{"id":39385,"date":"2025-03-13T07:02:22","date_gmt":"2025-03-12T23:02:22","guid":{"rendered":"https:\/\/17aitech.com\/?p=39385"},"modified":"2025-03-13T07:02:22","modified_gmt":"2025-03-12T23:02:22","slug":"%e6%8f%ad%e7%a4%ba%e6%98%be%e5%bc%8fcot%e8%ae%ad%e7%bb%83%e6%9c%ba%e5%88%b6%ef%bc%9a%e6%80%9d%e7%bb%b4%e9%93%be%e5%a6%82%e4%bd%95%e5%a2%9e%e5%bc%ba%e6%8e%a8%e7%90%86%e6%b3%9b%e5%8c%96%e8%83%bd","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=39385","title":{"rendered":"\u63ed\u793a\u663e\u5f0fCoT\u8bad\u7ec3\u673a\u5236\uff1a\u601d\u7ef4\u94fe\u5982\u4f55\u589e\u5f3a\u63a8\u7406\u6cdb\u5316\u80fd\u529b"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2025-03-12\" target=\"_blank\">\u63ed\u793a\u663e\u5f0fCoT\u8bad\u7ec3\u673a\u5236\uff1a\u601d\u7ef4\u94fe\u5982\u4f55\u589e\u5f3a\u63a8\u7406\u6cdb\u5316\u80fd\u529b<\/a><\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-f0e77e2ae33b1c1c0242e0bc6aacc7d2.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-f0e77e2ae33b1c1c0242e0bc6aacc7d2.png\"><\/a><\/section>\n<section>\u57fa\u4e8e\u9010\u6b65\u751f\u6210\u89e3\u51b3\u65b9\u6848\u7684\u5927\u8bed\u8a00\u6a21\u578b\uff08LLMs\uff09\u8bad\u7ec3\u8303\u5f0f\u5728\u4eba\u5de5\u667a\u80fd\u9886\u57df\u83b7\u5f97\u4e86\u5e7f\u6cdb\u5173\u6ce8\uff0c\u5e76\u5df2\u53d1\u5c55\u6210\u4e3a\u884c\u4e1a\u5185\u7684\u4e3b\u6d41\u65b9\u6cd5\u4e4b\u4e00\u3002<\/section>\n<section><\/section>\n<section>\u4f8b\u5982\uff0cOpenAI \u5728\u5176\u300c12 Days of OpenAI\u300d\u76f4\u64ad\u7cfb\u5217\u7684\u7b2c\u4e8c\u65e5\u63a8\u51fa\u4e86\u9488\u5bf9 O1 \u6a21\u578b\u7684\u5f3a\u5316\u5fae\u8c03\uff08Reinforcement Fine-Tuning\uff0cRFT\uff09\uff0c\u8fdb\u4e00\u6b65\u63a8\u52a8\u4e86 AI \u5b9a\u5236\u5316\u7684\u53d1\u5c55[1]\u3002RFT\/ReFT[2] \u7684\u4e00\u4e2a\u5173\u952e\u7ec4\u6210\u90e8\u5206\u662f\u4f7f\u7528\u601d\u7ef4\u94fe\uff08Chain-of-Thought\uff0cCoT\uff09\u6ce8\u91ca[3] \u8fdb\u884c\u76d1\u7763\u5fae\u8c03\uff08Supervised Fine-Tuning\uff0cSFT\uff09\u3002\u5728 DeepSeek-R1 \u6a21\u578b[4] \u4e2d\uff0c\u5f15\u5165\u4e86\u5c11\u91cf\u957f CoT \u51b7\u542f\u52a8\u6570\u636e\uff0c\u4ee5\u8c03\u6574\u6a21\u578b\u4f5c\u4e3a\u521d\u59cb\u5f3a\u5316\u5b66\u4e60\u7684\u4ee3\u7406\u3002<\/section>\n<section><\/section>\n<section>\u7136\u800c\uff0c\u4e3a\u4e86\u5168\u9762\u7406\u89e3\u91c7\u7528 CoT \u8bad\u7ec3\u7684\u7b56\u7565\uff0c\u9700\u8981\u89e3\u51b3\u4e24\u4e2a\u5173\u952e\u95ee\u9898\uff1a<\/section>\n<section><\/section>\n<ul>\n<li>\n<section><strong>Q1\uff1a<\/strong>\u4e0e\u65e0 CoT \u8bad\u7ec3\u76f8\u6bd4\uff0c\u91c7\u7528 CoT \u8bad\u7ec3\u6709\u54ea\u4e9b\u4f18\u52bf\uff1f<\/section>\n<\/li>\n<li>\n<section><strong>Q2\uff1a<\/strong>\u5982\u679c\u5b58\u5728\u4f18\u52bf\uff0c\u663e\u5f0f CoT \u8bad\u7ec3\u7684\u6f5c\u5728\u673a\u5236\u662f\u4ec0\u4e48\uff1f<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>\u7531\u4e8e\u5b9e\u9645\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u6d89\u53ca\u4f17\u591a\u56e0\u7d20\uff0c\u5206\u6790\u663e\u5f0f CoT \u8bad\u7ec3\u7684\u4f18\u52bf\u53ca\u5176\u6f5c\u5728\u673a\u5236\u9762\u4e34\u663e\u8457\u6311\u6218\u3002\u4e3a\u6b64\uff0c\u6211\u4eec\u5229\u7528\u6e05\u6670\u4e14\u53ef\u63a7\u7684\u6570\u636e\u5206\u5e03\u8fdb\u884c\u4e86\u8be6\u7ec6\u5206\u6790\uff0c\u5e76\u63ed\u793a\u4e86\u4ee5\u4e0b\u6709\u8da3\u73b0\u8c61\uff1a<\/section>\n<section><\/section>\n<ul>\n<li>\n<section><strong>CoT \u8bad\u7ec3\u7684\u4f18\u52bf<\/strong><\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>\uff08i\uff09\u4e0e\u65e0 CoT \u8bad\u7ec3\u76f8\u6bd4\uff0cCoT \u8bad\u7ec3\u663e\u8457\u589e\u5f3a\u4e86\u63a8\u7406\u6cdb\u5316\u80fd\u529b\uff0c\u5c06\u5176\u4ece\u4ec5\u9002\u7528\u4e8e\u5206\u5e03\u5185\uff08in-distribution, ID\uff09\u573a\u666f\u6269\u5c55\u5230 ID \u548c\u5206\u5e03\u5916\uff08out-of-distribution, OOD\uff09\u573a\u666f\uff08\u8868\u660e\u7cfb\u7edf\u6027\u6cdb\u5316\uff09\uff0c\u540c\u65f6\u52a0\u901f\u4e86\u6536\u655b\u901f\u5ea6\uff08\u56fe 1\uff09\u3002<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-fac1d74606d68760e5d34bcb2d416b5a.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-fac1d74606d68760e5d34bcb2d416b5a.png\"><\/a><\/p>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u56fe\u8868 1: \u6a21\u578b\u5728\u4f18\u5316\u8fc7\u7a0b\u4e2d\u5bf9\u8bad\u7ec3\u548c\u6d4b\u8bd5\u4e24\u8df3\u63a8\u7406\u4e8b\u5b9e\u7684\u51c6\u786e\u7387\u3002<\/sup><\/em><\/section>\n<section><\/section>\n<section>\uff08ii\uff09\u5373\u4f7f CoT \u8bad\u7ec3\u4e2d\u5305\u542b\u4e00\u5b9a\u8303\u56f4\u7684\u9519\u8bef\u63a8\u7406\u6b65\u9aa4\uff0c\u5b83\u4ecd\u80fd\u4f7f\u6a21\u578b\u5b66\u4e60\u63a8\u7406\u6a21\u5f0f\uff0c\u4ece\u800c\u5b9e\u73b0\u7cfb\u7edf\u6027\u6cdb\u5316\uff08\u56fe 4 \u548c\u56fe 5\uff09\u3002\u8fd9\u8868\u660e\u6570\u636e\u8d28\u91cf\u6bd4\u65b9\u6cd5\u672c\u8eab\u66f4\u4e3a\u91cd\u8981\u3002\u8bad\u7ec3\u7684\u4e3b\u8981\u74f6\u9888\u5728\u4e8e\u6536\u96c6\u590d\u6742\u7684\u957f CoT \u89e3\u51b3\u65b9\u6848\uff0c\u800c\u63a8\u7406\u6b65\u9aa4\u4e2d\u5b58\u5728\u5c11\u91cf\u7684\u9519\u8bef\u662f\u53ef\u4ee5\u63a5\u53d7\u7684\u3002<\/section>\n<section><\/section>\n<ul>\n<li>\n<section><strong>CoT \u8bad\u7ec3\u7684\u5185\u90e8\u673a\u5236<\/strong><\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>\uff08i\uff09\u6570\u636e\u5206\u5e03\u7684\u5173\u952e\u56e0\u7d20\uff08\u5982\u6bd4\u4f8b \u03bb \u548c\u6a21\u5f0f pattern\uff09\u5728\u5f62\u6210\u6a21\u578b\u7684\u7cfb\u7edf\u6027\u6cdb\u5316\u4e2d\u8d77\u7740\u51b3\u5b9a\u6027\u4f5c\u7528\u3002\u6362\u53e5\u8bdd\u8bf4\uff0c\u5728 CoT \u8bad\u7ec3\u4e2d\u4ec5\u63a5\u89e6\u8fc7\u4e24\u8df3\u6570\u636e\u7684\u6a21\u578b\u65e0\u6cd5\u76f4\u63a5\u6cdb\u5316\u5230\u4e09\u8df3\u60c5\u51b5\uff0c\u5b83\u9700\u8981\u63a5\u89e6\u8fc7\u76f8\u5173\u6a21\u5f0f\u3002<\/section>\n<section>\uff08ii\uff09\u901a\u8fc7 logit lens \u548c causal tracing \u5b9e\u9a8c\uff0c\u6211\u4eec\u53d1\u73b0 CoT \u8bad\u7ec3\uff08\u57fa\u4e8e\u4e24\u8df3\u4e8b\u5b9e\uff09\u5c06\u63a8\u7406\u6b65\u9aa4\u5185\u5316\u5230\u6a21\u578b\u4e2d\uff0c\u5f62\u6210\u4e00\u4e2a\u4e24\u9636\u6bb5\u7684\u6cdb\u5316\u7535\u8def\u3002\u63a8\u7406\u7535\u8def\u7684\u9636\u6bb5\u6570\u91cf\u4e0e\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u663e\u5f0f\u63a8\u7406\u6b65\u9aa4\u7684\u6570\u91cf\u76f8\u5339\u914d\u3002<\/section>\n<section><\/section>\n<section>\u6211\u4eec\u8fdb\u4e00\u6b65\u5c06\u5206\u6790\u6269\u5c55\u5230\u63a8\u7406\u8fc7\u7a0b\u4e2d\u5b58\u5728\u9519\u8bef\u7684\u8bad\u7ec3\u6570\u636e\u5206\u5e03\uff0c\u5e76\u9a8c\u8bc1\u4e86\u8fd9\u4e9b\u89c1\u89e3\u5728\u73b0\u5b9e\u6570\u636e\u4e0a\u5bf9\u66f4\u590d\u6742\u67b6\u6784\u4ecd\u7136\u6709\u6548\u3002<\/section>\n<section><\/section>\n<section>\u636e\u6211\u4eec\u6240\u77e5\uff0c\u6211\u4eec\u7684\u7814\u7a76\u9996\u6b21\u5728\u53ef\u63a7\u5236\u7684\u5b9e\u9a8c\u4e2d\u63a2\u7d22\u4e86 CoT \u8bad\u7ec3\u7684\u4f18\u52bf\uff0c\u5e76\u63d0\u4f9b\u4e86\u57fa\u4e8e\u7535\u8def\u7684 CoT \u8bad\u7ec3\u673a\u5236\u89e3\u91ca\u3002\u8fd9\u4e9b\u53d1\u73b0\u4e3a CoT \u4ee5\u53ca LLMs \u5b9e\u73b0\u7a33\u5065\u6cdb\u5316\u7684\u8c03\u4f18\u7b56\u7565\u63d0\u4f9b\u4e86\u5b9d\u8d35\u7684\u89c1\u89e3\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-cc0f1a9e8597da53c209ddbb200c4328.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-cc0f1a9e8597da53c209ddbb200c4328.png\"><\/a><\/section>\n<ul>\n<li>\n<section>\u8bba\u6587\u6807\u9898\uff1aUnveiling the Mechanisms of Explicit CoT Training: How Chain-of-Thought Enhances Reasoning Generalization<\/section>\n<\/li>\n<li>\n<section>\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/abs\/2502.04667<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section><strong>\u4e00\u3001\u9884\u5907\u77e5\u8bc6\u4e0e\u5b9a\u4e49<\/strong><\/section>\n<section><\/section>\n<section>\u672c\u90e8\u5206\u4ecb\u7ecd\u7814\u7a76\u4f7f\u7528\u7684\u7b26\u53f7\u5b9a\u4e49\uff0c\u5177\u4f53\u5982\u4e0b\uff1a<\/section>\n<p><strong>\u539f\u5b50\u4e0e\u591a\u8df3\u4e8b\u5b9e\uff1a<\/strong>\u7814\u7a76\u4f7f\u7528\u4e09\u5143\u7ec4<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-eaa844188bc20f282dae3ad00df614d7.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-eaa844188bc20f282dae3ad00df614d7.png\"><\/a>\u6765\u8868\u793a\u539f\u5b50\uff08\u4e00\u8df3\uff09\u4e8b\u5b9e\uff0c\u5e76\u57fa\u4e8e\u539f\u5b50\u4e8b\u5b9e\u548c\u8fde\u63a5\u89c4\u5219\u6765\u8868\u793a\u4e24\u8df3\u4e8b\u5b9e\u4ee5\u53ca\u591a\u8df3\u4e8b\u5b9e\u3002<\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-29e00d9e6f5f4af26063b1fadf341c68.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-29e00d9e6f5f4af26063b1fadf341c68.png\"><\/a><\/section>\n<section><strong>\u8bad\u7ec3\u6570\u636e\uff1a<\/strong>\u7814\u7a76\u4f7f\u7528\u7684\u8bad\u7ec3\u6570\u636e\u5305\u62ec\u6240\u6709\u7684\u539f\u5b50\uff08\u4e00\u8df3\uff09\u4e8b\u5b9e\uff08\u5373<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-e219e88f1deb7750220df82d1f46103c.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-e219e88f1deb7750220df82d1f46103c.png\"><\/a>\uff09\uff0c\u4ee5\u53ca\u5206\u5e03\u5185\uff08ID\uff09\u7684\u4e24\u8df3\u4e8b\u5b9e\uff08\u5373<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-3da0a1837a383b38a04a0859b518f32f.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-3da0a1837a383b38a04a0859b518f32f.png\"><\/a>\uff09\u3002\u5176\u4e2d\u8bb0 | \u4e24\u8df3\u4e8b\u5b9e |\uff1a| \u539f\u5b50\u4e8b\u5b9e |= \u03bb\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-8904d3144ebb283d82dd66968975bd0f.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-8904d3144ebb283d82dd66968975bd0f.png\"><\/a><\/section>\n<section><strong>\u8bad\u7ec3\u65b9\u5f0f\uff1a<\/strong>\u5bf9\u4e8e\u539f\u5b50\uff08\u4e00\u8df3\uff09\u4e8b\u5b9e\uff0c\u6a21\u578b\u7684\u8bad\u7ec3\u548c\u8bc4\u4f30\u901a\u8fc7\u9884\u6d4b\u6700\u7ec8\u5c3e\u5b9e\u4f53\u6765\u5b8c\u6210\u3002\u5bf9\u4e8e\u4e24\u8df3\u4e8b\u5b9e\uff0c\u8003\u8651\u662f\u5426\u4f7f\u7528 CoT \u6ce8\u91ca\u8fdb\u884c\u8bad\u7ec3\u3002<\/section>\n<section><\/section>\n<section>(1) Training without CoT\uff1a\u6a21\u578b\u8f93\u5165<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-c5b77cab62d992e9552c6017b6fa3bc7.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-c5b77cab62d992e9552c6017b6fa3bc7.png\"><\/a>\u00a0\uff0c\u9884\u6d4b\u76ee\u6807\u53ea\u6709\u6700\u7ec8\u5c3e\u5b9e\u4f53<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-8b25f31eb445bc955c6d6f868d2a71ca.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-8b25f31eb445bc955c6d6f868d2a71ca.png\"><\/a>\u00a0\uff1b<\/section>\n<section>(2) Training with CoT\uff1a\u6a21\u578b\u8f93\u5165<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-ad68514fffd587808def6c6990ca3f90.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-ad68514fffd587808def6c6990ca3f90.png\"><\/a> \uff0c\u9884\u6d4b\u6865\u63a5\u5b9e\u4f53<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-69ff148f929e54512becbbab3a7a0a28.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-69ff148f929e54512becbbab3a7a0a28.png\"><\/a>\u548c\u6700\u7ec8\u5c3e\u5b9e\u4f53<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-080e5891f6f0a41ba1bb008f2d7c129b.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-080e5891f6f0a41ba1bb008f2d7c129b.png\"><\/a>\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-fe6c2a32fccbd586aa014ea1684680ac.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-fe6c2a32fccbd586aa014ea1684680ac.png\"><\/a><\/section>\n<section><strong>\u8bc4\u4f30\uff1a<\/strong>\u4e3a\u66f4\u597d\u5730\u8bc4\u4f30\u6a21\u578b\u7684\u6cdb\u5316\u80fd\u529b\uff0c\u6211\u4eec\u4ece\u5206\u5e03\u5185\uff08ID\uff09\u548c\u5206\u5e03\u5916\uff08OOD\uff09\u4e24\u4e2a\u7ef4\u5ea6\u8fdb\u884c\u6027\u80fd\u8bc4\u4f30\u3002<\/section>\n<section><\/section>\n<section>\uff081\uff09\u5206\u5e03\u5185\u6cdb\u5316\u65e8\u5728\u901a\u8fc7\u8bc4\u4f30\u6a21\u578b\u5b8c\u6210\u672a\u89c1\u8fc7\u7684\u4e24\u8df3\u4e8b\u5b9e<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-009a7d9da1d4c54dc4d6f62bd0db4d90.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-009a7d9da1d4c54dc4d6f62bd0db4d90.png\"><\/a>\u7684\u80fd\u529b\uff0c\u5224\u65ad\u6a21\u578b\u662f\u5426\u6b63\u786e\u5b66\u4e60\u4e86\u6f5c\u5728\u6a21\u5f0f\u3002<\/section>\n<section>\uff082\uff09\u5206\u5e03\u5916\u6cdb\u5316\u5219\u7528\u4e8e\u8bc4\u4f30\u6a21\u578b\u83b7\u5f97\u7684\u7cfb\u7edf\u6027\u80fd\u529b\uff0c\u5373\u6a21\u578b\u5c06\u5b66\u4e60\u5230\u7684\u6a21\u5f0f\u5e94\u7528\u4e8e\u4e0d\u540c\u5206\u5e03\u77e5\u8bc6\u7684\u80fd\u529b\uff0c\u8fd9\u662f\u901a\u8fc7\u5728<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-14ec994c6781d6882e5126aaed16bf8f.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-14ec994c6781d6882e5126aaed16bf8f.png\"><\/a>\u4e8b\u5b9e\u4e0a\u6d4b\u8bd5\u6a21\u578b\u6765\u5b9e\u73b0\u7684\u3002\u82e5\u6a21\u578b\u5728\u5206\u5e03\u5185\u6570\u636e\u4e0a\u8868\u73b0\u826f\u597d\uff0c\u53ef\u80fd\u4ec5\u8868\u660e\u5176\u8bb0\u5fc6\u6216\u5b66\u4e60\u4e86\u8bad\u7ec3\u6570\u636e\u4e2d\u7684\u6a21\u5f0f\u3002\u7136\u800c\uff0c\u5728\u5206\u5e03\u5916\u6570\u636e\u4e0a\u7684\u4f18\u5f02\u8868\u73b0\u5219\u8868\u660e\u6a21\u578b\u786e\u5b9e\u638c\u63e1\u4e86\u6f5c\u5728\u6a21\u5f0f\uff0c\u56e0\u4e3a\u8bad\u7ec3\u96c6\u4ec5\u5305\u542b\u539f\u5b50\u4e8b\u5b9e<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-0cf7899a5f461c6cd79425fa011ca750.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-0cf7899a5f461c6cd79425fa011ca750.png\"><\/a>\uff0c\u800c\u4e0d\u5305\u542b<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-4a9f87f61e681cd6927bbc0f0cedd5d7.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-4a9f87f61e681cd6927bbc0f0cedd5d7.png\"><\/a>\u3002<\/section>\n<section><\/section>\n<section><strong>\u4e8c\u3001\u7cfb\u7edf\u6027\u7ec4\u5408\u6cdb\u5316<\/strong><\/section>\n<section><\/section>\n<section>\u672c\u7814\u7a76\u805a\u7126\u4e8e\u6a21\u578b\u7684\u7ec4\u5408\u80fd\u529b\uff0c\u5373\u6a21\u578b\u9700\u8981\u5c06\u4e0d\u540c\u4e8b\u5b9e\u7247\u6bb5\u300c\u4e32\u8054\u300d\u8d77\u6765\u7684\u80fd\u529b\u3002\u5c3d\u7ba1\u663e\u5f0f\u7684\u63a8\u7406\u6b65\u9aa4\u8868\u8ff0\uff08\u5982\u601d\u7ef4\u94fe\u63a8\u7406\uff09\u80fd\u591f\u63d0\u5347\u4efb\u52a1\u8868\u73b0 [4-8]\uff0c\u4f46\u8fd9\u4e9b\u65b9\u6cd5\u5728\u5927\u89c4\u6a21\uff08\u9884\uff09\u8bad\u7ec3\u9636\u6bb5\u5e76\u4e0d\u53ef\u884c\uff0c\u800c\u8be5\u9636\u6bb5\u6b63\u662f\u6a21\u578b\u6838\u5fc3\u80fd\u529b\u5f62\u6210\u7684\u5173\u952e\u65f6\u671f [9-10]\u3002\u5df2\u6709\u7814\u7a76\u5bf9\u57fa\u4e8e Transformer \u7684\u8bed\u8a00\u6a21\u578b\u662f\u5426\u80fd\u591f\u6267\u884c\u9690\u5f0f\u7ec4\u5408\u8fdb\u884c\u4e86\u5e7f\u6cdb\u63a2\u8ba8\uff0c\u4f46\u5747\u5f97\u51fa\u4e86\u5426\u5b9a\u7ed3\u8bba [11-12]\u3002<\/section>\n<section><\/section>\n<section>\u5177\u4f53\u800c\u8a00\uff0c\u5b58\u5728\u663e\u8457\u7684\u300c\u7ec4\u5408\u6027\u9e3f\u6c9f\u300d[11]\uff0c\u5373\u6a21\u578b\u867d\u7136\u638c\u63e1\u4e86\u6240\u6709\u57fa\u7840\u4e8b\u5b9e\u5374\u65e0\u6cd5\u8fdb\u884c\u6709\u6548\u7ec4\u5408\u7684\u60c5\u51b5\uff0c\u8fd9\u79cd\u73b0\u8c61\u5728\u4e0d\u540c\u5927\u8bed\u8a00\u6a21\u578b\u4e2d\u666e\u904d\u5b58\u5728\uff0c\u4e14\u4e0d\u4f1a\u968f\u6a21\u578b\u89c4\u6a21\u6269\u5927\u800c\u51cf\u5f31\u3002<\/section>\n<section><\/section>\n<section>\u66f4\u51c6\u786e\u5730\u8bf4\uff0cWang \u7b49\u4eba [13] \u7684\u7814\u7a76\u8868\u660e\uff0cTransformer \u6a21\u578b\u80fd\u591f\u5728\u540c\u5206\u5e03\u6cdb\u5316\u4e2d\u5b66\u4e60\u9690\u5f0f\u63a8\u7406\uff0c\u4f46\u5728\u8de8\u5206\u5e03\u6cdb\u5316\u4e2d\u5219\u8868\u73b0\u6b20\u4f73\uff08\u5982\u56fe 1 \u5de6\u6240\u793a\uff09\u3002<\/section>\n<section><\/section>\n<section>\u8fd9\u81ea\u7136\u5f15\u51fa\u4e00\u4e2a\u95ee\u9898\uff1a\u5982\u679c\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u4f7f\u7528\u663e\u5f0f\u63a8\u7406\u6b65\u9aa4\uff0c\u6a21\u578b\u7684\u6cdb\u5316\u80fd\u529b\u5c06\u53d7\u5230\u4f55\u79cd\u5f71\u54cd\uff1f\uff08\u5373\u56de\u7b54 Q1\uff1a\u4e0e\u65e0\u601d\u7ef4\u94fe\u8bad\u7ec3\u76f8\u6bd4\uff0c\u57fa\u4e8e\u601d\u7ef4\u94fe\u7684\u8bad\u7ec3\u5177\u6709\u54ea\u4e9b\u4f18\u52bf\uff1f\uff09<\/section>\n<section><\/section>\n<section><strong>\u601d\u7ef4\u94fe\u8bad\u7ec3\u663e\u8457\u63d0\u5347\u63a8\u7406\u6cdb\u5316\u80fd\u529b<\/strong><\/section>\n<section><\/section>\n<section>\u5982\u56fe 1 \u6240\u793a\uff0c\u6211\u4eec\u5c55\u793a\u4e86\u6a21\u578b\u5728\u8bad\u7ec3\u548c\u6d4b\u8bd5\u4e24\u8df3\u4e8b\u5b9e\u4e0a\u7684\u51c6\u786e\u7387\u968f\u4f18\u5316\u8fc7\u7a0b\u7684\u53d8\u5316\uff0c\u5176\u4e2d \u03bb = 7.2\u3002<\/section>\n<section><\/section>\n<section>\uff081\uff09Training without CoT\uff08\u56fe 1 \u5de6\uff09\u3002\u6211\u4eec\u89c2\u5bdf\u5230\u4e86\u4e0e Wang \u7b49\u4eba [13] \u76f8\u540c\u7684\u73b0\u8c61\uff08\u79f0\u4e3a\u987f\u609f\u73b0\u8c61 [14]\uff09\uff0c\u5373\u6a21\u578b\u80fd\u591f\u8f83\u597d\u5730\u6cdb\u5316\u5230\u5206\u5e03\u5185\u6d4b\u8bd5\u6837\u672c<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-632bea29b5bb6d62b970d372bed1506f.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-632bea29b5bb6d62b970d372bed1506f.png\"><\/a>\uff0c\u4f46\u9ad8\u6027\u80fd\u53ea\u6709\u5728\u7ecf\u8fc7\u5927\u91cf\u8bad\u7ec3\u540e\u624d\u80fd\u5b9e\u73b0\uff0c\u8fdc\u8d85\u8fc7\u8fc7\u62df\u5408\u70b9\u3002\u6b64\u5916\uff0c\u5373\u4f7f\u7ecf\u8fc7\u6570\u767e\u4e07\u6b21\u4f18\u5316\u6b65\u9aa4\u7684\u8bad\u7ec3\uff0c\u4ecd\u672a\u89c2\u5bdf\u5230\u5206\u5e03\u5916\u6cdb\u5316\uff08<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-b34fcee8127aa30e84d866a332317b05.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-b34fcee8127aa30e84d866a332317b05.png\"><\/a>\uff09\u7684\u8ff9\u8c61\uff0c\u8fd9\u8868\u660e\u8fd9\u662f\u4e00\u79cd\u7f3a\u4e4f\u7cfb\u7edf\u6027\u7684\u5ef6\u8fdf\u6cdb\u5316\u73b0\u8c61\u3002\u6a21\u578b\u53ef\u80fd\u53ea\u662f\u8bb0\u5fc6\u6216\u5b66\u4e60\u4e86\u8bad\u7ec3\u6570\u636e\u4e2d\u7684\u6a21\u5f0f\u3002<\/section>\n<section>\uff082\uff09Training with CoT\uff08\u56fe 1 \u53f3\uff09\u3002\u4f7f\u7528\u601d\u7ef4\u94fe\u6807\u6ce8\u540e\uff0c\u6a21\u578b\u5728\u8bad\u7ec3\u96c6\u4e0a\u7684\u6536\u655b\u901f\u5ea6\u52a0\u5feb\uff0c\u4e14\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u66f4\u65e9\u5730\u5b9e\u73b0\u4e86\u8f83\u9ad8\u7684\u6d4b\u8bd5\u6027\u80fd\uff0c\u7279\u522b\u662f\u5728\u5206\u5e03\u5185\u6d4b\u8bd5\u6837\u672c\u4e0a\u3002\u6a21\u578b\u5728\u5927\u7ea6 4,000 \u6b21\u4f18\u5316\u6b65\u9aa4\u540e\uff0c\u5728\u540c\u5206\u5e03\u6d4b\u8bd5\u96c6<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-0840ada08e7c48fdf249221aa20a48cc.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-0840ada08e7c48fdf249221aa20a48cc.png\"><\/a>\u4e0a\u7684\u51c6\u786e\u7387\u5c31\u8fbe\u5230\u4e86\u63a5\u8fd1\u5b8c\u7f8e\u7684\u6c34\u5e73\uff0c\u8868\u660e\u4e0e\u65e0\u601d\u7ef4\u94fe\u8bad\u7ec3\u76f8\u6bd4\uff0c\u6cdb\u5316\u80fd\u529b\u5f97\u5230\u4e86\u663e\u8457\u63d0\u5347\u3002\u5206\u5e03\u5916\u6cdb\u5316\uff08<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-e4c77aefe901832e54c216d628904cc9.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-e4c77aefe901832e54c216d628904cc9.png\"><\/a>\uff09\u4e5f\u663e\u793a\u51fa\u660e\u663e\u6539\u5584\uff0c\u8fd9\u7a81\u51fa\u8868\u660e\u601d\u7ef4\u94fe\u63d0\u793a\u8bad\u7ec3\u4e0d\u4ec5\u5728\u5206\u5e03\u5185\u6cdb\u5316\u65b9\u9762\uff0c\u800c\u4e14\u5728\u5206\u5e03\u5916\u6cdb\u5316\u65b9\u9762\u90fd\u53d1\u6325\u7740\u5173\u952e\u4f5c\u7528\uff0c\u5c3d\u7ba1\u6548\u679c\u7a0b\u5ea6\u6709\u6240\u4e0d\u540c\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-3b0eea2c753a17e213dd318a82b1110c.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-3b0eea2c753a17e213dd318a82b1110c.png\"><\/a><\/section>\n<section><strong>\u5173\u952e\u5f71\u54cd\u56e0\u7d20\u63a2\u7a76<\/strong><\/section>\n<section><\/section>\n<section>\u7814\u7a76\u8fdb\u4e00\u6b65\u5f00\u5c55\u4e86\u6d88\u878d\u5b9e\u9a8c\uff0c\u4ee5\u8bc4\u4f30\u4e0d\u540c\u56e0\u7d20\u5728\u601d\u7ef4\u94fe\u8bad\u7ec3\u4e2d\u7684\u5f71\u54cd\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-ede33b134f0aeeaeaa38deba8d540afe.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-ede33b134f0aeeaeaa38deba8d540afe.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u56fe\u8868 2: \u5206\u5e03\u5916\u6d4b\u8bd5\u96c6\u4e0a\u7684\u63a8\u7406\u6cdb\u5316\u901f\u5ea6\u3002<\/sup><\/em><\/section>\n<section><\/section>\n<section>\u9002\u5f53\u7684 \u03bb \u503c\u80fd\u591f\u52a0\u901f\u6a21\u578b\u6536\u655b\u3002\u56fe 2\uff08\u5de6\uff09\u5c55\u793a\u4e86\u4e0d\u540c \u03bb \u503c\u4e0b\u7684\u5206\u5e03\u5916\u6d4b\u8bd5\u51c6\u786e\u7387\u3002\u53ef\u4ee5\u770b\u51fa\uff0c\u03bb \u503c\u4e0e\u6cdb\u5316\u901f\u5ea6\u5b58\u5728\u5f3a\u76f8\u5173\u6027\u3002\u66f4\u6709\u8da3\u7684\u662f\uff0c\u8f83\u5c0f\u7684 \u03bb \u503c\u80fd\u591f\u52a0\u901f\u7531\u601d\u7ef4\u94fe\u8bad\u7ec3\u5e26\u6765\u7684\u5206\u5e03\u5916\u6cdb\u5316\u80fd\u529b\u63d0\u5347\uff0c\u4ece\u800c\u51cf\u5c11\u5bf9\u957f\u65f6\u95f4\u8bad\u7ec3\u7684\u9700\u6c42\u3002\u7136\u800c\uff0c\u03bb \u503c\u5e76\u975e\u8d8a\u5c0f\u8d8a\u597d\uff0c\u56e0\u4e3a\u8fc7\u5c0f\u7684 \u03bb \u503c\u53ef\u80fd\u5bfc\u81f4\u6a21\u578b\u65e0\u6cd5\u5b66\u4e60\u76f8\u5173\u89c4\u5219\u3002<\/section>\n<section><\/section>\n<section>\u4e0d\u540c\u6a21\u578b\u89c4\u6a21 \/ \u5c42\u6570\u548c\u8bad\u7ec3\u96c6\u5927\u5c0f\u7684\u5f71\u54cd\u3002\u6211\u4eec\u5728\u6a21\u578b\u5c42\u6570\u2208{2,4,8} \u548c \u03bb\u2208{3.6,7.2,12.6} \u7684\u6761\u4ef6\u4e0b\u8fdb\u884c\u5b9e\u9a8c\u3002\u603b\u4f53\u800c\u8a00\uff0c\u53ef\u4ee5\u89c2\u5bdf\u5230\u6269\u5927\u6a21\u578b\u89c4\u6a21\u5e76\u4e0d\u4f1a\u4ece\u6839\u672c\u4e0a\u6539\u53d8\u5176\u6cdb\u5316\u884c\u4e3a\uff0c\u4e3b\u8981\u8d8b\u52bf\u662f\u8f83\u5927\u7684\u6a21\u578b\u80fd\u591f\u5728\u66f4\u5c11\u7684\u4f18\u5316\u6b65\u9aa4\u4e2d\u6536\u655b\u3002\u5173\u4e8e\u8bad\u7ec3\u96c6\u5927\u5c0f\uff08|E|\uff09\u7684\u5f71\u54cd\uff0c\u6211\u4eec\u7684\u7ed3\u679c\u4e0e [13] \u4e00\u81f4\uff1a\u5f53\u56fa\u5b9a \u03bb \u503c\u65f6\uff0c\u8bad\u7ec3\u96c6\u5927\u5c0f\u4e0d\u4f1a\u5bf9\u6a21\u578b\u7684\u6cdb\u5316\u80fd\u529b\u4ea7\u751f\u672c\u8d28\u5f71\u54cd\u3002<\/section>\n<section><\/section>\n<section><strong>\u4e24\u8df3\u5230\u591a\u8df3\u5206\u6790<\/strong><\/section>\n<section><\/section>\n<section>\u5728\u672c\u90e8\u5206\u4e2d\uff0c\u7814\u7a76\u5c06\u91cd\u70b9\u8f6c\u5411\u591a\u8df3\u573a\u666f\uff1a\u5728\u601d\u7ef4\u94fe\u8bad\u7ec3\u9636\u6bb5\u4ec5\u63a5\u89e6\u8fc7\u4e24\u8df3\u4e8b\u5b9e\u7684\u6a21\u578b\uff0c\u80fd\u5426\u6cdb\u5316\u5230\u4e09\u8df3\u4e8b\u5b9e\uff1f<\/section>\n<section><\/section>\n<section>\u5728\u601d\u7ef4\u94fe\u8bad\u7ec3\u4e2d\uff0c\u6211\u4eec\u4ec5\u4f7f\u7528\u5355\u8df3 \/ \u4e24\u8df3\u4e8b\u5b9e\uff0c\u5e76\u6d4b\u8bd5\u6a21\u578b\u662f\u5426\u80fd\u591f\u6cdb\u5316\u5230\u4e09\u8df3\u4e8b\u5b9e\u7684\u63a8\u7406\uff08\u8fd9\u91cc\u7814\u7a76\u4f7f\u7528<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-575bf9294656156836950d1e9758adb1.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-575bf9294656156836950d1e9758adb1.png\"><\/a>\u6765\u8868\u793a\u4e09\u8df3\u4e8b\u5b9e\uff09\u3002<\/section>\n<section><\/section>\n<section><strong>\u7ed3\u679c\uff1a<\/strong>\u5728\u601d\u7ef4\u94fe\u8bad\u7ec3\u4e2d\u4ec5\u63a5\u89e6\u8fc7\u4e24\u8df3\u6570\u636e\u7684\u6a21\u578b\u65e0\u6cd5\u76f4\u63a5\u6cdb\u5316\u5230\u4e09\u8df3\u573a\u666f\u3002\u7136\u800c\uff0c\u5f53\u8bad\u7ec3\u96c6\u4e2d\u52a0\u5165\u4e00\u5b9a\u91cf\u7684\u4e09\u8df3\u6570\u636e\u540e\uff0c\u6a21\u578b\u80fd\u591f\u5feb\u901f\u5b9e\u73b0\u6cdb\u5316\uff08\u524d\u63d0\u662f\u6a21\u578b\u9700\u8981\u63a5\u89e6\u8fc7\u76f8\u5173\u6a21\u5f0f\uff09\u3002\u53e6\u4e00\u65b9\u9762\uff0c\u5f53\u6211\u4eec\u4eba\u4e3a\u5730\u5c06\u4e00\u4e2a\u4e09\u8df3\u4e8b\u5b9e\u62c6\u5206\u4e3a\u4e24\u4e2a\u4e24\u8df3\u4e8b\u5b9e\u8fdb\u884c\u6d4b\u8bd5\u65f6\uff0c\u6a21\u578b\u4e5f\u80fd\u591f\u6709\u6548\u6cdb\u5316\u3002\u6362\u53e5\u8bdd\u8bf4\uff0c\u6211\u4eec\u5206\u522b\u6d4b\u8bd5<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-47cc0c9c78faaf3ee2a7978aefbfcd70.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-47cc0c9c78faaf3ee2a7978aefbfcd70.png\"><\/a> \u9884\u6d4b<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-302fe1ffe9f0b63f2d371b8d3a438021.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-302fe1ffe9f0b63f2d371b8d3a438021.png\"><\/a>\u548c<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-6d2ff2c5a4caefd719864a7a9054eb29.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-6d2ff2c5a4caefd719864a7a9054eb29.png\"><\/a>\u9884\u6d4b<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-04e70eb4a3008cc273cce2a605d7b838.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-04e70eb4a3008cc273cce2a605d7b838.png\"><\/a>\uff0c\u5f53\u4e24\u8005\u90fd\u6b63\u786e\u65f6\uff0c\u6211\u4eec\u8ba4\u4e3a<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-e40134c03aded10d4441cdaba1250e51.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-e40134c03aded10d4441cdaba1250e51.png\"><\/a>\u9884\u6d4b<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-ce31d5cfc2666007433f66826282c1d3.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-ce31d5cfc2666007433f66826282c1d3.png\"><\/a>\u662f\u6b63\u786e\u7684\u3002\u8fd9\u4e9b\u53d1\u73b0\u4e0e [15] \u7ed3\u679c\u4e00\u81f4\uff1a\u601d\u7ef4\u94fe\u4e0e\u91cd\u73b0\u8bad\u7ec3\u96c6\u4e2d\u51fa\u73b0\u7684\u63a8\u7406\u6a21\u5f0f\u6709\u5173\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-355aba54fd8c0466850a098f3f286dad.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-355aba54fd8c0466850a098f3f286dad.png\"><\/a><\/section>\n<section><strong>\u603b\u7ed3\uff1a<\/strong>\u81f3\u6b64\uff0c\u6211\u4eec\u5df2\u7ecf\u8bc1\u660e\u5728\u53d7\u63a7\u5b9e\u9a8c\u4e2d\u5f15\u5165\u663e\u5f0f\u601d\u7ef4\u94fe\u8bad\u7ec3\u80fd\u591f\u663e\u8457\u63d0\u5347\u63a8\u7406\u6cdb\u5316\u80fd\u529b\uff0c\u4f7f\u5176\u4ece\u4ec5\u9650\u5206\u5e03\u5185\u6cdb\u5316\u6269\u5c55\u5230\u540c\u65f6\u6db5\u76d6\u5206\u5e03\u5185\u548c\u5206\u5e03\u5916\u6cdb\u5316\u3002\u6570\u636e\u5206\u5e03\u7684\u5173\u952e\u56e0\u7d20\uff08\u5982\u6bd4\u4f8b\u548c\u6a21\u5f0f\uff09\u5728\u5f62\u6210\u6a21\u578b\u7684\u7cfb\u7edf\u6027\u6cdb\u5316\u80fd\u529b\u4e2d\u8d77\u7740\u91cd\u8981\u4f5c\u7528\u3002\u7136\u800c\uff0c\u9a71\u52a8\u8fd9\u4e9b\u6539\u8fdb\u7684\u5185\u90e8\u673a\u5236\u4ecd\u4e0d\u660e\u786e\uff0c\u6211\u4eec\u5c06\u8fdb\u4e00\u6b65\u63a2\u8ba8\uff08\u56de\u7b54 Q2\uff1a\u5982\u679c\u5b58\u5728\u4f18\u52bf\uff0c\u663e\u5f0f\u601d\u7ef4\u94fe\u8bad\u7ec3\u7684\u6f5c\u5728\u673a\u5236\u662f\u4ec0\u4e48\uff1f\uff09\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-f41305c2ce14272209989ec9cd13d190.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-f41305c2ce14272209989ec9cd13d190.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u56fe\u8868 3: \u4e24\u8df3\u4e8b\u5b9e\u8bad\u7ec3\u5bf9\u5e94\u7684\u4e24\u9636\u6bb5\u6cdb\u5316\u7535\u8def\uff08\u6a21\u578b\u5c42\u6570\uff1a8\uff09\u3002<\/sup><\/em><\/section>\n<section><\/section>\n<section><strong>\u4e09\u3001\u4e24\u9636\u6bb5\u6cdb\u5316\u7535\u8def<\/strong><\/section>\n<section><\/section>\n<section>\u7814\u7a76\u901a\u8fc7\u4e24\u79cd\u4e3b\u6d41\u65b9\u6cd5\u5206\u6790\u6a21\u578b\u5728\u6cdb\u5316\u8fc7\u7a0b\u4e2d\u7684\u5185\u90e8\u5de5\u4f5c\u673a\u5236\uff1alogit lens [16] \u548c causal tracing [17]\uff0c\u672c\u90e8\u5206\u7814\u7a76\u4f7f\u7528<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-189bc66edf875cf26ec1cc333a4dfab7.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-189bc66edf875cf26ec1cc333a4dfab7.png\"><\/a>\u8868\u793a\u4e24\u8df3\u63a8\u7406\u3002<\/section>\n<section><\/section>\n<section>\u56fe 3 \u5c55\u793a\u4e86\u53d1\u73b0\u7684\u6cdb\u5316\u7535\u8def\uff0c\u8be5\u7535\u8def\u4ee3\u8868\u4e86 8 \u5c42\u6a21\u578b\u5728\u5b9e\u73b0\u4e24\u8df3\u5206\u5e03\u5916\uff08OOD\uff09\u6cdb\u5316\u540e\u7684\u56e0\u679c\u8ba1\u7b97\u8def\u5f84\u3002\u5177\u4f53\u800c\u8a00\uff0c\u6211\u4eec\u8bc6\u522b\u51fa\u4e00\u4e2a\u9ad8\u5ea6\u53ef\u89e3\u91ca\u7684\u56e0\u679c\u56fe\uff0c\u8be5\u56fe\u7531\u7b2c 0 \u5c42\u3001\u7b2c l \u5c42\u548c\u7b2c 8 \u5c42\u7684\u72b6\u6001\u7ec4\u6210\uff0c\u5176\u4e2d\u5f31\u8282\u70b9\u548c\u8fde\u63a5\u5df2\u88ab\u526a\u679d\uff08If perturbing a node does not alter the target state (top-1 token through the logit lens), we prune the node\uff09\u3002<\/section>\n<section><\/section>\n<section>\uff081\uff09\u5728\u7b2c\u4e00\u8df3\u9636\u6bb5\uff0c\u7b2c l \u5c42\u5c06\u7535\u8def\u5206\u4e3a\u4e0a\u4e0b\u4e24\u90e8\u5206\uff1a\u4e0b\u90e8\u4ece\u8f93\u5165<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-699952cd79363af7a7976387742c6563.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-699952cd79363af7a7976387742c6563.png\"><\/a>\u4e2d\u68c0\u7d22\u7b2c\u4e00\u8df3\u4e8b\u5b9e\uff0c\u5e76\u5c06\u6865\u63a5\u5b9e\u4f53<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-5fa7f591e0a457f3f35c1c7d44a28626.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-5fa7f591e0a457f3f35c1c7d44a28626.png\"><\/a>\u5b58\u50a8\u5728\u72b6\u6001<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-2dc1b75195a47a112050e787d3dd8108.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-2dc1b75195a47a112050e787d3dd8108.png\"><\/a>\u4e2d\uff1b\u4e0a\u90e8\u901a\u8fc7\u6b8b\u5dee\u8fde\u63a5\u5c06\u7684\u4fe1\u606f\u4f20\u9012\u5230\u8f93\u51fa\u72b6\u6001\uff08\u5176\u4e2d<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-7fa609d24ce372221c5108d9de65d931.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-7fa609d24ce372221c5108d9de65d931.png\"><\/a>\u8868\u793a\u5bf9\u5e94\u4f4d\u7f6e\u7684\u6fc0\u6d3b\uff09\u3002\u7531\u4e8e\u6570\u636e\u5206\u5e03\u53ef\u63a7\uff0cl \u5c42\u53ef\u4ee5\u7cbe\u786e\u5b9a\u4f4d\uff08\u5bf9\u4e8e ID \u4e3a\u7b2c 3 \u5c42\uff0c\u5bf9\u4e8e OOD \u4e3a\u7b2c 5 \u5c42\uff09\u3002<\/section>\n<section>\uff082\uff09\u5728\u7b2c\u4e8c\u8df3\u9636\u6bb5\uff0c\u81ea\u56de\u5f52\u6a21\u578b\u4f7f\u7528\u7b2c\u4e00\u8df3\u9636\u6bb5\u751f\u6210\u7684<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-11927f0906868d6ef6cb49537a5d2052.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-11927f0906868d6ef6cb49537a5d2052.png\"><\/a>\u3002\u8be5\u9636\u6bb5\u7701\u7565\u4e86<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-7e1bdaed44d9577732cfdfe8fc4daaf8.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-7e1bdaed44d9577732cfdfe8fc4daaf8.png\"><\/a>\uff0c\u5e76\u4ece\u8f93\u5165<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-c8c5f0b1fe1353e4c6e881a410eaf45a.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-c8c5f0b1fe1353e4c6e881a410eaf45a.png\"><\/a>\u5904\u7406\u7b2c\u4e8c\u8df3\uff0c\u5c06\u5c3e\u5b9e\u4f53<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-35e0f3ae613d0909ba5c3735359fbd22.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-35e0f3ae613d0909ba5c3735359fbd22.png\"><\/a>\u5b58\u50a8\u5230\u8f93\u51fa\u72b6\u6001<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-02fe1c67fea7b2f0c78e31b9526caa70.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-02fe1c67fea7b2f0c78e31b9526caa70.png\"><\/a>\u4e2d\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-41a862c8e1d9d89a710376cbd62145be.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-41a862c8e1d9d89a710376cbd62145be.png\"><\/a><\/section>\n<section><strong>\u7cfb\u7edf\u6027\u6cdb\u5316\u89e3\u91ca<\/strong><\/section>\n<section><strong><br \/><\/strong><\/section>\n<section>\uff081\uff09\u4e24\u9636\u6bb5\u6cdb\u5316\u7535\u8def\u8868\u660e\uff0c\u4f7f\u7528\u601d\u7ef4\u94fe\u8bad\u7ec3\u53ef\u4ee5\u5c06\u63a8\u7406\u6b65\u9aa4\u5185\u5316\u5230\u6a21\u578b\u4e2d\u3002\u8fd9\u4e5f\u89e3\u91ca\u4e86\u4e3a\u4ec0\u4e48\u6a21\u578b\u5728\u601d\u7ef4\u94fe\u8bad\u7ec3\u4e0b\u80fd\u591f\u5728\u8de8\u5206\u5e03\u6d4b\u8bd5\u6570\u636e\u4e0a\u8868\u73b0\u51fa\u826f\u597d\u7684\u6cdb\u5316\u80fd\u529b\u3002<\/section>\n<section>\uff082\uff09\u8be5\u7535\u8def\u7531\u4e24\u4e2a\u9636\u6bb5\u7ec4\u6210\uff0c\u4e0e\u8bad\u7ec3\u671f\u95f4\u6a21\u578b\u4e2d\u7684\u663e\u5f0f\u63a8\u7406\u6b65\u9aa4\u76f8\u4e00\u81f4\u3002\u56e0\u6b64\uff0c\u6a21\u578b\u5728\u601d\u7ef4\u94fe\u8bad\u7ec3\u671f\u95f4\u4ec5\u63a5\u89e6\u4e24\u8df3\u6570\u636e\u65f6\u65e0\u6cd5\u5728\u6d4b\u8bd5\u9636\u6bb5\u76f4\u63a5\u6cdb\u5316\u5230\u4e09\u8df3\u573a\u666f\u3002<\/section>\n<section><\/section>\n<section><strong>\u56db\u3001\u66f4\u666e\u9002\u7684\u5206\u6790<\/strong><\/section>\n<section><strong><br \/><\/strong><\/section>\n<section>\u603b\u4f53\u800c\u8a00\uff0c\u6211\u4eec\u76ee\u524d\u7684\u7814\u7a76\u4e3a\u901a\u8fc7\u53d7\u63a7\u6570\u636e\u5206\u5e03\u4e0a\u7684\u601d\u7ef4\u94fe\u8bad\u7ec3\u6765\u6df1\u5165\u7406\u89e3\u548c\u589e\u5f3a Transformer \u7684\u6cdb\u5316\u80fd\u529b\u94fa\u5e73\u4e86\u9053\u8def\u3002\u7136\u800c\uff0c\u73b0\u5b9e\u4e16\u754c\u4e2d\u7684\u8bad\u7ec3\u6570\u636e\u5206\u5e03\u5f80\u5f80\u66f4\u4e3a\u590d\u6742\u3002\u5728\u672c\u90e8\u5206\u4e2d\uff0c\u6211\u4eec\u5c06\u5206\u6790\u6269\u5c55\u5230\u63a8\u7406\u8fc7\u7a0b\u4e2d\u5b58\u5728\u9519\u8bef\u7684\u5206\u5e03\uff0c\u5e76\u5c55\u793a\u601d\u7ef4\u94fe\u8bad\u7ec3\u80fd\u63d0\u9ad8\u6a21\u578b\u7684\u6cdb\u5316\u80fd\u529b\u7684\u7ed3\u8bba\u5728\u66f4\u590d\u6742\u7684\u573a\u666f\u4e2d\u4ecd\u7136\u6210\u7acb\u3002<\/section>\n<section><\/section>\n<section><strong>\u6570\u636e\u5206\u5e03\u5e26\u566a<\/strong><\/section>\n<section><\/section>\n<section>\u65b9\u6cd5\uff1a\u6211\u4eec\u65e8\u5728\u5206\u6790\u901a\u8fc7\u601d\u7ef4\u94fe\u8bad\u7ec3\u83b7\u5f97\u7684\u7cfb\u7edf\u6027\u6cdb\u5316\u80fd\u529b\u5728\u566a\u58f0\u8bad\u7ec3\u6570\u636e\u4e0b\u7684\u9c81\u68d2\u6027\u3002\u6211\u4eec\u901a\u8fc7\u968f\u673a\u9009\u62e9\u4e00\u4e2a\u6709\u6548\u5b9e\u4f53\u5411<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-9140c5b24155653573b471c36f61f501.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-9140c5b24155653573b471c36f61f501.png\"><\/a>\u5f15\u5165\u566a\u58f0\uff08\u771f\u5b9e\u8bad\u7ec3\u76ee\u6807\u4e3a<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-8d400d9f0f5772d0d1722ea6d9b1c6ef.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-8d400d9f0f5772d0d1722ea6d9b1c6ef.png\"><\/a>\uff09\uff1a<\/section>\n<section><\/section>\n<section>\uff081\uff09\u4ec5\u7b2c\u4e8c\u8df3\u6709\u566a\u58f0\uff0c\u5373<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-d4ba95ef29b16e1fdfa2a4af086cfd7b.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-d4ba95ef29b16e1fdfa2a4af086cfd7b.png\"><\/a>\uff1b<\/section>\n<section>\uff082\uff09\u4e24\u8df3\u5747\u6709\u566a\u58f0\uff0c\u5373<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-77deb473352e97be97ca51dcba7c212f.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-77deb473352e97be97ca51dcba7c212f.png\"><\/a>\u3002<\/section>\n<section><\/section>\n<section>\u9700\u8981\u6ce8\u610f\u7684\u662f\uff0c\u566a\u58f0\u6bd4\u4f8b\u7528 \u03be \u8868\u793a\uff0c\u6211\u4eec\u5c06\u63a2\u8ba8\u4e0d\u540c \u03be \u503c\u7684\u5f71\u54cd\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-63c0ad193a182cef6e501a1423c9cf1e.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-63c0ad193a182cef6e501a1423c9cf1e.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u56fe\u8868 4: \u4ec5\u7b2c\u4e8c\u8df3\u566a\u58f0\u5bf9\u5206\u5e03\u5185\u548c\u5206\u5e03\u5916\u7684\u5f71\u54cd\u3002<\/sup><\/em><\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-ad19651fe6f113c481a6ed3175669fd0.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-ad19651fe6f113c481a6ed3175669fd0.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u56fe\u8868 5: \u6a21\u578b\u5728\u4e0d\u540c\u566a\u58f0\u6bd4\u4f8b\uff08\u4e24\u8df3\u5747\u6709\u566a\u58f0\uff09\u4e0b\u5bf9\u8bad\u7ec3\u548c\u6d4b\u8bd5\u4e24\u8df3\u63a8\u7406\u4e8b\u5b9e\u7684\u51c6\u786e\u7387\u3002<\/sup><\/em><\/section>\n<section><\/section>\n<section>\u7ed3\u679c\uff1a\u6211\u4eec\u9488\u5bf9\u4e24\u79cd\u60c5\u51b5\u5206\u6790\u4e86\u4e0d\u540c\u7684 \u03be\uff08\u566a\u58f0\u6bd4\u4f8b\uff09\u5019\u9009\u96c6\uff1a\u4ec5\u7b2c\u4e8c\u8df3\u6709\u566a\u58f0\u65f6\u4e3a {0.05, 0.2, 0.4, 0.6, 0.8}\uff0c\u4e24\u8df3\u5747\u6709\u566a\u58f0\u65f6\u4e3a {0.05, 0.1, 0.2, 0.4}\u3002\u6bd4\u8f83\u7ed3\u679c\u5982\u4e0b\uff1a<\/section>\n<section><\/section>\n<section>\uff081\uff09\u56fe 4 \u6e05\u6670\u5730\u5c55\u793a\u4e86\u4ec5\u7b2c\u4e8c\u8df3\u566a\u58f0\u5bf9\u5206\u5e03\u5185\u548c\u5206\u5e03\u5916\u6cdb\u5316\u7684\u5f71\u54cd\u3002\u603b\u4f53\u800c\u8a00\uff0c\u5728\u601d\u7ef4\u94fe\u8bad\u7ec3\u6761\u4ef6\u4e0b\uff0c\u6a21\u578b\u4ecd\u80fd\u591f\u4ece\u566a\u58f0\u8bad\u7ec3\u6570\u636e\u4e2d\u5b9e\u73b0\u7cfb\u7edf\u6027\u6cdb\u5316\uff0c\u4f46\u5176\u6cdb\u5316\u80fd\u529b\u968f\u7740\u566a\u58f0\u6bd4\u4f8b\u7684\u589e\u52a0\u800c\u964d\u4f4e\u3002<\/section>\n<section><\/section>\n<section>\u66f4\u5177\u4f53\u5730\u8bf4\uff0c\u968f\u7740\u8bad\u7ec3\u7684\u8fdb\u884c\uff0c\u5206\u5e03\u5916\u6cdb\u5316\u6700\u521d\u4fdd\u6301\u4e0d\u53d8\uff0c\u7136\u540e\u589e\u52a0\uff0c\u800c\u5206\u5e03\u5185\u6cdb\u5316\u5148\u589e\u52a0\u540e\u51cf\u5c11\u3002\u5206\u5e03\u5185\u6cdb\u5316\u7684\u51cf\u5c11\u4e0e\u5206\u5e03\u5916\u6cdb\u5316\u7684\u589e\u52a0\u76f8\u5bf9\u5e94\u3002<\/section>\n<section><\/section>\n<section>\u7136\u800c\uff0c\u968f\u7740\u566a\u58f0\u6bd4\u4f8b\u7684\u589e\u52a0\uff0c\u5206\u5e03\u5185\u548c\u5206\u5e03\u5916\u6cdb\u5316\u7684\u6700\u7ec8\u6027\u80fd\u90fd\u4f1a\u4e0b\u964d\u3002\u7279\u522b\u662f\u5f53\u566a\u58f0\u6bd4\u4f8b\uff08\u03be &lt; 0.2\uff09\u76f8\u5bf9\u8f83\u5c0f\u65f6\uff0c\u6a21\u578b\u51e0\u4e4e\u4e0d\u53d7\u5f71\u54cd\uff0c\u8fd9\u5c55\u793a\u4e86\u601d\u7ef4\u94fe\u8bad\u7ec3\u7684\u9c81\u68d2\u6027\u3002<\/section>\n<section><\/section>\n<section>\u6b64\u5916\uff0c\u6211\u4eec\u540c\u6837\u68c0\u67e5\u4e86\u6cdb\u5316\u7535\u8def\u3002\u7531\u4e8e\u6211\u4eec\u4ec5\u5728\u7b2c\u4e8c\u8df3\u6dfb\u52a0\u566a\u58f0\uff0c\u7b2c\u4e00\u8df3\u9636\u6bb5\u7684\u7535\u8def\u5b66\u4e60\u5f97\u76f8\u5bf9\u8f83\u597d\uff0c\u800c\u7b2c\u4e8c\u8df3\u9636\u6bb5\u7684\u7535\u8def\u53d7\u566a\u58f0\u5f71\u54cd\u66f4\u5927\u3002<\/section>\n<section><\/section>\n<section>\uff082\uff09\u56fe 5 \u5c55\u793a\u4e86\u5728\u4e24\u8df3\u566a\u58f0 \u03be \u503c\u4e3a 0.05\u30010.1\u30010.2 \u548c 0.4 \u65f6\u7684\u7ed3\u679c\u6bd4\u8f83\u3002\u4e0e\u4ec5\u5728\u7b2c\u4e8c\u8df3\u6dfb\u52a0\u566a\u58f0\u76f8\u6bd4\uff0c\u5728\u4e24\u8df3\u90fd\u6dfb\u52a0\u566a\u58f0\u5bf9\u6a21\u578b\u6cdb\u5316\u7684\u6291\u5236\u6548\u679c\u8981\u5f3a\u5f97\u591a\u3002\u5927\u4e8e 0.2 \u7684\u566a\u58f0\u6bd4\u4f8b\u8db3\u4ee5\u51e0\u4e4e\u6d88\u9664\u5206\u5e03\u5185\u548c\u5206\u5e03\u5916\u6cdb\u5316\u80fd\u529b\u3002<\/section>\n<section><\/section>\n<section>\u603b\u800c\u8a00\u4e4b\uff0c\u5373\u4f7f\u5728\u8bad\u7ec3\u6570\u636e\u5b58\u5728\u566a\u58f0\u7684\u60c5\u51b5\u4e0b\uff0c\u5f53\u566a\u58f0\u5728\u4e00\u5b9a\u8303\u56f4\u5185\u65f6\uff0c\u601d\u7ef4\u94fe\u8bad\u7ec3\u4ecd\u80fd\u4f7f\u6a21\u578b\u5b9e\u73b0\u7cfb\u7edf\u6027\u6cdb\u5316\u3002\u7279\u522b\u662f\u5f53\u566a\u58f0\u6bd4\u4f8b\u8f83\u5c0f\u65f6\uff0c\u8fd9\u4e9b\u566a\u58f0\u6570\u636e\u4ecd\u80fd\u5e2e\u52a9\u6a21\u578b\u5b66\u4e60\u6cdb\u5316\u7535\u8def\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-df2c9996d8a3650358622e6e16c17736.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-df2c9996d8a3650358622e6e16c17736.png\"><\/a><\/section>\n<section><strong>\u4e94\u3001\u8ba8\u8bba<\/strong><\/section>\n<section><strong><br \/><\/strong><\/section>\n<section><strong>\u603b\u7ed3<\/strong><\/section>\n<section><strong><br \/><\/strong><\/section>\n<section>\u672c\u6587\u901a\u8fc7\u5728\u53d7\u63a7\u548c\u53ef\u89e3\u91ca\u7684\u73af\u5883\u4e2d\u5c55\u793a\u7cfb\u7edf\u6027\u7ec4\u5408\u6cdb\u5316\u5982\u4f55\u901a\u8fc7\u663e\u5f0f\u601d\u7ef4\u94fe\uff08CoT\uff09\u8bad\u7ec3\u5728 Transformer \u4e2d\u4ea7\u751f\uff0c\u63ed\u793a\u4e86\u601d\u7ef4\u94fe\u8bad\u7ec3\u7684\u6838\u5fc3\u673a\u5236\u3002\u5177\u4f53\u800c\u8a00\uff1a<\/section>\n<section><\/section>\n<section>\uff081\uff09\u4e0e\u65e0\u601d\u7ef4\u94fe\u8bad\u7ec3\u76f8\u6bd4\uff0c\u601d\u7ef4\u94fe\u8bad\u7ec3\u663e\u8457\u589e\u5f3a\u4e86\u63a8\u7406\u6cdb\u5316\u80fd\u529b\uff0c\u4f7f\u5176\u4ece\u4ec5\u9650\u5206\u5e03\u5185\uff08ID\uff09\u6cdb\u5316\u6269\u5c55\u5230\u540c\u65f6\u6db5\u76d6\u5206\u5e03\u5185\u548c\u5206\u5e03\u5916\uff08OOD\uff09\u573a\u666f\u3002<\/section>\n<section>\uff082\uff09\u901a\u8fc7 logit lens \u548c causal tracing \u5b9e\u9a8c\uff0c\u6211\u4eec\u53d1\u73b0\u601d\u7ef4\u94fe\u8bad\u7ec3\uff08\u4f7f\u7528\u4e24\u8df3\u4e8b\u5b9e\uff09\u5c06\u63a8\u7406\u6b65\u9aa4\u5185\u5316\u5230 Transformer \u4e2d\uff0c\u5f62\u6210\u4e86\u4e00\u4e2a\u4e24\u9636\u6bb5\u6cdb\u5316\u7535\u8def\u3002\u7136\u800c\uff0c\u6a21\u578b\u7684\u63a8\u7406\u80fd\u529b\u53d7\u8bad\u7ec3\u6570\u636e\u590d\u6742\u6027\u7684\u9650\u5236\uff0c\u56e0\u4e3a\u5b83\u96be\u4ee5\u4ece\u4e24\u8df3\u60c5\u51b5\u6cdb\u5316\u5230\u4e09\u8df3\u60c5\u51b5\u3002\u8fd9\u8868\u660e\u601d\u7ef4\u94fe\u63a8\u7406\u4e3b\u8981\u662f\u91cd\u73b0\u4e86\u8bad\u7ec3\u96c6\u4e2d\u5b58\u5728\u7684\u63a8\u7406\u6a21\u5f0f\u3002<\/section>\n<section>\uff083\uff09\u6211\u4eec\u8fdb\u4e00\u6b65\u5c06\u5206\u6790\u6269\u5c55\u5230\u63a8\u7406\u8fc7\u7a0b\u4e2d\u5b58\u5728\u9519\u8bef\u7684\u8bad\u7ec3\u6570\u636e\u5206\u5e03\uff0c\u8bc1\u660e\u5f53\u566a\u58f0\u4fdd\u6301\u5728\u4e00\u5b9a\u8303\u56f4\u5185\u65f6\uff0c\u601d\u7ef4\u94fe\u8bad\u7ec3\u4ecd\u80fd\u4f7f\u6a21\u578b\u5b9e\u73b0\u7cfb\u7edf\u6027\u6cdb\u5316\uff0c\u6b64\u7c7b\u566a\u58f0\u6570\u636e\u7684\u7ed3\u6784\u6216\u8bb8\u6709\u52a9\u4e8e\u6cdb\u5316\u7535\u8def\u7684\u5f62\u6210\u3002<\/section>\n<section><\/section>\n<section>\u6709\u8da3\u7684\u662f\uff0c\u6211\u4eec\u7684\u5de5\u4f5c\u8fd8\u7a81\u51fa\u4e86\u601d\u7ef4\u94fe\u8bad\u7ec3\u7684\u74f6\u9888\uff1a\u8bad\u7ec3\u6570\u636e\u5206\u5e03\uff08\u6bd4\u4f8b \u03bb \u548c\u6a21\u5f0f\uff09\u5728\u5f15\u5bfc\u6a21\u578b\u5b9e\u73b0\u6cdb\u5316\u7535\u8def\u65b9\u9762\u8d77\u7740\u5173\u952e\u4f5c\u7528\u3002\u6a21\u578b\u9700\u8981\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u63a5\u89e6\u8fc7\u76f8\u5173\u6a21\u5f0f\uff08\u7279\u522b\u662f\u601d\u7ef4\u94fe\u6b65\u9aa4\u7684\u6570\u91cf\uff09\u3002<\/section>\n<section><\/section>\n<section>\u8fd9\u53ef\u80fd\u89e3\u91ca\u4e86\u4e3a\u4ec0\u4e48 DeepSeek-R1 [4] \u5728\u51b7\u542f\u52a8\u9636\u6bb5\u6784\u5efa\u548c\u6536\u96c6\u5c11\u91cf\u957f\u601d\u7ef4\u94fe\u6570\u636e\u6765\u5fae\u8c03\u6a21\u578b\u3002\u6211\u4eec\u7684\u53d1\u73b0\u4e3a\u8c03\u6574\u5927\u8bed\u8a00\u6a21\u578b\uff08LLMs\uff09\u4ee5\u5b9e\u73b0\u7a33\u5065\u6cdb\u5316\u7684\u7b56\u7565\u63d0\u4f9b\u4e86\u5173\u952e\u89c1\u89e3\u3002<\/section>\n<section><\/section>\n<section><strong>\u4e0d\u8db3\u4e0e\u672a\u6765\u5c55\u671b<\/strong><\/section>\n<section><strong><br \/><\/strong><\/section>\n<section>\uff081\uff09\u5c3d\u7ba1\u6211\u4eec\u7684\u81ea\u4e0b\u800c\u4e0a\u7684\u7814\u7a76\u4e3a\u5b9e\u9645\u5e94\u7528\u63d0\u4f9b\u4e86\u5b9d\u8d35\u7684\u89c1\u89e3\uff0c\u4f46\u6211\u4eec\u5de5\u4f5c\u7684\u4e00\u4e2a\u5173\u952e\u5c40\u9650\u662f\u5b9e\u9a8c\u548c\u5206\u6790\u57fa\u4e8e\u5408\u6210\u6570\u636e\uff0c\u8fd9\u53ef\u80fd\u65e0\u6cd5\u5b8c\u5168\u6355\u6349\u73b0\u5b9e\u4e16\u754c\u6570\u636e\u96c6\u548c\u4efb\u52a1\u7684\u590d\u6742\u6027\u3002\u867d\u7136\u6211\u4eec\u7684\u4e00\u4e9b\u7ed3\u8bba\u4e5f\u5728 Llama2-7B [18] \u7b49\u6a21\u578b\u4e2d\u5f97\u5230\u4e86\u9a8c\u8bc1\uff0c\u4f46\u6709\u5fc5\u8981\u5728\u66f4\u5e7f\u6cdb\u7684\u6a21\u578b\u4e0a\u8fdb\u884c\u8fdb\u4e00\u6b65\u9a8c\u8bc1\uff0c\u4ee5\u5f25\u5408\u6211\u4eec\u7684\u7406\u8bba\u7406\u89e3\u4e0e\u5b9e\u9645\u5e94\u7528\u4e4b\u95f4\u7684\u5dee\u8ddd\u3002<\/section>\n<section>\uff082\uff09\u6211\u4eec\u7684\u5206\u6790\u76ee\u524d\u4ec5\u9650\u4e8e\u4f7f\u7528\u81ea\u7136\u8bed\u8a00\u3002\u672a\u6765\uff0c\u6211\u4eec\u65e8\u5728\u63a2\u7d22\u5927\u578b\u8bed\u8a00\u6a21\u578b\u5728\u65e0\u9650\u5236\u6f5c\u5728\u7a7a\u95f4\u4e2d\u7684\u63a8\u7406\u6f5c\u529b\uff0c\u7279\u522b\u662f\u901a\u8fc7\u8bad\u7ec3\u5927\u578b\u8bed\u8a00\u6a21\u578b\u5728\u8fde\u7eed\u6f5c\u5728\u7a7a\u95f4\u4e2d\u8fdb\u884c\u63a8\u7406 [19] \u7b49\u65b9\u6cd5\u3002<\/section>\n<section>\uff083\uff09\u6700\u8fd1\u7684\u4e00\u79cd\u65b9\u6cd5\uff0c\u300cbackward lens\u300d[20]\uff0c\u5c06\u8bed\u8a00\u6a21\u578b\u7684\u68af\u5ea6\u6295\u5f71\u5230\u8bcd\u6c47\u7a7a\u95f4\uff0c\u4ee5\u6355\u6349\u53cd\u5411\u4fe1\u606f\u6d41\u3002\u8fd9\u4e3a\u6211\u4eec\u5b8c\u5584\u601d\u7ef4\u94fe\u8bad\u7ec3\u7684\u6f5c\u5728\u673a\u5236\u5206\u6790\u63d0\u4f9b\u4e86\u4e00\u4e2a\u65b0\u7684\u89c6\u89d2\u3002<\/section>\n<section><\/section>\n<section><strong>\u4f5c\u8005\u4ecb\u7ecd<\/strong><\/section>\n<section><\/section>\n<section>\u5218\u52c7\uff0c\u4e2d\u56fd\u4eba\u6c11\u5927\u5b66\uff0c\u957f\u8058\u526f\u6559\u6388\uff0c\u535a\u58eb\u751f\u5bfc\u5e08\uff0c\u56fd\u5bb6\u7ea7\u9ad8\u5c42\u6b21\u9752\u5e74\u4eba\u624d\u3002\u957f\u671f\u4ece\u4e8b\u673a\u5668\u5b66\u4e60\u57fa\u7840\u7406\u8bba\u7814\u7a76\uff0c\u5171\u53d1\u8868\u8bba\u6587 100 \u4f59\u7bc7\uff0c\u5176\u4e2d\u4ee5\u7b2c\u4e00\u4f5c\u8005 \/ \u901a\u8baf\u4f5c\u8005\u53d1\u8868\u9876\u7ea7\u671f\u520a\u548c\u4f1a\u8bae\u8bba\u6587\u8fd1 50 \u7bc7\uff0c\u6db5\u76d6\u673a\u5668\u5b66\u4e60\u9886\u57df\u9876\u7ea7\u671f\u520a JMLR\u3001IEEE TPAMI\u3001Artificial Intelligence \u548c\u9876\u7ea7\u4f1a\u8bae ICML\u3001NeurIPS \u7b49\u3002\u83b7\u4e2d\u56fd\u4eba\u6c11\u5927\u5b66\u300c\u6770\u51fa\u5b66\u8005\u300d\u3001\u4e2d\u56fd\u79d1\u5b66\u9662\u300c\u9752\u5e74\u521b\u65b0\u4fc3\u8fdb\u4f1a\u300d\u6210\u5458\u3001\u4e2d\u56fd\u79d1\u5b66\u9662\u4fe1\u606f\u5de5\u7a0b\u7814\u7a76\u6240\u300c\u5f15\u8fdb\u4f18\u9752\u300d\u7b49\u79f0\u53f7\u3002\u4e3b\u6301\u56fd\u5bb6\u81ea\u7136\u79d1\u5b66\u9762\u4e0a \/ \u57fa\u91d1\u9752\u5e74\u3001\u5317\u4eac\u5e02\u9762\u4e0a\u9879\u76ee\u3001\u4e2d\u79d1\u9662\u57fa\u7840\u524d\u6cbf\u79d1\u5b66\u7814\u7a76\u8ba1\u5212\u3001\u817e\u8baf\u7280\u725b\u9e1f\u57fa\u91d1\u3001CCF &#8211; \u534e\u4e3a\u80e1\u6768\u6797\u57fa\u91d1\u7b49\u9879\u76ee\u3002<\/section>\n<section><\/section>\n<section>\u59da\u946b\u6d69\uff0c\u4e2d\u56fd\u4eba\u6c11\u5927\u5b66\u9ad8\u74f4\u4eba\u5de5\u667a\u80fd\u5b66\u9662\u535a\u58eb\u7814\u7a76\u751f\uff0c\u672c\u79d1\u6bd5\u4e1a\u4e8e\u4e2d\u56fd\u4eba\u6c11\u5927\u5b66\u9ad8\u74f4\u4eba\u5de5\u667a\u80fd\u5b66\u9662\u3002\u5f53\u524d\u4e3b\u8981\u7814\u7a76\u65b9\u5411\u5305\u62ec\u5927\u6a21\u578b\u63a8\u7406\u4e0e\u673a\u5668\u5b66\u4e60\u7406\u8bba\u3002<\/section>\n<section><em><br \/><\/em><\/section>\n<section><em><sup>\u53c2\u8003\u6587\u732e<\/sup><\/em><\/section>\n<section><sup><em>[1] OpenAI. 12 days of openai. https:\/\/openai.com\/ 12-days\/, 2024a.<\/em><\/sup><\/section>\n<section><sup><em>[2] Trung, L., Zhang, X., Jie, Z., Sun, P., Jin, X., and Li, H. ReFT: Reasoning with reinforced fine-tuning. In Ku, L.-W., Martins, A., and Srikumar, V. (eds.), Proceedings of the 62nd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers), pp.7601\u20137614, 2024.<\/em><\/sup><\/section>\n<section><sup><em>[3] Wei, J., Wang, X., Schuurmans, D., Bosma, M., brian ichter, Xia, F., Chi, E. H., Le, Q. V., and Zhou, D. Chain of thought prompting elicits reasoning in large language models. In Advances in Neural Information Processing Systems, 2022.<\/em><\/sup><\/section>\n<section><sup><em>[4] DeepSeek-AI, Guo, D., Yang, D., Zhang, H., et al.\u00a0Deepseek-r1: Incentivizing reasoning capability in llms via reinforcement learning, 2025. URL https:\/\/arxiv.org\/abs\/2501.12948.<\/em><\/sup><\/section>\n<section><sup><em>[5] Lake, B. and Baroni, M. Generalization without systematicity: On the compositional skills of sequence-to-sequence recurrent networks. In Proceedings of the International Conference on Machine Learning, pp. 2873\u20132882, 2018a.<\/em><\/sup><\/section>\n<section><sup><em>[6] Wang, B., Deng, X., and Sun, H. Iteratively prompt pretrained language models for chain of thought. In Proceedings of the 2022 Conference on Empirical Methods in Natural Language Processing, pp. 2714\u20132730, 2022.<\/em><\/sup><\/section>\n<section><sup><em>[7] Zelikman, E., Wu, Y., Mu, J., and Goodman, N. STar: Bootstrapping reasoning with reasoning. In Advances in Neural Information Processing Systems, 2022.<\/em><\/sup><\/section>\n<section><sup><em>[8] Liu, J., Pasunuru, R., Hajishirzi, H., Choi, Y., and Celikyilmaz, A. Crystal: Introspective reasoners reinforced with self-feedback. In Proceedings of the 2023 Conference on Empirical Methods in Natural Language Processing, pp. 11557\u201311572, 2023.<\/em><\/sup><\/section>\n<section><sup><em>[9] Li, Z., Wallace, E., Shen, S., Lin, K., Keutzer, K., Klein, D., and Gonzalez, J. Train big, then compress: Rethinking model size for efficient training and inference of transformers. In Proceedings of the 37th International Conference on Machine Learning, pp. 5958\u20135968, 2020.<\/em><\/sup><\/section>\n<section><sup><em>[10] Zhou, C., Liu, P., Xu, P., Iyer, S., Sun, J., Mao, Y., Ma, X., Efrat, A., Yu, P., YU, L., Zhang, S., Ghosh, G., Lewis, M., Zettlemoyer, L., and Levy, O. Lima: Less is more for alignment. In Advances in Neural Information Processing Systems, 2023a.<\/em><\/sup><\/section>\n<section><sup><em>[11] Press, O., Zhang, M., Min, S., Schmidt, L., Smith, N., and Lewis, M. Measuring and narrowing the compositionality gap in language models. In Findings of the Association for Computational Linguistics: EMNLP 2023, pp. 5687\u2013 5711, 2023.<\/em><\/sup><\/section>\n<section><sup><em>[12] Yang, S., Gribovskaya, E., Kassner, N., Geva, M., and Riedel, S. Do large language models latently perform multi-hop reasoning?, 2024. URL https:\/\/arxiv. org\/abs\/2402.16837.<\/em><\/sup><\/section>\n<section><sup><em>[13] Wang, B., Yue, X., Su, Y., and Sun, H. Grokking of implicit reasoning in transformers: A mechanistic journey to the edge of generalization. In Advances in Neural Information Processing Systems, 2024a.<\/em><\/sup><\/section>\n<section><sup><em>[14] Power, A., Burda, Y., Edwards, H., Babuschkin, I., and Misra, V. Grokking: Generalization beyond overfitting on small algorithmic datasets, 2022. URL https:\/\/ arxiv.org\/abs\/2201.02177.<\/em><\/sup><\/section>\n<section><sup><em>[15] Cabannes, V., Arnal, C., Bouaziz, W., Yang, X. A., Charton, F., and Kempe, J. Iteration head: A mechanistic study of chain-of-thought. In Advances in Neural Information Processing Systems, 2024.<\/em><\/sup><\/section>\n<section><sup><em>[16] Nostalgebraist. Interpreting gpt: The logit lens, 2020.<\/em><\/sup><\/section>\n<section><sup><em>[17] Pearl, J. Causality: Models, Reasoning, and Inference. Cambridge University Press, Cambridge, 2009. ISBN 9780521426085.<\/em><\/sup><\/section>\n<section><sup><em>[18] Touvron, H., Lavril, T., Izacard, G., Martinet, X., Lachaux, M.-A., Lacroix, T., Roziere, B., Goyal, N., Hambro, E., ` Azhar, F., et al. Llama: Open and efficient foundation language models. arXiv preprint arXiv:2302.13971, 2023.<\/em><\/sup><\/section>\n<section><sup><em>[19] Hao, S., Sukhbaatar, S., Su, D., Li, X., Hu, Z., Weston, J., and Tian, Y. Training large language models to reason in a continuous latent space, 2024b. URL https:\/\/ arxiv.org\/abs\/2412.06769.<\/em><\/sup><\/section>\n<section><em><sup>[20] Katz, S., Belinkov, Y., Geva, M., and Wolf, L. Backward lens: Projecting language model gradients into the vocabulary space. 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