{"id":35494,"date":"2024-12-26T01:00:01","date_gmt":"2024-12-25T17:00:01","guid":{"rendered":"https:\/\/17aitech.com\/?p=35494"},"modified":"2024-12-26T01:00:01","modified_gmt":"2024-12-25T17:00:01","slug":"%e5%a4%a7%e6%a8%a1%e5%9e%8b%e8%be%b9%e6%8e%a8%e7%90%86%e8%be%b9%e7%ba%a0%e9%94%99%ef%bc%8c%e6%9c%89%e5%8f%af%e8%83%bd%e5%81%9a%e5%88%b0%e5%90%97%ef%bc%9f%e8%bf%99%e6%98%aficml%e7%88%86%e7%81%ab","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=35494","title":{"rendered":"\u5927\u6a21\u578b\u8fb9\u63a8\u7406\u8fb9\u7ea0\u9519\uff0c\u6709\u53ef\u80fd\u505a\u5230\u5417\uff1f\u8fd9\u662fICML\u7206\u706b\u7684\u6f14\u8bb2"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-09-08-6\" target=\"_blank\">\u5927\u6a21\u578b\u8fb9\u63a8\u7406\u8fb9\u7ea0\u9519\uff0c\u6709\u53ef\u80fd\u505a\u5230\u5417\uff1f\u8fd9\u662fICML\u7206\u706b\u7684\u6f14\u8bb2<\/a><\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-e9822041001fcda34dc56c70577aafe6.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-e9822041001fcda34dc56c70577aafe6.png\"><\/a><\/section>\n<blockquote data-author-name=\"\" data-content-utf8-length=\"166\" data-source-title=\"\" data-type=\"2\" data-url=\"\">\n<section>\n<p>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<\/p>\n<\/section>\n<\/blockquote>\n<p>\u5373\u4fbf\u662f\u6700\u5f3a\u5927\u7684\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\uff0c\u4ecd\u4f1a\u5076\u5c14\u51fa\u73b0\u63a8\u7406\u9519\u8bef\u3002\u9664\u4e86\u901a\u8fc7\u63d0\u793a\u8bcd\u8ba9\u6a21\u578b\u8fdb\u884c\u4e0d\u592a\u53ef\u9760\u7684\u591a\u8f6e\u81ea\u6211\u7ea0\u9519\u5916\uff0c\u6709\u6ca1\u6709\u66f4\u7cfb\u7edf\u7684\u65b9\u6cd5\u89e3\u51b3\u8fd9\u4e00\u95ee\u9898\u5462\uff1f<\/p>\n<p>\u6765\u81ea Meta FAIR\u3001CMU \u548c MBZUAI \u7684\u53f6\u6dfb\u3001\u5f90\u5b50\u8bda\u3001\u674e\u8fdc\u5fd7\u3001\u6731\u6cfd\u56ed\u56e2\u961f\u5728\u6700\u65b0\u7684 arXiv \u8bba\u6587\u300a\u8bed\u8a00\u6a21\u578b\u7269\u7406\u5b66 Part 2.2\uff1a\u5982\u4f55\u4ece\u9519\u8bef\u4e2d\u5b66\u4e60\u300b\u4e2d\uff0c\u901a\u8fc7\u53ef\u63a7\u5b9e\u9a8c\uff0c\u63a2\u7d22\u4e86\u8ba9\u6a21\u578b<strong>\u300c\u8fb9\u63a8\u7406\u8fb9\u7ea0\u9519\u300d<\/strong>\u7684\u53ef\u80fd\u6027\u3002<\/p>\n<p>\u4ed6\u4eec\u5728\u9884\u8bad\u7ec3\u4e2d\u52a0\u5165\u5927\u91cf\u300c\u9519\u8bef\u7684\u63a8\u7406\u300d\u548c\u300c\u9519\u8bef\u7684\u7ea0\u6b63\u300d\uff0c\u5c55\u793a\u4e86\u8fd9\u7c7b\u6570\u636e\u53ef\u4ee5\u63d0\u9ad8\u8bed\u8a00\u6a21\u578b\u7684\u63a8\u7406\u51c6\u786e\u6027\uff08\u65e0\u9700\u63d0\u793a\u8bcd\uff0c\u65e0\u9700\u591a\u8f6e\u5bf9\u8bdd\uff09\u3002\u6587\u7ae0\u8fd8\u6df1\u5165\u63a2\u8ba8\u4e86\u8bb8\u591a\u7ec6\u8282\uff0c\u4f8b\u5982\uff081\uff09\u8fd9\u79cd\u65b9\u6cd5\u4e0e beam search \u7684\u533a\u522b\uff0c\uff082\uff09\u5982\u4f55\u51c6\u5907\u6b64\u7c7b\u6570\u636e\uff0c\uff083\uff09\u662f\u5426\u9700\u8981\u5bf9\u9519\u8bef\u8fdb\u884c\u63a9\u7801\uff0c\uff084\uff09\u6240\u9700\u7684\u9519\u8bef\u6570\u91cf\uff0c\uff085\uff09\u6b64\u7c7b\u6570\u636e\u662f\u5426\u53ef\u7528\u4e8e\u5fae\u8c03\u7b49\u3002<\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-304166b1a3fd021aff1e05867e0e78d8.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-304166b1a3fd021aff1e05867e0e78d8.png\"><\/a><\/section>\n<p><em>\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 \u00a0 \u00a0<sup>\u56fe 1<\/sup><\/em><\/p>\n<p>\u4f5c\u8005\u9996\u5148\u5c55\u793a\u4e86\u4e00\u4e2a GPT-4o \u901a\u8fc7\u63d0\u793a\u8bcd\u548c\u591a\u8f6e\u5bf9\u8bdd\u8fdb\u884c\u7ea0\u9519\u7684\u793a\u4f8b\uff08\u56fe 2\uff09\uff0c\u53ef\u4ee5\u770b\u5230\u6210\u529f\u7387\u4e0d\u9ad8\uff0c\u800c\u4e14\u9700\u8981\u5f88\u957f\u7684\u5bf9\u8bdd\u624d\u80fd\u5b8c\u6210\u7ea0\u9519\u3002\u90a3\u4e48\uff0c\u5982\u679c\u6a21\u578b\u6700\u7ec8\u80fd\u7ea0\u9519\uff0c\u4e3a\u4ec0\u4e48\u4e0d\u5728\u7b2c\u4e00\u6b21\u72af\u9519\u65f6\u300c\u7acb\u5373\u6536\u56de\u5e76\u6539\u6b63\u300d\u5462\uff1f<\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-86c9334f691c02a763340d57269c91d7.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-86c9334f691c02a763340d57269c91d7.png\"><\/a><\/section>\n<p><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u56fe 2\uff1aGPT-4o \u901a\u8fc7\u63d0\u793a\u8bcd\u548c\u591a\u8f6e\u5bf9\u8bdd\u8fdb\u884c\u7ea0\u9519\u7684\u5b9e\u4f8b<\/sup><\/em><\/p>\n<p>\u4e3a\u6b64\uff0c\u4f5c\u8005\u4f7f\u7528\u63a2\u9488\uff08probing\uff09\u65b9\u6cd5\u7814\u7a76\u6a21\u578b\u7684\u5185\u90e8\u5de5\u4f5c\u673a\u5236\u3002\u901a\u8fc7 Part 2.1 \u5efa\u7acb\u7684 iGSM \u6570\u636e\u96c6\uff0c\u4f5c\u8005\u53d1\u73b0\u5f53\u6a21\u578b\u72af\u9519\u540e\uff0c\u5185\u90e8\u53c2\u6570\u5e38\u5e38\u8868\u73b0\u51fa\u300c\u5f88\u540e\u6094\u300d\u7684\u72b6\u6001\uff0c\u4e5f\u5c31\u662f\u8bf4\uff0c\u6a21\u578b\u53ef\u80fd\u5df2\u7ecf\u77e5\u9053\u81ea\u5df1\u72af\u4e86\u9519\uff0c\u4f46\u300c\u8986\u6c34\u96be\u6536\u300d\u3002<\/p>\n<p>\u90a3\u4e48\uff0c<strong>\u80fd\u5426\u7b80\u5355\u5730\u8ba9\u6a21\u578b\u300c\u540e\u6094\u5373\u91cd\u8bd5\uff08retry upon regret\uff09\u300d<\/strong>\uff1f\u5373\uff0c\u901a\u8fc7\u989d\u5916\u8bad\u7ec3\uff08\u5982\u5fae\u8c03\uff09\u5f97\u5230\u4e00\u4e2a\u68c0\u6d4b\u9519\u8bef\u7684\u6a21\u578b\uff0c\u53ea\u8981\u8be5\u6a21\u578b\u5224\u5b9a\u5f53\u524d\u6b65\u9aa4\u6709\u9519\uff0c\u5c31\u7acb\u5373\u9000\u683c\u56de\u5230\u4e0a\u4e00\u6b65\u9aa4\u7684\u672b\u5c3e\uff0c\u518d\u91cd\u65b0\u751f\u6210\u5462\uff1f<\/p>\n<p>\u5982\u56fe 3 \u6240\u793a\uff0c\u4f5c\u8005\u8fdb\u884c\u4e86\u6a2a\u5411\u5bf9\u6bd4\u3002\u5373\u4fbf\u9519\u8bef\u8bc6\u522b\u7387\u8d85\u8fc7 99%\uff0c\u8fd9\u79cd\u91cd\u8bd5\u65b9\u6cd5\u5728 iGSM \u6570\u636e\u96c6\u4e0a\u4e5f\u53ea\u80fd\u5c06\u63a8\u7406\u6b63\u786e\u7387\u63d0\u9ad8 2%\uff08\u867d\u7136\u6bd4 beam search \u597d\uff09\u3002\u4f5c\u8005\u603b\u7ed3\u4e86\u6b64\u65b9\u6cd5\u7684\u4e09\u4e2a\u4e0d\u8db3\u3002<\/p>\n<p>\u9996\u5148\uff0c\u5bf9\u6b63\u786e\u7387\u63d0\u9ad8\u6709\u9650\uff0c\u6bd5\u7adf\u9000\u683c\u540e\uff0c\u6a21\u578b\u4f9d\u7136\u662f\u968f\u673a\u751f\u6210\uff0c\u5e76\u6ca1\u6709\u7528\u9ad8\u7ea7\u7684\u65b9\u6cd5\u6539\u9519\u3002\u5176\u6b21\uff0c\u5bf9\u9519\u8bef\u8bc6\u522b\u7387\u7684\u8981\u6c42\u5f88\u9ad8\uff08\u540c\u7b49\u6761\u4ef6\u4e0b\uff0c\u9700\u8981 100% \u9519\u8bef\u8bc6\u522b\u7387\u624d\u80fd\u5c06\u63a8\u7406\u6b63\u786e\u7387\u63d0\u9ad8 8%\uff0c\u4f46\u8fd9\u592a\u4e0d\u73b0\u5b9e\uff09\u3002\u6700\u91cd\u8981\u7684\u662f\uff0c\u8fd9\u5e76\u4e0d\u80fd\u964d\u4f4e\u6a21\u578b\u751f\u6210\u6587\u672c\u7684\u65f6\u95f4\u590d\u6742\u5ea6\uff0c\u56e0\u4e3a\u4f9d\u7136\u9700\u8981\u4e00\u6b21\u6b21\u5730\u91cd\u65b0\u751f\u6210\u3002<\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-9020bd27570034fd5a1a580e5c0414aa.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-9020bd27570034fd5a1a580e5c0414aa.png\"><\/a><\/section>\n<p><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\u56fe 3<\/sup><\/em><\/p>\n<p>\u63a5\u4e0b\u6765\uff0c\u4f5c\u8005\u66f4\u6362\u65b9\u6cd5\uff0c\u5728\u9884\u8bad\u7ec3\u6570\u636e\u4e2d<strong>\u52a0\u5165\u5927\u91cf\u7684\u9519\u8bef\u548c\u7ea0\u6b63\uff0c\u4f8b\u5982\u300cA=&gt;B\uff0c\u54e6\u6211\u8bf4\u9519\u4e86\uff0c\u5e94\u8be5\u662f A=&gt;C\u300d<\/strong>\u3002\u90a3\u4e48\uff0c\u8fd9\u80fd\u5426\u63d0\u5347\u6a21\u578b\u7684\u63a8\u7406\u6b63\u786e\u7387\u5462\uff1f\u4e4d\u4e00\u770b\uff0c\u8fd9\u4f3c\u4e4e\u4e0d\u5408\u7406\uff0c\u56e0\u4e3a\u589e\u52a0\u9519\u8bef\u7684\u540c\u65f6\uff0c\u6a21\u578b\u5c82\u4e0d\u662f\u88ab\u8feb\u5b66\u4e60\u8bf4\u9519\u8bef\u7684\u8bdd\uff08\u5373 A=&gt;B\uff09\uff1f\u662f\u5426\u9700\u8981\u5c06\u9519\u8bef\u90e8\u5206\uff08\u8b6c\u5982\u300cA=&gt;B\uff0c\u54e6\u6211\u8bf4\u9519\u4e86\uff0c\u5e94\u8be5\u662f\u300d\u8fd9\u51e0\u4e2a\u5b57\uff09\u901a\u8fc7\u63a9\u7801\uff08label masking\uff09\u4ece\u8bad\u7ec3\u6807\u7b7e\u4e2d\u5220\u9664\uff1f<\/p>\n<p>\u7b54\u6848\u662f\u4e0d\u9700\u8981\u3002\u4f9d\u7136\u901a\u8fc7 iGSM \u6570\u636e\u96c6\uff0c\u4f5c\u8005\u7528\u63a7\u5236\u53d8\u91cf\u6cd5\uff0c\u6a2a\u5411\u5bf9\u6bd4\u4e86\u8bf8\u591a\u53c2\u6570\u540e\u5f97\u51fa\u82e5\u5e72\u7ed3\u8bba\uff08\u56fe 4\uff09\u3002<\/p>\n<p>\u4f8b\u5982\uff0c\u5373\u4fbf\u9884\u8bad\u7ec3\u6570\u636e\u4e2d\u7684\u6bcf\u9053\u9898\u76ee\u6709 50% \u7684\u6b65\u9aa4\u5305\u542b\u9519\u8bef\uff0c\u6a21\u578b\u5728\u6d4b\u8bd5\u9636\u6bb5\u5e76\u4e0d\u4f1a\u523b\u610f\u72af\u9519\uff08\u5982\u4f7f\u7528 temp=0 \u751f\u6210\u65f6\uff09\u3002\u80cc\u540e\u7684\u539f\u56e0\u4e0e\u8bed\u8a00\u6a21\u578b\u5bf9\u8bed\u6cd5\u7684\u7ea0\u9519\u80fd\u529b\u6709\u5173\uff0c\u5177\u4f53\u53ef\u53c2\u89c1\u4f5c\u8005\u7684\u53e6\u4e00\u7bc7 Part 1 \u8bba\u6587\uff0c\u56e0\u6b64\u4e0d\u9700\u8981\u5bf9\u9519\u8bef\u8fdb\u884c\u63a9\u7801\u3002\u66f4\u795e\u5947\u7684\u662f\uff0c\u5728\u5408\u7406\u8303\u56f4\u5185\uff0c\u8bad\u7ec3\u96c6\u91cc\u7684\u9519\u8bef\u5176\u5b9e\u8d8a\u591a\u8d8a\u597d\uff0c\u4f8b\u5982\u5305\u542b 50% \u9519\u8bef\u7684\u6570\u636e\uff0c\u6bd4 10% \u9519\u8bef\u7684\u6570\u636e\u5728 iGSM \u6570\u636e\u96c6\u4e0a\u8fd8\u80fd\u518d\u63d0\u5347\u63a8\u7406\u6b63\u786e\u7387 4 \u4e2a\u767e\u5206\u70b9\u3002<\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-86b9b0c766d9022a33ed2b0aaf167dba.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-86b9b0c766d9022a33ed2b0aaf167dba.png\"><\/a><\/section>\n<p><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u56fe 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src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-1ccaafbc20fdbd9e9f32d4e13a1f2773.png\"><\/a><\/section>\n<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-09-08-6\" target=\"_blank\">\u5927\u6a21\u578b\u8fb9\u63a8\u7406\u8fb9\u7ea0\u9519\uff0c\u6709\u53ef\u80fd\u505a\u5230\u5417\uff1f\u8fd9\u662fICML\u7206\u706b\u7684\u6f14\u8bb2<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:\u5927\u6a21\u578b\u8fb9\u63a8\u7406\u8fb9\u7ea0\u9519\uff0c\u6709 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