{"id":22221,"date":"2024-09-18T14:39:05","date_gmt":"2024-09-18T06:39:05","guid":{"rendered":"https:\/\/aif.amtbbs.org\/?p=22221"},"modified":"2024-09-18T14:39:05","modified_gmt":"2024-09-18T06:39:05","slug":"colm-24-%e4%bb%8e%e6%ad%a3%e7%a1%ae%e4%b8%ad%e5%ad%a6%e4%b9%a0%ef%bc%9f%e5%a4%a7%e6%a8%a1%e5%9e%8b%e7%9a%84%e8%87%aa%e6%88%91%e7%ba%a0%e6%ad%a3%e6%96%b0%e8%a7%86%e8%a7%92","status":"publish","type":"post","link":"https:\/\/aif.amtbbs.org\/index.php\/2024\/09\/18\/22221\/","title":{"rendered":"COLM 24 | \u4ece\u6b63\u786e\u4e2d\u5b66\u4e60\uff1f\u5927\u6a21\u578b\u7684\u81ea\u6211\u7ea0\u6b63\u65b0\u89c6\u89d2"},"content":{"rendered":"<div><img data-dominant-color=\"78aeca\" data-has-transparency=\"false\" style=\"--dominant-color: #78aeca;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-22223\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/09\/875e0147025a86950cc61143de30a01fd0d0c6-300x167-1.jpg\" width=\"300\" height=\"167\" alt=\"\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/09\/875e0147025a86950cc61143de30a01fd0d0c6-300x167-1.jpg 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/09\/875e0147025a86950cc61143de30a01fd0d0c6-300x167-1-150x84.jpg 150w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><\/div>\n<div><\/div>\n<div class=\"article-desc\">\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLMs\uff09\u867d\u7136\u8fdb\u5c55\u5f88\u5feb\uff0c\u5f88\u5f3a\u5927\uff0c\u4f46\u662f\u5b83\u4eec\u4ecd\u7136\u5b58\u5728\u4f1a\u4ea7\u751f\u5e7b\u89c9\u3001\u751f\u6210\u6709\u5bb3\u5185\u5bb9\u548c\u4e0d\u9075\u5b88\u4eba\u7c7b\u6307\u4ee4\u7b49\u95ee\u9898\u3002<\/div>\n<div id=\"postspictures\" class=\"article-content\">\n<div id=\"container\" class=\"container am-engine\" data-v-1d7a5742=\"\" data-element=\"root\">\n<p><strong>\u672c\u6587\u4f5c\u8005\u6765\u81ea\u9999\u6e2f\u57ce\u5e02\u5927\u5b66\u548c\u534e\u4e3a\u8bfa\u4e9a\u65b9\u821f\u5b9e\u9a8c\u5ba4\u3002\u5176\u4e2d\uff0c\u7b2c\u4e00\u4f5c\u8005\u59da\u5b87\u7487\u662f\u9999\u6e2f\u57ce\u5e02\u5927\u5b66\u8ba1\u7b97\u673a\u7cfb\u7684\u4e8c\u5e74\u7ea7\u535a\u58eb\u751f\uff0c\u7814\u7a76\u65b9\u5411\u6d89\u53ca\u5927\u6a21\u578b\u7684\u590d\u6742\u63a8\u7406\u548c\u751f\u6210\uff0c\u5e08\u4ece\u5b8b\u6797\u7426\u6559\u6388\u3002\u5434\u6db5\uff0c\u90ed\u5fd7\u6c5f\u662f\u534e\u4e3a\u8bfa\u4e9a\u65b9\u821f\u5b9e\u9a8c\u5ba4\u7814\u7a76\u5458\u3002<\/strong><\/p>\n<p>\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLMs\uff09\u867d\u7136\u8fdb\u5c55\u5f88\u5feb\uff0c\u5f88\u5f3a\u5927\uff0c\u4f46\u662f\u5b83\u4eec\u4ecd\u7136\u5b58\u5728\u4f1a\u4ea7\u751f\u5e7b\u89c9\u3001\u751f\u6210\u6709\u5bb3\u5185\u5bb9\u548c\u4e0d\u9075\u5b88\u4eba\u7c7b\u6307\u4ee4\u7b49\u95ee\u9898\u3002\u4e00\u79cd\u6d41\u884c\u7684\u89e3\u51b3\u65b9\u6848\u5c31\u662f\u57fa\u4e8e\u3010\u81ea\u6211\u7ea0\u6b63\u3011\uff0c\u5927\u6982\u5c31\u662f\u770b\u81ea\u5df1\u8f93\u51fa\u7684\u7ed3\u679c\uff0c\u81ea\u5df1\u53cd\u601d\u4e00\u4e0b\u6709\u6ca1\u6709\u9519\uff0c\u5982\u679c\u6709\u9519\u5c31\u81ea\u5df1\u6539\u6b63\u3002\u76ee\u524d\u81ea\u5df1\u7ea0\u6b63\u8fd8\u662f\u6bd4\u8f83\u5173\u6ce8\u4e8e\u8ba9\u5927\u6a21\u578b<strong>\u4ece\u9519\u8bef\u4e2d\u8fdb\u884c\u5b66\u4e60<\/strong>\u3002\u66f4\u591a\u76f8\u5173\u5185\u5bb9\u53ef\u4ee5\u53c2\u8003\u8fd9\u7bc7 TACL \u7684 survey [1]\u3002<\/p>\n<p>\u4f46\u662f\u5462\uff0c\u73b0\u6709\u7684\u5f88\u591a\u81ea\u6211\u7ea0\u6b63\u7684\u65b9\u6cd5\u4f9d\u8d56\u4e8e\u590d\u6742\u7684 prompt engineering\uff0c\u4eba\u7c7b\u53cd\u9988\uff0c\u6216\u5916\u90e8\u5de5\u5177\uff0c\u4f46\u8fd9\u4e9b\u65b9\u6cd5\u5f80\u5f80\u6bd4\u8f83\u9ebb\u70e6\uff08\u8bd5 prompt\uff09\uff0c\u4e0d\u7a33\u5b9a\uff08\u6362\u4e86\u4e2a\u6a21\u578b prompt \u53ef\u80fd\u5c31\u8981\u4fee\u6539\u4e86\uff09\uff0c\u6602\u8d35\uff08\u4eba\u7c7b\u53cd\u9988\u5f88\u8d35\u7684\uff09\uff0c\u589e\u52a0\u65f6\u5ef6\uff08\u8981\u8c03\u7528\u4e0d\u540c\u7684\u5916\u90e8\u5de5\u5177\uff09\u3002\u4e3a\u4e86\u514b\u670d\u8fd9\u4e9b\u9650\u5236\uff0c\u672c\u6587\u63d0\u51fa\u4e86\u4e00\u79cd\u65e0\u9700 prompt engineering \u4e5f\u65e0\u9700\u5916\u90e8\u53cd\u9988\u7684\u65b9\u6cd5 \u2014\u2014Learning from Correctness\uff08LeCo\uff0c\u662f\u7684\uff0c\u4f5c\u8005\u4eec\u662f\u4e50\u9ad8\u7231\u597d\u8005 XD\uff09\uff0c<strong>\u6211\u4eec\u60f3\u5012\u53cd\u5929\u7f61\uff0c\u4ece\u6b63\u786e\u800c\u4e0d\u662f\u9519\u8bef\u4e2d\u8fdb\u884c\u5b66\u4e60<\/strong>\uff0c\u8ba9\u81ea\u5df1\u53d8\u5f97\u66f4\u5f3a\u5927\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/s6.51cto.com\/oss\/202409\/17\/56b2b1e9371bbc1088a1064fa5965e0ea647ec.webp\" data-type=\"block\" \/><\/p>\n<ul data-id=\"ua73dd4b-3jJJgBZD\">\n<li data-id=\"ld70c578-c5QAhYW8\">\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/pdf\/2403.19094arxiv.org\/pdf\/2403.19094<\/li>\n<li data-id=\"ld70c578-kCF2g71L\">\u4ee3\u7801\u94fe\u63a5\uff1ahttps:\/\/github.com\/starrYYxuan\/LeCo<\/li>\n<\/ul>\n<p><strong>\u4e00\u53e5\u8bdd\u603b\u7ed3<\/strong>\uff1aLeCo \u901a\u8fc7\u5927\u6a21\u578b\u81ea\u5df1\u751f\u6210\u7684\u63a8\u7406\u6b65\u9aa4\u8fdb\u884c\u81ea\u6211\u7ea0\u6b63\uff0c\u65e0\u9700\u4eba\u7c7b\u53cd\u9988\uff0c\u624b\u5de5\u63d0\u793a\u548c\u5916\u90e8\u5de5\u5177\u3002\u5176\u6838\u5fc3\u601d\u60f3\u5c31\u662f\uff1a\u6a21\u578b\u5982\u679c\u77e5\u9053\u66f4\u591a\u7684\u6b63\u786e\u63a8\u7406\u6b65\u9aa4\uff0c\u90a3\u4ed6\u7684\u641c\u7d22\u7a7a\u95f4\u5c31\u53ef\u4ee5\u538b\u7f29\uff0c\u4ece\u800c\u66f4\u6709\u9ad8\u6548\u5730\u627e\u5230\u5b8c\u6574\u7684\u6b63\u786e\u63a8\u7406\u8def\u5f84\u3002LeCo \u4e3a\u6bcf\u4e2a\u63a8\u7406\u6b65\u9aa4\u8ba1\u7b97\u7f6e\u4fe1\u5ea6\u5206\u6570\uff0c\u901a\u8fc7\u5206\u6570\u7ed9\u63a8\u7406\u6b65\u9aa4\u6253\u5206\uff0c\u4f4e\u5206\u7684\u63a8\u7406\u6b65\u88ab\u89c6\u4e3a\u6f5c\u5728\u9519\u8bef\uff0c\u4e4b\u524d\u7684\u6b65\u9aa4\u88ab\u89c6\u4e3a\u6b63\u786e\u3002\u901a\u8fc7\u5c06\u8fd9\u4e9b\u6b63\u786e\u6b65\u9aa4\u9644\u52a0\u5230\u8f93\u5165\u4e2d\uff0c\u6a21\u578b\u53ef\u4ee5\u9010\u6b65\u63a5\u8fd1\u6b63\u786e\u7b54\u6848\u3002\u5982\u4e0b\u56fe\u6240\u793a\uff0cLeCo \u9996\u5148\u5f97\u5230\u5bf9\u5f53\u524d\u95ee\u9898\u7684\u89e3\uff08\u5de6\u8fb9 output\uff09\uff0c \u7136\u540e\u6211\u4eec\u9010\u6e10\u53bb\u6536\u96c6\u6b63\u786e\u7684\u63a8\u7406\u6b65\u9aa4\u77e5\u9053\u5f97\u5230\u6700\u540e\u6b63\u786e\u7684\u89e3\u3002\u8fd9\u79cd\u6e10\u8fdb\u5f0f\u5b66\u4e60\u65b9\u6cd5\u4e0d\u4ec5\u63d0\u9ad8\u4e86\u63a8\u7406\u51c6\u786e\u6027\uff0c\u8fd8\u51cf\u5c11\u4e86 tokens \u6d88\u8017\uff08\u7a77\u4eba\u53cb\u597d\uff09\u548c\u8fed\u4ee3\u6b21\u6570\uff08\u548c\u6295\u7968\uff0c\u4ece\u9519\u8bef\u4e2d\u5b66\u4e60\u76f8\u6bd4\uff09\u3002<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s5.51cto.com\/oss\/202409\/17\/a507559754e2eb07f7e2075ecf0a6842d81b4b.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p>LeCo \u65b9\u6cd5\u793a\u610f\u56fe<\/p>\n<h4>\u5982\u4f55\u627e\u51fa\u6b63\u786e\u7684\u63a8\u7406\u6b65\u9aa4\uff1f<\/h4>\n<p><strong>\u4e00\u4e9b\u9884\u8bbe\u77e5\u8bc6<\/strong>\uff1a\u5728\u751f\u6210\u4efb\u52a1\u4e2d\uff0clogits \u4ee3\u8868\u5019\u9009\u8bcd\u88ab\u9009\u4e3a\u4e0b\u4e00\u4e2a\u8bcd\u7684\u5bf9\u6570\u6982\u7387\u3002\u53e6\u4e00\u65b9\u9762\uff0c\u7f6e\u4fe1\u5ea6\u6307\u7684\u662f\u6a21\u578b\u5bf9\u5176\u9884\u6d4b\u7684\u786e\u5b9a\u6027\u3002\u5728\u63a8\u7406\u4efb\u52a1\u4e2d\uff0c\u6211\u4eec\u63d0\u51fa\u6b65\u9aa4\u7f6e\u4fe1\u5ea6\u6765\u8861\u91cf\u6a21\u578b\u5bf9\u6bcf\u4e2a\u63a8\u7406\u6b65\u9aa4\u7684\u6b63\u786e\u6027\u7684\u7f6e\u4fe1\u5ea6\u3002\u4e8e\u662f\u6211\u4eec\u8bbe\u8ba1\u4e86\u4e09\u79cd\u57fa\u4e8e logits \u7684\u8bc4\u5206\uff0c\u4ece\u5355\u6b65\u63a8\u7406\u6b65\u548c\u4e0d\u540c\u63a8\u7406\u6b65\u51fa\u53d1\uff0c\u5168\u9762\u8bc4\u4f30\u6bcf\u4e2a\u63a8\u7406\u6b65\u9aa4\u7684\u7f6e\u4fe1\u5ea6\u3002<\/p>\n<p><strong>\u65b9\u6cd5<\/strong>\uff1a\u4e3a\u4e86\u627e\u51fa\u5927\u6a21\u578b\u81ea\u5df1\u751f\u6210\u7684\u6b63\u786e\u63a8\u7406\u6b65\u9aa4\uff0c\u672c\u6587\u5f00\u53d1\u4e86\u4e00\u79cd\u57fa\u4e8e\u751f\u6210 logits \u7684\u9ad8\u6548\u65b9\u6cd5\u6765\u6d4b\u91cf\u6bcf\u4e2a\u63a8\u7406\u6b65\u9aa4\u7684\u7f6e\u4fe1\u5ea6\uff0c\u65e0\u9700\u989d\u5916\u6807\u6ce8\u6216\u5de5\u5177\u3002\u901a\u8fc7\u7efc\u5408\u8003\u8651\u6bcf\u4e2a\u6b65\u9aa4\u4e2d\u7684\u5e73\u5747\u7f6e\u4fe1\u5ea6\u3001\u6b65\u9aa4\u7f6e\u4fe1\u5ea6\u5dee\u5f02\u548c\u6b65\u9aa4\u4f20\u9012\u6982\u7387\uff0c<strong>LeCo \u80fd\u8bc6\u522b\u51fa\u8fd1 65% \u7684\u9519\u8bef\u6b65\u9aa4<\/strong>\u3002\u5177\u4f53\u6765\u8bb2\uff0c\u6211\u4eec\u7684\u7f6e\u4fe1\u5ea6\u8bbe\u8ba1\u8003\u8651\u4e86 3 \u4e2a\u4e0d\u540c\u7684\u89d2\u5ea6\uff1a<\/p>\n<p><strong>\u5355\u6b65\u7f6e\u4fe1\u5ea6\uff08average token score\uff09<\/strong>\uff1a\u4e00\u79cd\u7b80\u5355\u7684\u65b9\u6cd5\u6765\u8861\u91cf\u6b65\u9aa4\u7f6e\u4fe1\u5ea6\u662f\u5e73\u5747\u8ba1\u7b97\u67d0\u4e00\u6b65\u4e2d\u7684 token \u6982\u7387\u3002\u8fd9\u4e2a\u5e73\u5747\u503c\u53cd\u6620\u4e86\u6a21\u578b\u5728\u8be5\u6b65\u9aa4\u4e2d\u63a8\u7406\u7684\u786e\u5b9a\u6027\u3002\u5355\u6b65\u7f6e\u4fe1\u5ea6\u5b9a\u4e49\u4e3a\uff1a<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s2.51cto.com\/oss\/202409\/17\/f9fa3a18122dea881a241719ee15939ddcb105.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p><strong>\u5355\u6b65\u6563\u5ea6\u5206\u6570 (step divergence score)<\/strong>\uff1a\u867d\u7136\u5e73\u5747 token \u6982\u7387\u770b\u4f3c\u76f4\u89c2\uff0c\u4f46\u5b83\u53ef\u80fd\u4f1a\u4ea7\u751f\u8bef\u5bfc\u3002\u5728\u4e00\u4e2a\u6b65\u9aa4\u4e2d\uff0c\u5927\u591a\u6570 token \u901a\u5e38\u662f\u5e38\u89c1\u8bcd\u6c47\uff0c\u5177\u6709\u9ad8\u7f6e\u4fe1\u5ea6\u5206\u6570\uff0c\u4f46\u643a\u5e26\u7684\u4fe1\u606f\u5f88\u5c11\u3002\u76f8\u53cd\uff0c\u5bf9\u4e8e\u63a8\u7406\u81f3\u5173\u91cd\u8981\u7684 token\uff0c\u4f8b\u5982\u6570\u5b66\u8ba1\u7b97\uff0c\u901a\u5e38\u7f6e\u4fe1\u5ea6\u8f83\u4f4e\u3002\u8fd9\u79cd\u77db\u76fe\u5bfc\u81f4\u6574\u4e2a\u6b65\u9aa4\u7684\u5e73\u5747 token \u7f6e\u4fe1\u5ea6\u504f\u9ad8\u3002\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\uff0c\u672c\u6587\u63d0\u51fa\u4e86 Step Divergence Score\u3002\u8fd9\u4e2a\u6307\u6807\u6d4b\u91cf\u4e86\u6b65\u9aa4\u4e2d\u6807\u8bb0\u6982\u7387\u7684\u5206\u5e03\u5747\u5300\u6027\u3002\u7406\u60f3\u60c5\u51b5\u4e0b\uff0c\u6b63\u786e\u7684\u63a8\u7406\u6b65\u9aa4 token \u6982\u7387\u4e0d\u4ec5\u9ad8\uff0c\u800c\u4e14\u5728\u6240\u6709 token \u4e4b\u95f4\u5747\u5300\u5206\u5e03\u3002\u4e3a\u6b64\u6211\u4eec\u5b9a\u4e49\u4e86 token \u6982\u7387\u7684\u5f52\u4e00\u5316\u5206\u5e03<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s8.51cto.com\/oss\/202409\/17\/411c3df43ac55f9921527473a7bab57ce7498e.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p>\u548c\u5747\u5300\u5206\u5e03 U \u6765\u8bbe\u8ba1\uff1a<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s8.51cto.com\/oss\/202409\/17\/f9dcafa47d320b3d0464151f26299fc03f5820.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p>\u6b65\u95f4\u8f6c\u79fb\u5206\u6570 (Inter-step Transition Score) : \u5728\u6b65\u9aa4\u5185\u90e8\u6d4b\u91cf\u4e4b\u540e\uff0c\u6211\u4eec\u5bfb\u6c42\u91cf\u5316\u8fde\u7eed\u6b65\u9aa4\u4e4b\u95f4\u7684\u8f6c\u6362\u3002\u521d\u6b65\u5b9e\u9a8c\u53d1\u73b0\u4e86\u4e24\u4e2a\u5173\u952e\u70b9\uff1a<\/p>\n<p>\uff081\uff09\u6574\u4f53\u7f6e\u4fe1\u5ea6\u8f83\u4f4e\u7684\u6b65\u9aa4\u503e\u5411\u4e8e\u5728\u521d\u59cb\u7684\u51e0\u4e2a tokens\uff08\u901a\u5e38\u662f\u524d\u4e09\u4e2a\uff09\u4e2d\u5177\u6709\u8f83\u4f4e\u7684\u7f6e\u4fe1\u5ea6\uff0c\u66f4\u591a\u8ba8\u8bba\u53ef\u4ee5\u5728\u9644\u5f55\u4e2d\u627e\u5230\u3002<\/p>\n<p>\uff082\uff09\u8fd9\u4e9b\u521d\u59cb\u7684\u51e0\u4e2a tokens \u4e5f\u662f\u5728\u4e0d\u540c\u7a0b\u5e8f\u8fd0\u884c\u4e2d\u6700\u6709\u53ef\u80fd\u6539\u53d8\u7684\u3002\u57fa\u4e8e\u8fd9\u4e9b\u89c2\u5bdf\uff0c\u6211\u4eec\u5efa\u8bae\u4f7f\u7528\u6b65\u9aa4\u4e2d\u7684\u5f00\u5934\u7684\u501f\u4e2a tokens \u6982\u7387\u6765\u8868\u793a\u8be5\u6b65\u9aa4\u548c\u4e0b\u4e00\u4e2a\u6b65\u9aa4\u4e4b\u95f4\u7684\u4ea4\u53c9\u8f6c\u6362\u5206\u6570\u3002\u6362\u8a00\u4e4b\uff0c\u8f6c\u6362\u5206\u6570\uff1a<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s7.51cto.com\/oss\/202409\/17\/1336f9f15855080c9908919723ab4f13d016cd.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p>\u7ed3\u5408\u4ee5\u4e0a\u4e09\u4e2a\u5206\u6570\uff0c\u6211\u4eec\u53ef\u4ee5\u5f97\u5230\u9488\u5bf9\u6bcf\u4e2a\u63a8\u7406\u6b65\u9aa4\u7684\u7f6e\u4fe1\u5206\u6570\uff1a<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s4.51cto.com\/oss\/202409\/17\/232b7b5185d8143f33b094512388d9d541a02a.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<h4>LeCO\uff1a\u4ece\u6b63\u786e\u7684\u63a8\u7406\u6b65\u4e2d\u5b66\u4e60<\/h4>\n<p>\u597d\u4e86\uff0c\u73b0\u5728\u6211\u4eec\u5df2\u7ecf\u62e5\u6709\u4e86\u8861\u91cf\u63a8\u7406\u6b65\u7f6e\u4fe1\u5206\u6570\u7684\u65b9\u6cd5\uff0c\u73b0\u5728\u53ea\u9700\u8981\u8fed\u4ee3\u5f0f\u5730\u6536\u96c6\u6b63\u786e\u7684\u63a8\u7406\u6b65\u9aa4\uff0c\u4f18\u5316\u641c\u7d22\u7a7a\u95f4\u53bb\u62ff\u5230\u6700\u540e\u7684\u6b63\u786e\u63a8\u7406\u8def\u5f84\u3002LeCo \u5206\u4e3a\u4e24\u4e2a\u9636\u6bb5\uff1a<\/p>\n<ul data-id=\"ua73dd4b-kmO42HFH\">\n<li data-id=\"ld70c578-kjjIWbgC\"><strong>\u521d\u59cb\u9636\u6bb5\uff08Initial Stage\uff09<\/strong>\uff1a\u7528\u4efb\u4f55 CoT \u7684\u65b9\u6cd5\u751f\u6210\u4e00\u4e2a\u521d\u59cb\u7684\u89e3\u5373\u53ef\uff0c\u8981\u6c42\u5c31\u662f\u9700\u8981\u8fd9\u4e2a\u89e3\u662f\u6709\u63a8\u7406\u6b65\u9aa4\u7684\u3002<\/li>\n<li data-id=\"ld70c578-WpVHlJVS\"><strong>\u53cd\u601d\u9636\u6bb5\uff08Rethink Stage\uff09<\/strong>\uff1a\u62ff\u5230\u8fd9\u4e2a\u89e3\u4e4b\u540e\uff0c\u6211\u4eec\u7528\u4e0a\u8ff0\u65b9\u6cd5\u53bb\u8ba1\u7b97\u6bcf\u4e2a\u63a8\u7406\u6b65\u9aa4\u3002\u7136\u540e\u9009\u62e9\u5206\u6570\u6700\u4f4e\u7684\u90a3\u4e2a\u6b65\u9aa4\u4f5c\u4e3a \u201c\u72af\u9519\u7684\u7b2c\u4e00\u6b65\u201d\u3002\u4e4b\u524d\u7684\u7684\u63a8\u7406\u6b65\u9aa4\u6211\u4eec\u90fd\u8ba4\u4e3a\u662f \u201c\u6b63\u786e\u7684\u6b65\u9aa4\u201d\u3002\u7136\u540e\u6211\u4eec\u5c06\u6b63\u786e\u7684\u6b65\u9aa4\u4e5f\u4f5c\u4e3a\u8f93\u5165\u7ed9\u5230\u5927\u6a21\u578b\u53bb\u8fdb\u884c\u63a8\u7406\u3002<\/li>\n<\/ul>\n<p>LeCo \u5c31\u662f\u5728\u63a8\u7406\u548c\u53cd\u601d\u4e24\u4e2a\u9636\u6bb5\u4ea4\u66ff\u8fdb\u884c\u76f4\u5230\u8fbe\u5230\u505c\u6b62\u7684\u6761\u4ef6\u3002\u6211\u4eec\u8bbe\u7f6e\u7684\u6761\u4ef6\u6709\u4e24\u4e2a\uff1a1. \u8fbe\u5230\u6700\u5927\u7684\u8fed\u4ee3\u6b21\u6570\uff1b2. \u8fde\u7eed\u4e24\u6b21\u7684\u89e3\u90fd\u662f\u4e00\u81f4\u7684\u3002<\/p>\n<p>LeCo \u7b97\u6cd5\u603b\u7ed3\u5982\u4e0b\uff1a<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s7.51cto.com\/oss\/202409\/17\/a9087385008b180e85726902d4ace7ce9813c4.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<h4>\u5b9e\u9a8c\u7ed3\u679c<\/h4>\n<p>\u6211\u4eec\u4f7f\u7528 LeCo \u5728\u63a8\u7406\u4efb\u52a1\u4e0a\u9762\u8fdb\u884c\u4e86\u9a8c\u8bc1\uff0c\u5305\u62ec\u903b\u8f91\u63a8\u7406\uff0c\u5e38\u8bc6\u63a8\u7406\u548c\u6570\u5b66\u63a8\u7406\u3002\u5bf9\u6bd4\u7684\u57fa\u7ebf\u7cfb\u7edf\u5305\u62ec\u4e86\u4e5f\u662f\u9700\u8981\u591a\u6b21\u63a8\u7406\u7684 Self-Consistency\uff08SC [2]\uff09\uff0cAdaptive Consistency\uff08ADPSC [3]\uff09\u548c Recursively Criticizes and Improves\uff08RCI [4]\uff0c\u4ece\u9519\u8bef\u4e2d\u5b66\u4e60\uff09\uff1a<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s5.51cto.com\/oss\/202409\/17\/b69ffb6214cfb6a3112847a6205228adf0799a.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p>\u8868 1\uff1aLeCo \u5728\u903b\u8f91\uff0c\u5e38\u8bc6\u548c\u6570\u5b66\u63a8\u7406\u4e0a\u9762\u7684\u6027\u80fd\u8868\u73b0<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s3.51cto.com\/oss\/202409\/17\/7988ed54397ba1431001260c6fee19e05ca104.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p>\u8868 2\uff1aLeCo \u5728\u9700\u8981\u66f4\u52a0\u590d\u6742\u7684\u63a8\u7406 MATH \u4e0a\u7684\u8868\u73b0<\/p>\n<p>\u4ece\u4e0a\u9762\u7684\u4e24\u4e2a\u8868\u683c\u4e2d\u6211\u4eec\u53ef\u4ee5\u770b\u5230\uff1a<\/p>\n<ul data-id=\"ua73dd4b-MIcWYhVf\">\n<li data-id=\"ld70c578-lCXkWRkW\"><strong>LeCo \u7684\u666e\u9002\u6027<\/strong>\uff1a\u9002\u7528\u4e8e\u4e0d\u540c\u7684\u6a21\u578b\uff08GPT3.5\uff0cGPT4\uff0cDeepSeek\uff09\u548c\u4e0d\u540c\u7684 CoT \u65b9\u6cd5\uff08Initial Stage \u7528\u7684\uff09\uff1b<\/li>\n<li data-id=\"ld70c578-UKn0FpaX\"><strong>LeCo \u7684\u6027\u80fd\u63d0\u5347<\/strong>\uff1a\u5728\u4e0d\u540c\u7c7b\u578b\u7684\u63a8\u7406\u4efb\u52a1\u4e0a\u9762\u90fd\u6709\u63d0\u5347\uff0c\u8d8a\u96be\u7684\u4efb\u52a1\uff0c\u9700\u8981\u8d8a\u591a\u63a8\u7406\u6b65\u9aa4\u7684\u4efb\u52a1\u63d0\u5347\u8d8a\u591a\uff08\u6bd4\u5982 MATH\uff09\uff1b<\/li>\n<li data-id=\"ld70c578-UKPk2nD4\"><strong>LeCo \u7684\u6548\u7387\u63d0\u5347<\/strong>\uff1a\u5982\u4e0b\u4e24\u4e2a\u8868\u683c\u6240\u793a\uff0cLeCo \u9664\u4e86\u5728\u5404\u79cd\u4efb\u52a1\u4e0a\u5bf9\u6027\u80fd\u6709\u4e00\u5b9a\u63d0\u5347\u4e4b\u5916\uff0c\u6240\u6d88\u8017\u7684 token \u6570\u91cf\u66f4\u5c11\uff08\u5982\uff1a\u6bd4 self-consistency \u4f4e 80%\uff09\uff0c\u5e76\u4e14\u6240\u9700\u7684\u8fed\u4ee3\u8f6e\u6570\u66f4\u4f4e\u3002<\/li>\n<\/ul>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s4.51cto.com\/oss\/202409\/17\/43652f761bad8dbc8f05225baba12c3c019320.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p>\u8868 3\uff1aLeCo \u548c\u4e0d\u540c\u65b9\u6cd5\u7684 Token \u6d88\u8017\u6bd4\u8f83<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s3.51cto.com\/oss\/202409\/17\/b73bc2321ac9ecec630937196a38481de42803.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p>\u8868 4\uff1aLeCo \u548c\u4e0d\u540c\u65b9\u6cd5\u7684\u8fed\u4ee3\u6b21\u6570\u6bd4\u8f83<\/p>\n<p>\u4eba\u5de5\u5206\u6790\uff1a\u4e3a\u4e86\u8fdb\u4e00\u6b65\u9a8c\u8bc1 LeCo \u662f\u5426\u771f\u7684\u80fd\u8bc6\u522b\u5230\u63a8\u7406\u4e2d\u6b63\u786e\u7684\u6b65\u9aa4\uff0c\u672c\u6587\u4eba\u5de5\u6807\u6ce8\u4e86 100 \u9898 GSM8K\uff0c\u627e\u51fa\u63a8\u7406\u8fc7\u7a0b\u4e2d\u6b63\u786e\u548c\u9519\u8bef\u7684\u65f6\u95f4\u6b65\u3002Exact Correct \u8868\u793a LeCo \u80fd\u7cbe\u786e\u5b9a\u4f4d\u5230\u7b2c\u4e00\u6b65\u72af\u9519\u7684\u6b65\u9aa4\uff0cPartial Correct \u8868\u793a\u5b9a\u4f4d\u5728 1 \u6b65\u7684\u8bef\u5dee\u8303\u56f4\u5185\uff0cWrong \u8868\u793a\u5b9a\u4f4d\u8bef\u5dee\u8303\u56f4\u5927\u4e8e 1 \u6b65\u3002\u603b\u4f53\u6765\u8bf4\uff0cLeCo \u53ef\u4ee5\u901a\u8fc7\u8ba1\u7b97\u7f6e\u4fe1\u5ea6\u7684\u65b9\u5f0f\u800c\u65e0\u9700\u5916\u90e8\u4fe1\u606f\u8f83\u4e3a\u51c6\u5907\u5730\u627e\u51fa\u6b63\u786e\u548c\u9519\u8bef\u7684\u6b65\u9aa4\uff0c\u4e0d\u8fc7\u4ecd\u7136\u5b58\u5728\u63d0\u5347\u7a7a\u95f4\u3002<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s9.51cto.com\/oss\/202409\/17\/424f3dd741b793eafab830cbf78f9855ebf848.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p>\u8868 5\uff1a\u4e0d\u540c\u65b9\u6cd5\u8ba1\u7b97\u63a8\u7406\u6b65\u9aa4\u7f6e\u4fe1\u5ea6\u7684\u51c6\u786e\u7387\uff08\u4eba\u5de5\u5206\u6790 100 \u9898\uff09<\/p>\n<h4>\u603b\u7ed3<\/h4>\n<p>1. \u672c\u6587\u63d0\u51fa\u4e86\u4e00\u79cd\u65b0\u7684\u591a\u6b65\u63a8\u7406\u8303\u5f0f\uff0c\u79f0\u4e3a\u4ece\u6b63\u786e\u4e2d\u8fdb\u884c\u5b66\u4e60\uff08LeCo\uff09\uff0c\u901a\u8fc7\u9010\u6b65\u79ef\u7d2f\u6b63\u786e\u6b65\u9aa4\u63a5\u8fd1\u6700\u7ec8\u7b54\u6848\uff1b<\/p>\n<p>2. \u672c\u6587\u6311\u6218\u4e86\u9ad8\u8d28\u91cf\u53cd\u9988\u53ea\u80fd\u6765\u81ea\u5916\u90e8\u7684\u89c2\u70b9\uff0c\u5e76\u63d0\u51fa\u4e86\u4e00\u79cd\u4ec5\u4ec5\u4f7f\u7528\u6a21\u578b\u81ea\u8eab\u7684 confidence score \u6765\u8fd1\u4f3c\u6bcf\u4e2a\u63a8\u7406\u6b65\u9aa4\u7684\u6b63\u786e\u6027\u7684\u65b9\u6cd5\uff1b<\/p>\n<p>3. \u65e0\u8bba\u662f\u5f00\u6e90\u548c\u95ed\u6e90\u6a21\u578b\uff0c\u90fd\u53ef\u4ee5\u5728\u5404\u79cd\u591a\u6b65\u63a8\u7406\u4efb\u52a1\u4e2d\u4ece LeCo \u4e2d\u83b7\u76ca\uff0c\u540c\u65f6\u51cf\u5c11 token 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