{"id":39144,"date":"2025-03-02T21:01:44","date_gmt":"2025-03-02T13:01:44","guid":{"rendered":"https:\/\/17aitech.com\/?p=39144"},"modified":"2025-03-02T21:01:44","modified_gmt":"2025-03-02T13:01:44","slug":"%e5%b0%86%e8%b6%8a%e7%8b%b1%e9%97%ae%e9%a2%98%e8%bd%ac%e6%8d%a2%e4%b8%ba%e6%b1%82%e8%a7%a3%e9%80%bb%e8%be%91%e6%8e%a8%e7%90%86%e9%a2%98%ef%bc%9a%e3%80%8c%e6%bb%a5%e7%94%a8%e3%80%8d%e6%8e%a8%e7%90%86","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=39144","title":{"rendered":"\u5c06\u8d8a\u72f1\u95ee\u9898\u8f6c\u6362\u4e3a\u6c42\u89e3\u903b\u8f91\u63a8\u7406\u9898\uff1a\u300c\u6ee5\u7528\u300d\u63a8\u7406\u80fd\u529b\u8ba9LLM\u5b9e\u73b0\u81ea\u6211\u8d8a\u72f1"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2025-03-02-6\" target=\"_blank\">\u5c06\u8d8a\u72f1\u95ee\u9898\u8f6c\u6362\u4e3a\u6c42\u89e3\u903b\u8f91\u63a8\u7406\u9898\uff1a\u300c\u6ee5\u7528\u300d\u63a8\u7406\u80fd\u529b\u8ba9LLM\u5b9e\u73b0\u81ea\u6211\u8d8a\u72f1<\/a><\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-94321c5f27439a719af4eab047a13690.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-94321c5f27439a719af4eab047a13690.png\"><\/a><\/p>\n<blockquote data-author-name=\"\" data-content-utf8-length=\"166\" data-source-title=\"\" data-type=\"2\" data-url=\"\">\n<section>\n<section>AIxiv\u4e13\u680f\u662f\u673a\u5668\u4e4b\u5fc3\u53d1\u5e03\u5b66\u672f\u3001\u6280\u672f\u5185\u5bb9\u7684\u680f\u76ee\u3002\u8fc7\u53bb\u6570\u5e74\uff0c\u673a\u5668\u4e4b\u5fc3AIxiv\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<\/section>\n<\/section>\n<\/blockquote>\n<section><\/section>\n<section><strong>\u5e94\u5b97\u6d69\uff0c\u73b0\u4e3a\u5317\u822a\u590d\u6742\u5173\u952e\u8f6f\u4ef6\u73af\u5883\u5168\u56fd\u91cd\u70b9\u5b9e\u9a8c\u5ba4\u535a\u58eb\u751f\uff0c\u7531\u5218\u827e\u6749\u6559\u6388\u3001\u5218\u7965\u9f99\u6559\u6388\u4e0e\u9676\u5927\u7a0b\u6559\u6388\u5171\u540c\u6307\u5bfc\uff0c\u76ee\u524d\u7814\u7a76\u5174\u8da3\u4e3a\u5927\u6a21\u578b\u8d8a\u72f1\u653b\u9632\u3002\u4ed6\u6240\u5728\u7684\u667a\u80fd\u5b89\u5168\u56e2\u961f\u7531\u5218\u7965\u9f99\u6559\u6388\u8d1f\u8d23\uff0c\u8fd1\u671f\u5728\u5927\u6a21\u578b\u5b89\u5168\u8bc4\u6d4b\u4f53\u7cfb\u65b9\u9762\u8fdb\u884c\u4e86\u7cfb\u5217\u7814\u7a76\u5de5\u4f5c\uff0c\u5305\u62ec\u5bf9\u6297\u653b\u51fb\u3001\u540e\u95e8\u6295\u6bd2\u3001\u8d8a\u72f1\u653b\u51fb\u3001\u504f\u89c1\u8c03\u63a7\u7b49\uff0c\u53d1\u8868 TPAMI\u3001IJCV\u3001ICML \u7b49\u9876\u4f1a\u9876\u520a\u8bba\u6587 100 \u4f59\u7bc7\u3002<\/strong><\/section>\n<section><\/section>\n<section>\u5927\u8bed\u8a00\u6a21\u578b\uff08LLMs\uff09\u5728\u5f53\u4eca\u7684\u81ea\u7136\u8bed\u8a00\u5904\u7406\u9886\u57df\u626e\u6f14\u7740\u8d8a\u6765\u8d8a\u91cd\u8981\u7684\u89d2\u8272\uff0c\u4f46\u5176\u5b89\u5168\u6027\u95ee\u9898\u4e5f\u5f15\u53d1\u4e86\u5e7f\u6cdb\u5173\u6ce8\u3002<\/section>\n<section><\/section>\n<section>\u8fd1\u671f\uff0c\u6765\u81ea<strong>\u5317\u4eac\u822a\u7a7a\u822a\u5929\u5927\u5b66\u3001360 AI \u5b89\u5168\u5b9e\u9a8c\u5ba4\u3001\u65b0\u52a0\u5761\u56fd\u7acb\u5927\u5b66\u548c\u5357\u6d0b\u7406\u5de5\u5927\u5b66\u7684\u7814\u7a76\u56e2\u961f\u63d0\u51fa\u4e86\u4e00\u79cd\u540d\u4e3a\u300cReasoning-Augmented Conversation\uff08RACE\uff09\u300d \u7684\u65b0\u578b\u591a\u8f6e\u653b\u51fb\u6846\u67b6<\/strong>\uff0c\u65e8\u5728\u901a\u8fc7\u63a8\u7406\u589e\u5f3a\u7684\u5bf9\u8bdd\u65b9\u5f0f\uff0c\u7a81\u7834\u5927\u8bed\u8a00\u6a21\u578b\u7684\u5b89\u5168\u5bf9\u9f50\u673a\u5236\u3002\u8fd9\u4e00\u7814\u7a76\u5f15\u53d1\u4e86\u5b66\u672f\u754c\u548c\u5de5\u4e1a\u754c\u7684\u5e7f\u6cdb\u5173\u6ce8\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-4744a79940521c434056da2651d0d3bd.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-4744a79940521c434056da2651d0d3bd.png\"><\/a><\/section>\n<ul>\n<li>\n<section>\u8bba\u6587\u6807\u9898\uff1aReasoning-Augmented Conversation for Multi-Turn Jailbreak Attacks on Large Language Models<\/section>\n<\/li>\n<li>\n<section>\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/pdf\/2502.11054<\/section>\n<\/li>\n<li>\n<section>GitHub \u94fe\u63a5:https:\/\/github.com\/NY1024\/RACE<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section><strong>RACE \u6846\u67b6\u7684\u6838\u5fc3\u601d\u60f3<\/strong><\/section>\n<section><strong>\u63a8\u7406\u589e\u5f3a\u5bf9\u8bdd\uff0c\u89e3\u9501\u5927\u8bed\u8a00\u6a21\u578b\u7684\u300c\u8d8a\u72f1\u300d\u65b0\u8def\u5f84<\/strong><\/section>\n<section><\/section>\n<section>\u5927\u8bed\u8a00\u6a21\u578b\uff08LLMs\uff09\u5728\u63a8\u7406\u548c\u903b\u8f91\u4efb\u52a1\u4e2d\u8868\u73b0\u51fa\u8272\uff0c\u4f46\u8fd9\u79cd\u5f3a\u5927\u7684\u63a8\u7406\u80fd\u529b\u5374\u53ef\u80fd\u88ab\u6076\u610f\u5229\u7528\u3002<\/section>\n<section><\/section>\n<section>RACE \u6846\u67b6\u7684<strong>\u6838\u5fc3\u601d\u60f3\u6b63\u662f\u5229\u7528\u8fd9\u4e9b\u6a21\u578b\u7684\u63a8\u7406\u80fd\u529b\uff0c\u5c06\u6709\u5bb3\u610f\u56fe\u4f2a\u88c5\u6210\u770b\u4f3c\u65e0\u5bb3\u7684\u590d\u6742\u63a8\u7406\u4efb\u52a1\uff0c\u4ece\u800c\u5728\u4e0d\u77e5\u4e0d\u89c9\u4e2d\u5f15\u5bfc\u6a21\u578b\u751f\u6210\u6709\u5bb3\u5185\u5bb9\uff0c\u7a81\u7834\u5176\u5b89\u5168\u5bf9\u9f50\u673a\u5236<\/strong>\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-fabf82b9892d43f656e70343367dfafd.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-fabf82b9892d43f656e70343367dfafd.png\"><\/a><\/section>\n<section><strong>\u4e3a\u4f55\u9009\u62e9\u63a8\u7406\u589e\u5f3a\u653b\u51fb\uff1f<\/strong><\/section>\n<section><\/section>\n<section>\u5927\u8bed\u8a00\u6a21\u578b\u5728\u903b\u8f91\u63a8\u7406\u3001\u5e38\u8bc6\u63a8\u7406\u548c\u6570\u5b66\u89e3\u9898\u7b49\u4efb\u52a1\u4e2d\u8868\u73b0\u51fa\u8272\uff0c\u4f46\u8fd9\u79cd\u5f3a\u5927\u7684\u63a8\u7406\u80fd\u529b\u5374\u53ef\u80fd\u88ab\u6076\u610f\u5229\u7528\u3002<\/section>\n<section><\/section>\n<section>\u4f20\u7edf\u7684\u653b\u51fb\u65b9\u6cd5\u901a\u5e38\u76f4\u63a5\u53d1\u9001\u6709\u5bb3\u67e5\u8be2\uff0c\u5f88\u5bb9\u6613\u88ab\u6a21\u578b\u7684\u5b89\u5168\u673a\u5236\u8bc6\u522b\u5e76\u62d2\u7edd\u3002\u7136\u800c\uff0c\u63a8\u7406\u4efb\u52a1\u901a\u5e38\u88ab\u89c6\u4e3a\u300c\u826f\u6027\u300d\u95ee\u9898\uff0c\u6a21\u578b\u4f1a\u79ef\u6781\u5c1d\u8bd5\u89e3\u7b54\u3002RACE \u6846\u67b6\u6b63\u662f\u6293\u4f4f\u4e86\u8fd9\u4e00\u70b9\uff0c\u5c06\u6709\u5bb3\u610f\u56fe\u5de7\u5999\u5730\u8f6c\u5316\u4e3a\u63a8\u7406\u4efb\u52a1\uff0c\u8ba9\u6a21\u578b\u5728\u89e3\u7b54\u8fc7\u7a0b\u4e2d\u4e0d\u77e5\u4e0d\u89c9\u5730\u751f\u6210\u6709\u5bb3\u5185\u5bb9\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-10a26a15a733d7f67d73a8e08040bfee.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-10a26a15a733d7f67d73a8e08040bfee.png\"><\/a><\/section>\n<section><strong>RACE \u7684\u8bbe\u8ba1\u539f\u5219\uff1a\u63a8\u7406\u4efb\u52a1\u7684\u300c\u53cc\u9762\u6027\u300d<\/strong><\/section>\n<section><\/section>\n<section>RACE \u6846\u67b6\u7684\u6838\u5fc3\u8bbe\u8ba1\u57fa\u4e8e\u63a8\u7406\u4efb\u52a1\u7684\u300c\u53cc\u9762\u6027\u300d\uff1a\u4e00\u65b9\u9762\uff0c\u63a8\u7406\u4efb\u52a1\u672c\u8eab\u662f\u65e0\u5bb3\u7684\uff0c\u6a21\u578b\u4f1a\u79ef\u6781\u5c1d\u8bd5\u89e3\u7b54\uff1b\u53e6\u4e00\u65b9\u9762\uff0c\u8fd9\u4e9b\u4efb\u52a1\u7684\u8bbe\u8ba1\u5374\u6697\u85cf\u7384\u673a\uff0c\u5176\u89e3\u7b54\u8fc7\u7a0b\u4f1a\u9010\u6b65\u5f15\u5bfc\u6a21\u578b\u751f\u6210\u6709\u5bb3\u5185\u5bb9\u3002<\/section>\n<section><\/section>\n<section>\u5177\u4f53\u6765\u8bf4\uff0cRACE \u6846\u67b6\u5c06\u653b\u51fb\u5206\u4e3a\u4e24\u4e2a\u89d2\u8272\uff1a<strong>\u53d7\u5bb3\u8005\u6a21\u578b<\/strong>\u548c<strong>\u5f71\u5b50\u6a21\u578b<\/strong>\u3002<\/section>\n<section><\/section>\n<ul>\n<li>\n<section><strong>\u53d7\u5bb3\u8005\u6a21\u578b<\/strong>\uff1a\u4e13\u6ce8\u4e8e\u89e3\u51b3\u63a8\u7406\u4efb\u52a1\uff0c\u770b\u4f3c\u5728\u8fdb\u884c\u5408\u6cd5\u7684\u63a8\u7406\u3002<\/section>\n<\/li>\n<li>\n<section><strong>\u5f71\u5b50\u6a21\u578b<\/strong>\uff1a\u8d1f\u8d23\u751f\u6210\u548c\u4f18\u5316\u67e5\u8be2\uff0c\u4f46\u5e76\u4e0d\u76f4\u63a5\u8bc6\u522b\u80cc\u540e\u7684\u6709\u5bb3\u610f\u56fe\u3002<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>\u72ec\u7acb\u6765\u770b\uff0c\u6bcf\u4e2a\u89d2\u8272\u4f3c\u4e4e\u90fd\u5728\u8fdb\u884c\u5408\u6cd5\u7684\u63a8\u7406\u6d3b\u52a8\u3002\u7136\u800c\uff0c\u5f53\u4e24\u8005\u7ed3\u5408\u65f6\uff0c\u8fd9\u79cd\u4e92\u52a8\u5374\u6700\u7ec8\u5bfc\u81f4\u4e86\u653b\u51fb\u7684\u6210\u529f\u3002\u8fd9\u79cd\u8bbe\u8ba1\u5de7\u5999\u5730\u5229\u7528\u4e86\u5927\u8bed\u8a00\u6a21\u578b\u7684\u63a8\u7406\u80fd\u529b\uff0c\u4f7f\u5176\u5728\u4e0d\u77e5\u4e0d\u89c9\u4e2d\u300c\u81ea\u6211\u8d8a\u72f1\u300d\u3002<\/section>\n<section><\/section>\n<section><strong>\u5982\u4f55\u5b9e\u73b0\u63a8\u7406\u9a71\u52a8\u7684\u653b\u51fb\uff1f<\/strong><\/section>\n<section><\/section>\n<section>\u4e3a\u4e86\u5b9e\u73b0\u8fd9\u79cd\u63a8\u7406\u9a71\u52a8\u7684\u653b\u51fb\uff0cRACE \u6846\u67b6\u5f15\u5165\u4e86\u4ee5\u4e0b\u5173\u952e\u673a\u5236\uff1a<\/section>\n<section><\/section>\n<ul>\n<li>\n<section><strong>\u653b\u51fb\u72b6\u6001\u673a\uff08ASM\uff09\u6846\u67b6<\/strong>\uff1a\u5c06\u653b\u51fb\u8fc7\u7a0b\u5efa\u6a21\u4e3a\u4e00\u7cfb\u5217\u63a8\u7406\u72b6\u6001\u548c\u72b6\u6001\u8f6c\u6362\uff0c\u786e\u4fdd\u6bcf\u4e00\u6b65\u90fd\u7b26\u5408\u903b\u8f91\u63a8\u7406\u7684\u89c4\u5219\uff0c\u540c\u65f6\u9010\u6b65\u63a8\u8fdb\u653b\u51fb\u76ee\u6807\u3002\u8fd9\u79cd\u7ed3\u6784\u5316\u7684\u653b\u51fb\u65b9\u5f0f\u4e0d\u4ec5\u63d0\u9ad8\u4e86\u653b\u51fb\u7684\u6210\u529f\u7387\uff0c\u8fd8\u4f7f\u5f97\u653b\u51fb\u8fc7\u7a0b\u66f4\u52a0\u96be\u4ee5\u88ab\u68c0\u6d4b\u3002<\/section>\n<\/li>\n<li>\n<section><strong>\u52a8\u6001\u4f18\u5316\u4e0e\u6062\u590d\u673a\u5236<\/strong>\uff1a\u901a\u8fc7\u589e\u76ca\u5f15\u5bfc\u63a2\u7d22\uff08Gain-guided Exploration\uff09\u3001\u81ea\u6211\u535a\u5f08\uff08Self-play\uff09\u548c\u62d2\u7edd\u53cd\u9988\uff08Rejection Feedback\uff09\u4e09\u4e2a\u6a21\u5757\uff0c\u52a8\u6001\u4f18\u5316\u653b\u51fb\u8fc7\u7a0b\u3002<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section><strong>\u4e09\u5927\u6838\u5fc3\u6a21\u5757<\/strong><\/section>\n<section><\/section>\n<ul>\n<li>\n<section><strong>\u589e\u76ca\u5f15\u5bfc\u63a2\u7d22\uff08Gain-guided Exploration\uff09<\/strong>\uff1a\u8be5\u6a21\u5757\u901a\u8fc7\u4fe1\u606f\u589e\u76ca\uff08Information Gain\uff09\u6765\u8861\u91cf\u67e5\u8be2\u5728\u653b\u51fb\u8fc7\u7a0b\u4e2d\u7684\u6709\u6548\u6027\uff0c\u9009\u62e9\u4e0e\u76ee\u6807\u8bed\u4e49\u4e00\u81f4\u4e14\u80fd\u63d0\u53d6\u6709\u7528\u4fe1\u606f\u7684\u67e5\u8be2\uff0c\u786e\u4fdd\u653b\u51fb\u7684\u7a33\u6b65\u8fdb\u5c55\u3002<\/section>\n<\/li>\n<\/ul>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-017cea867d6b11cb0d6b461db523a749.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-017cea867d6b11cb0d6b461db523a749.png\"><\/a><\/section>\n<ul>\n<li>\n<section><strong>\u81ea\u6211\u535a\u5f08\uff08Self-play\uff09<\/strong>\uff1a\u81ea\u6211\u5bf9\u6297\u6a21\u5757\u901a\u8fc7\u6a21\u62df\u53d7\u5bb3\u8005\u6a21\u578b\u7684\u62d2\u7edd\u54cd\u5e94\uff0c\u63d0\u524d\u4f18\u5316\u67e5\u8be2\u7ed3\u6784\uff0c\u63d0\u9ad8\u653b\u51fb\u6548\u7387\u3002\u8fd9\u4e00\u6a21\u5757\u5229\u7528\u5f71\u5b50\u6a21\u578b\u548c\u53d7\u5bb3\u8005\u6a21\u578b\u4e4b\u95f4\u7684\u76f8\u4f3c\u6027\uff0c\u901a\u8fc7 \u201c\u81ea\u6211\u535a\u5f08\u201d \u6765\u4f18\u5316\u67e5\u8be2\u3002<\/section>\n<\/li>\n<\/ul>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-d2477ac4a0d9df8722c92f233a131f9b.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-d2477ac4a0d9df8722c92f233a131f9b.png\"><\/a><\/section>\n<ul>\n<li>\n<section><strong>\u62d2\u7edd\u53cd\u9988\uff08Rejection Feedback\uff09<\/strong>\uff1a\u5f53\u653b\u51fb\u5c1d\u8bd5\u5931\u8d25\u65f6\uff0c\u62d2\u7edd\u53cd\u9988\u6a21\u5757\u4f1a\u5206\u6790\u5931\u8d25\u7684\u539f\u56e0\uff0c\u5e76\u5c06\u5931\u8d25\u7684\u67e5\u8be2\u91cd\u6784\u4e3a\u66ff\u4ee3\u7684\u63a8\u7406\u4efb\u52a1\uff0c\u4ece\u800c\u5feb\u901f\u6062\u590d\u5e76\u7ef4\u6301\u653b\u51fb\u7684\u7a33\u5b9a\u6027\u3002<\/section>\n<\/li>\n<\/ul>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-e5e129d284a1b49284f5f6fd2154eb2f.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-e5e129d284a1b49284f5f6fd2154eb2f.png\"><\/a><\/section>\n<section><strong>\u5b9e\u9a8c\u7ed3\u679c<\/strong><\/section>\n<section><strong>\u653b\u51fb\u6210\u529f\u7387\u5927\u5e45\u63d0\u5347<\/strong><\/section>\n<section><\/section>\n<section>\u7814\u7a76\u56e2\u961f\u5728\u591a\u79cd\u5927\u8bed\u8a00\u6a21\u578b\u4e0a\u8fdb\u884c\u4e86\u5e7f\u6cdb\u7684\u5b9e\u9a8c\uff0c\u5305\u62ec\u5f00\u6e90\u6a21\u578b\uff08\u5982 Gemma\u3001Qwen\u3001GLM\uff09\u548c\u95ed\u6e90\u6a21\u578b\uff08\u5982 GPT-4\u3001OpenAI o1\u3001DeepSeek R1 \u7b49\uff09\u3002<\/section>\n<section><\/section>\n<section>\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e\uff0cRACE \u5728\u590d\u6742\u5bf9\u8bdd\u573a\u666f\u4e2d\u8868\u73b0\u51fa\u8272\uff0c\u653b\u51fb\u6210\u529f\u7387\uff08ASR\uff09\u6700\u9ad8\u53ef\u8fbe 96%\u3002\u5c24\u5176\u662f\u5728\u9488\u5bf9\u9886\u5148\u7684\u5546\u4e1a\u63a8\u7406\u6a21\u578b OpenAI o1 \u548c DeepSeek R1 \u65f6\uff0cRACE \u7684\u653b\u51fb\u6210\u529f\u7387\u5206\u522b\u8fbe\u5230\u4e86 82% \u548c 92%\uff0c\u8fd9\u4e00\u7ed3\u679c\u51f8\u663e\u4e86\u63a8\u7406\u9a71\u52a8\u653b\u51fb\u7684\u6f5c\u5728\u5a01\u80c1\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-c5ffc046a15609d9528bc09d08d5ed81.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-c5ffc046a15609d9528bc09d08d5ed81.png\"><\/a><\/section>\n<section><strong>\u9632\u5fa1\u673a\u5236<\/strong><\/section>\n<section><\/section>\n<section>\u5c3d\u7ba1 RACE \u5728\u653b\u51fb\u6548\u7387\u4e0a\u8868\u73b0\u51fa\u8272\uff0c\u4f46\u7814\u7a76\u56e2\u961f\u4e5f\u5bf9\u5176\u9632\u5fa1\u673a\u5236\u8fdb\u884c\u4e86\u8bc4\u4f30\u3002\u7ed3\u679c\u663e\u793a\uff0c\u73b0\u6709\u7684\u9632\u5fa1\u65b9\u6cd5\uff08\u5982 SmoothLLM\u3001Self Reminder\u3001ICD \u548c JailGuard\uff09\u5bf9 RACE \u7684\u7f13\u89e3\u6548\u679c\u975e\u5e38\u6709\u9650\uff0c\u653b\u51fb\u6210\u529f\u7387\u4ec5\u964d\u4f4e\u4e86 1% \u5230 17.6%\u3002\u8fd9\u8868\u660e\uff0c\u63a8\u7406\u9a71\u52a8\u7684\u653b\u51fb\u65b9\u6cd5\u5bf9\u73b0\u6709\u9632\u5fa1\u673a\u5236\u5177\u6709\u5f88\u5f3a\u7684\u9c81\u68d2\u6027\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-d4045183acb764197eee6211f486f2eb.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-d4045183acb764197eee6211f486f2eb.png\"><\/a><\/section>\n<section><strong>\u7814\u7a76\u610f\u4e49\u4e0e\u5c55\u671b<\/strong><\/section>\n<section><\/section>\n<section>RACE \u6846\u67b6\u7684\u63d0\u51fa\u4e0d\u4ec5\u63ed\u793a\u4e86\u5927\u8bed\u8a00\u6a21\u578b\u5728\u63a8\u7406\u80fd\u529b\u4e0a\u53ef\u80fd\u5b58\u5728\u7684\u5b89\u5168\u6f0f\u6d1e\uff0c\u4e5f\u4e3a\u5f00\u53d1\u66f4\u5f3a\u5927\u7684\u5b89\u5168\u673a\u5236\u63d0\u4f9b\u4e86\u65b0\u7684\u601d\u8def\u3002\u7814\u7a76\u56e2\u961f\u5f3a\u8c03\uff0c\u4ed6\u4eec\u7684\u76ee\u6807\u662f\u901a\u8fc7\u7cfb\u7edf\u6027\u5730\u8bc4\u4f30\u5927\u8bed\u8a00\u6a21\u578b\u7684\u5b89\u5168\u6027\uff0c\u63a8\u52a8\u66f4\u5b89\u5168\u7684\u5bf9\u9f50\u6280\u672f\u7684\u53d1\u5c55\uff0c\u800c\u4e0d\u662f\u9f13\u52b1\u6076\u610f\u4f7f\u7528\u8fd9\u4e9b\u7814\u7a76\u6210\u679c\u3002<\/section>\n<section><\/section>\n<section>\u968f\u7740\u5927\u8bed\u8a00\u6a21\u578b\u5728\u5404\u4e2a\u9886\u57df\u7684\u5e7f\u6cdb\u5e94\u7528\uff0c\u5176\u5b89\u5168\u6027\u95ee\u9898\u5c06\u6210\u4e3a\u7814\u7a76\u548c\u5f00\u53d1\u7684\u91cd\u70b9\u3002RACE 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[&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":0,"comment_status":"open","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center 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