u6216 beam search \u65e0\u5173\u3002<\/section>\n
<\/section>\n
\u81f3\u4e8e\u540e\u8005\uff0c\u4f5c\u8005\u4e5f\u5c06\u5176\u5f52\u56e0\u4e8e\u5fc3\u7b97\u9519\u8bef\uff0c\u5e76\u5c06\u7528\u4e00\u6574\u7bc7\u7684\u540e\u7eed Part 2.2 \u8bba\u6587\uff0c\u6765\u9488\u5bf9\u6027\u63d0\u9ad8\u6a21\u578b\u7684\u5fc3\u7b97\u80fd\u529b\uff0c\u4ee5\u6700\u7ec8\u63d0\u9ad8\u89e3\u9898\u6b63\u786e\u7387\u3002\u8be5\u8bba\u6587\u5c1a\u672a\u53d1\u5e03\uff0c\u6211\u4eec\u4f1a\u5728\u516c\u4f17\u53f7\u4e2d\u7ee7\u7eed\u5173\u6ce8\u5e76\u62a5\u9053\u3002<\/section>\n

<\/a>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u56fe 5<\/sup><\/em><\/p>\n

\u4e0b\u4e00\u4e2a\u7ed3\u8bba\u662f\uff0c\u4f5c\u8005\u53cd\u9a73\u4e86\u5927\u6a21\u578b\u7f29\u653e\u5b9a\u5f8b\uff08scaling law\uff09\u4e2d\u5f3a\u8c03\u7684\u300c\u552f\u5927\u72ec\u5c0a\u300d\uff0c\u5373\u6a21\u578b\u7684\u8868\u73b0\u53ea\u4e0e\u53c2\u6570<\/mark>\u6570\u91cf\u76f8\u5173\uff0c\u800c\u4e0e\u5bbd\u5ea6\u6216\u6df1\u5ea6\u65e0\u5173\u3002\u8fd9\u4e00\u89c2\u70b9\u6700\u65e9\u7531 OpenAI \u7684\u7f29\u653e\u5b9a\u5f8b\u8bba\u6587\u63d0\u51fa\uff0c\u5e76\u5728\u540e\u7eed\u51e0\u4e4e\u6240\u6709\u7814\u7a76\u4e2d\u5f97\u5230\u9075\u5faa\u3002<\/section>\n
<\/section>\n
\u4f5c\u8005\u901a\u8fc7 iGSM \u6570\u636e\u96c6\u8fdb\u884c\u4e86\u4e00\u4e2a\u53ef\u63a7\u5b9e\u9a8c\uff0c\u5982\u56fe 6 \u6240\u793a\u3002\u901a\u8fc7\u5bf9\u6bd4\u66f4\u5c0f\u66f4\u6df1\u7684\u6a21\u578b\u4e0e\u66f4\u5927\u66f4\u5bbd\u7684\u6a21\u578b\uff0c\u53d1\u73b0\u5bf9\u4e8e\u89e3\u51b3 iGSM \u4e2d\u7684\u6570\u5b66\u9898\uff0c\u6a21\u578b\u7684\u6df1\u5ea6\u663e\u7136\u6bd4\u5bbd\u5ea6\u66f4\u4e3a\u91cd\u8981<\/strong>\u3002\u4f8b\u5982\uff0c\u4e00\u4e2a 20 \u5c42\u30019 \u4e2a head \u7684\u6a21\u578b\uff0c\u8868\u73b0\u8fdc\u597d\u4e8e 4 \u5c42\u300130 \u4e2a head \u7684\u6a21\u578b\uff0c\u5c3d\u7ba1\u540e\u8005\u6709\u4e24\u500d\u7684\u53c2\u6570<\/mark>\u3002<\/section>\n
<\/section>\n
\u66f4\u8fdb\u4e00\u6b65\uff0c\u4f5c\u8005\u53d1\u73b0\u5bf9\u6df1\u5ea6\u7684\u4f9d\u8d56\u6e90\u4e8e\u6a21\u578b\u5fc3\u7b97\u7684\u590d\u6742\u6027<\/strong>\u3002\u901a\u8fc7\u5bf9\u6a21\u578b\u4e0d\u540c\u6df1\u5ea6\u7684\u63a2\u9488\u7814\u7a76\uff0c\u4f5c\u8005\u53d1\u73b0\uff0c\u5bf9\u4e8e\u90a3\u4e9b\u4e0e\u95ee\u9898\u8f83\u8fdc\u7684\u53d8\u91cf A\uff0c\u5fc3\u7b97 nece (A) \u5f80\u5f80\u9700\u8981\u66f4\u591a\u5c42\u6570\u3002\u5177\u4f53\u6765\u8bf4\uff0c\u82e5\u53d8\u91cf A \u4e0e\u95ee\u9898\u53d8\u91cf\u7684\u8ddd\u79bb\u4e3a t\uff0c\u5219\u9700\u8981\u8fdb\u884c t \u6b65\u5fc3\u7b97\u624d\u80fd\u77e5\u9053 nece (A)=True\u3002t \u8d8a\u5927\uff0c\u6a21\u578b\u6240\u9700\u7684\u5c42\u6570\u4e5f\u8d8a\u591a\uff0c\u5982\u56fe 6 \u6240\u793a\u3002<\/section>\n
<\/section>\n
\u4f5c\u8005\u5f3a\u8c03\uff0c\u6a21\u578b\u5bf9\u6df1\u5ea6\u7684\u4f9d\u8d56\u65e0\u6cd5\u901a\u8fc7\u601d\u7ef4\u94fe\uff08Chain-of-Thought, CoT\uff09\u6765\u62b5\u6d88\u3002\u4e8b\u5b9e\u4e0a\uff0ciGSM \u4e2d\u7684\u6570\u5b66\u9898\u89e3\u5df2\u7ecf\u5c3d\u53ef\u80fd\u5730\u4f7f\u7528\u4e86 CoT\uff0c\u5373\u6240\u6709\u8ba1\u7b97\u90fd\u88ab\u62c6\u89e3\u4e3a\u4e00\u6b65\u4e00\u6b65\u3002\u5373\u4fbf\u5982\u6b64\uff0c\u6a21\u578b\u4ecd\u9700\u8981\u901a\u8fc7\u5fc3\u7b97\u6765\u89c4\u5212<\/mark> CoT \u7684\u7b2c\u4e00\u6b65\u8be5\u7b97\u4ec0\u4e48 \u2014\u2014 \u8fd9\u4e2a\u5fc3\u7b97\u8fc7\u7a0b\u53ef\u80fd\u4f9d\u7136\u9700\u8981\u591a\u4e2a\u6b65\u9aa4\u3002\u8fd9\u89e3\u91ca\u4e86\u6a21\u578b\u5bf9\u6df1\u5ea6\u4f9d\u8d56\u7684\u539f\u56e0\u3002<\/section>\n

<\/a>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u56fe 6<\/sup><\/em><\/p>\n

\u7efc\u4e0a\u6240\u8ff0\uff0c\u4e0e 99% \u4ee5\u4e0a\u7684\u7814\u7a76 LLM \u884c\u4e3a\u8fc7\u7a0b\uff08behavior process\uff09\u7684\u8bba\u6587\u4e0d\u540c\uff0c\u672c\u6587\u4f5c\u8005\u53e6\u8f9f\u8e4a\u5f84\uff0c\u63ed\u793a\u4e86 LLM \u5728\u89e3\u51b3\u6570\u5b66\u95ee\u9898\u65f6\u7684\u5fc3\u7406\u8fc7\u7a0b\uff08mental process\uff09\uff0c\u4e3a\u7406\u89e3 LLM \u7684\u667a\u80fd\u63d0\u4f9b\u4e86\u65b0\u7684\u89c6\u89d2\u3002<\/section>\n
<\/section>\n
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