{"id":36119,"date":"2025-01-06T09:00:10","date_gmt":"2025-01-06T01:00:10","guid":{"rendered":"https:\/\/17aitech.com\/?p=36119"},"modified":"2025-01-06T09:00:10","modified_gmt":"2025-01-06T01:00:10","slug":"%e8%a1%a5%e9%bd%90transformer%e8%a7%84%e5%88%92%e7%9f%ad%e6%9d%bf%e5%8f%88%e4%b8%8d%e6%94%be%e5%bc%83%e5%bf%ab%e9%80%9f%e6%80%9d%e8%80%83%ef%bc%8c%e7%94%b0%e6%b8%8a%e6%a0%8b%e5%9b%a2%e9%98%9f%e7%9a%84","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=36119","title":{"rendered":"\u8865\u9f50Transformer\u89c4\u5212\u77ed\u677f\u53c8\u4e0d\u653e\u5f03\u5feb\u901f\u601d\u8003\uff0c\u7530\u6e0a\u680b\u56e2\u961f\u7684Dualformer\u878d\u5408System 1\u548c2\u53cc\u91cd\u4f18\u52bf"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-10-16-5\" target=\"_blank\">\u8865\u9f50Transformer\u89c4\u5212\u77ed\u677f\u53c8\u4e0d\u653e\u5f03\u5feb\u901f\u601d\u8003\uff0c\u7530\u6e0a\u680b\u56e2\u961f\u7684Dualformer\u878d\u5408System 1\u548c2\u53cc\u91cd\u4f18\u52bf<\/a><\/p>\n<blockquote data-author-name=\"\" data-content-utf8-length=\"23\" data-source-title=\"\" data-type=\"2\" data-url=\"\">\n<section>\n<section>\n<section>\u4e00\u4e2a token \u5c31\u80fd\u63a7\u5236\u6a21\u578b\u5feb\u4e9b\u89e3\u7b54\u6216\u6162\u70b9\u601d\u8003\u3002<\/section>\n<\/section>\n<\/section>\n<\/blockquote>\n<section><\/section>\n<section>OpenAI \u03bf1 \u6a21\u578b\u7684\u53d1\u5e03\u6380\u8d77\u4e86\u4eba\u4eec\u5bf9 AI \u63a8\u7406\u8fc7\u7a0b\u7684\u5173\u6ce8\uff0c\u751a\u81f3\u8ba9\u73b0\u5728\u7684 AI \u884c\u4e1a\u5f00\u59cb\u653e\u5f03\u5377\u8d8a\u6765\u8d8a\u5927\u7684\u6a21\u578b\uff0c\u800c\u662f\u5f00\u59cb\u9488\u5bf9\u63a8\u7406\u8fc7\u7a0b\u8fdb\u884c\u4f18\u5316\u4e86\u3002\u4eca\u5929\u6211\u4eec\u4ecb\u7ecd\u7684\u8fd9\u9879\u6765\u81ea Meta FAIR <mark data-type=\"experts\" data-id=\"3d1d35c6-8b46-4f6e-8da2-81b8c9af6222\">\u7530\u6e0a\u680b<\/mark>\u56e2\u961f\u7684\u7814\u7a76\u4e5f\u662f\u5982\u6b64\uff0c\u5176\u4ece\u4eba\u7c7b\u8ba4\u77e5\u7406\u8bba\u4e2d\u83b7\u5f97\u4e86\u7075\u611f\uff0c\u63d0\u51fa\u4e86\u4e00\u79cd\u65b0\u578b Transformer \u67b6\u6784\uff1aDualformer\u3002<\/section>\n<section><\/section>\n<section>\u6839\u636e\u4eba\u7c7b\u8ba4\u77e5\u7406\u8bba\uff0c\u4eba\u7c7b\u7684\u601d\u8003\u53d7\u5230\u4e24\u4e2a\u7cfb\u7edf\u63a7\u5236\uff1a<\/section>\n<ul>\n<li>\n<p>System 1\uff1a\u7cfb\u7edf 1\uff0c\u901f\u5ea6\u5feb\uff0c\u57fa\u4e8e\u76f4\u89c9\u3002<\/p>\n<\/li>\n<li>\n<p>System 2\uff1a\u7cfb\u7edf 2\uff0c\u901f\u5ea6\u66f4\u6162\uff0c\u66f4\u52a0\u6df1\u601d\u719f\u8651\u3002<\/p>\n<\/li>\n<\/ul>\n<section>\u8fd1\u671f\u6709\u7814\u7a76\u8868\u660e\uff0c\u5982\u679c\u5c06\u7cfb\u7edf 2 \u8fc7\u7a0b\u6574\u5408\u8fdb Transformer \u548c\u5927\u578b<mark data-type=\"tech_tasks\" data-id=\"bf35ef94-d956-4033-a533-0c0828308c36\">\u8bed\u8a00\u6a21\u578b<\/mark>\u4e2d\uff0c\u5c31\u80fd\u663e\u8457\u63d0\u5347\u5b83\u4eec\u7684\u63a8\u7406\u80fd\u529b\u3002\u5c3d\u7ba1\u5982\u6b64\uff0c\u5982\u679c\u6a21\u578b\u53ea\u662f\u6a21\u4eff\u7cfb\u7edf 2 \u5f0f\u7684\u601d\u8003\u8fc7\u7a0b\uff0c\u90a3\u5c31\u9700\u8981\u8fdc\u8fdc\u66f4\u9ad8\u7684\u8ba1\u7b97\u6210\u672c\u624d\u80fd\u5b8c\u6210\uff0c\u540c\u65f6\u54cd\u5e94\u901f\u5ea6\u4e5f\u4f1a\u5927\u5e45\u51cf\u6162\u3002<\/section>\n<section><\/section>\n<section>\u5728\u7814\u7a76\u8fd9\u4e00\u96be\u9898\u65f6\uff0c<mark data-type=\"experts\" data-id=\"3d1d35c6-8b46-4f6e-8da2-81b8c9af6222\">\u7530\u6e0a\u680b<\/mark>\u56e2\u961f\u5f97\u5230\u4e86\u4e00\u9879\u60ca\u4eba\u53d1\u73b0\uff1a\u5728\u89e3\u51b3\u63a8\u7406\u4efb\u52a1\u65f6\uff0c\u4e00\u79cd\u7b80\u5355\u7684\u6570\u636e\u65b9\u6848\u5c31\u8db3\u4ee5\u5b9e\u73b0\u5373\u65f6\u52a8\u6001\u7684\u7cfb\u7edf 1 \u548c\u7cfb\u7edf 2 \u914d\u7f6e\u3002<\/section>\n<section><\/section>\n<section>\u57fa\u4e8e\u6b64\u53d1\u73b0\uff0c\u4ed6\u4eec\u63d0\u51fa\u4e86 Dualformer\u3002\u8fd9\u662f\u4e00\u79cd\u53ef\u4ee5\u8f7b\u677e\u914d\u7f6e\u7684 Transformer\u2014\u2014 \u7528\u6237\u53ef\u4ee5\u6307\u5b9a\u5728\u63a8\u7406\u8fc7\u7a0b\u4e2d\u4f7f\u7528\u5feb\u901f\u6216\u6162\u901f\u6a21\u5f0f\uff0c\u5728\u672a\u6307\u5b9a\u65f6\u6a21\u578b\u4e5f\u53ef\u4ee5\u81ea\u884c\u51b3\u5b9a\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-0003f49fe832e357cc91e794a868e985.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-0003f49fe832e357cc91e794a868e985.png\"><\/a><\/section>\n<ul>\n<li>\n<p>\u8bba\u6587\u6807\u9898\uff1aDualformer: Controllable Fast and Slow Thinking by Learning with Randomized Reasoning Traces<\/p>\n<\/li>\n<li>\n<p>\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/arxiv.org\/pdf\/2410.09918<\/p>\n<\/li>\n<\/ul>\n<section>\u5177\u4f53\u800c\u8a00\uff0c\u4e3a\u4e86\u6a21\u4eff\u7cfb\u7edf 2 \u63a8\u7406\u8fc7\u7a0b\uff0c\u4ed6\u4eec\u8ba9 Transformer \u5728\u5305\u542b\u63a8\u7406\u8f68\u8ff9\u548c\u6700\u7ec8\u89e3\u7b54\u7684\u6570\u636e\u4e0a\u8fdb\u884c\u8bad\u7ec3\u3002\u5229\u7528\u63a8\u7406\u6b65\u9aa4\u7684\u7ed3\u6784\uff0c\u4ed6\u4eec\u8bbe\u8ba1\u4e86\u7279\u5b9a\u7684\u8f68\u8ff9\u4e22\u5f03\u7b56\u7565\uff0c\u4f7f\u5f97\u751f\u6210\u7684\u8f68\u8ff9\u7c7b\u4f3c\u4e8e\u7cfb\u7edf 1 \u5728\u601d\u8003\u8fc7\u7a0b\u4e2d\u91c7\u53d6\u7684\u6377\u5f84\u3002\u5728\u6781\u7aef\u60c5\u51b5\u4e0b\uff0c\u4f1a\u4e22\u5f03\u6574\u4e2a\u8f68\u8ff9\u5e76\u9f13\u52b1 Transformer \u7ed5\u8fc7\u6240\u6709\u4e2d\u95f4\u6b65\u9aa4\uff0c\u76f4\u63a5\u8f93\u51fa\u6700\u7ec8\u89e3\u7b54\u3002\u5728\u8bad\u7ec3\u65f6\uff0c\u4ed6\u4eec\u7684\u7b56\u7565\u662f\u968f\u673a\u9009\u62e9\u8fd9\u4e9b\u7ed3\u6784\u5316\u7684\u8f68\u8ff9\u4e22\u5f03\u7b56\u7565\u3002<\/section>\n<section><\/section>\n<section><strong>\u524d\u63d0\u51c6\u5907<\/strong><\/section>\n<section><\/section>\n<section>\u4ed6\u4eec\u7684\u8fd9\u9879\u7814\u7a76\u57fa\u4e8e<mark data-type=\"experts\" data-id=\"3d1d35c6-8b46-4f6e-8da2-81b8c9af6222\">\u7530\u6e0a\u680b<\/mark>\u56e2\u961f\u4e4b\u524d\u7684\u53e6\u4e00\u9879\u7814\u7a76\u300aBeyond A*: Better planning with transformers via search dynamics bootstrapping\u300b\uff0c\u53c2\u9605<mark data-type=\"institutions\" data-id=\"9e96434f-5827-41e3-9b3c-36d39bc0d446\">\u673a\u5668\u4e4b\u5fc3<\/mark>\u62a5\u9053\u300a\u8865\u9f50 Transformer <mark data-type=\"tech_tasks\" data-id=\"3f5eac69-dad3-43e7-9022-40dcf97a1892\">\u89c4\u5212<\/mark>\u77ed\u677f\uff0c<mark data-type=\"experts\" data-id=\"3d1d35c6-8b46-4f6e-8da2-81b8c9af6222\">\u7530\u6e0a\u680b<\/mark>\u56e2\u961f\u7684 Searchformer \u706b\u4e86\u300b\u3002\u4e3a\u4e86\u6267\u884c<mark data-type=\"tech_tasks\" data-id=\"3f5eac69-dad3-43e7-9022-40dcf97a1892\">\u89c4\u5212<\/mark>\uff0c\u4ed6\u4eec\u8981\u8bad\u7ec3\u4e00\u4e2a Transformer \u6765\u5efa\u6a21\u4e00\u4e2a token \u5e8f\u5217\uff0c\u800c\u8be5\u5e8f\u5217\u5219\u662f\u4ee5\u987a\u5e8f\u65b9\u5f0f\u6765\u8868\u793a\u8be5<mark data-type=\"tech_tasks\" data-id=\"3f5eac69-dad3-43e7-9022-40dcf97a1892\">\u89c4\u5212<\/mark>\u4efb\u52a1\u3001A* \u7b97\u6cd5\u7684\u8ba1\u7b97\u3001\u7531 A* \u641c\u7d22\u5f97\u5230\u7684\u6700\u4f18\u89e3\u3002<\/section>\n<section><\/section>\n<section>\u56fe 3.1 \u5c55\u793a\u4e86\u5176 token \u5316\u65b9\u6cd5\uff0c\u5176\u4e2d\u793a\u4f8b\u662f\u4e00\u4e2a 3\u00d73 \u8ff7\u5bab\u7684\u5bfc\u822a\u4efb\u52a1\uff0c\u76ee\u6807\u662f\u627e\u5230\u4ece\u8d77\u70b9\u5230\u76ee\u6807\u5355\u5143\u683c\u7684\u6700\u77ed\u8def\u5f84\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-103aaba16e5a7c737b98ce48de4bd17a.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-103aaba16e5a7c737b98ce48de4bd17a.png\"><\/a><\/section>\n<section>A* \u7b97\u6cd5\u5df2\u7ecf\u6210\u529f\u627e\u5230\u4e86\u6700\u4f73<mark data-type=\"tech_tasks\" data-id=\"3f5eac69-dad3-43e7-9022-40dcf97a1892\">\u89c4\u5212<\/mark>\u3002\u8fd9\u91cc\u4f7f\u7528\u4e00\u4e2a token \u5e8f\u5217\u6765\u8868\u793a\u8be5\u4efb\u52a1\u548c\u8ff7\u5bab\u7ed3\u679c\uff0c\u5176\u4e5f\u88ab\u7528\u4f5c Dualformer \u7684\u63d0\u793a\u8bcd\u3002\u8be5\u89e3\u7b54\u7531\u4f7f\u7528\u5750\u6807\u63cf\u8ff0\u8def\u5f84\u7684<mark data-type=\"tech_tasks\" data-id=\"3f5eac69-dad3-43e7-9022-40dcf97a1892\">\u89c4\u5212<\/mark> token \u5e8f\u5217\u63cf\u8ff0\u3002A* \u7b97\u6cd5\u751f\u6210\u4e00\u4e2a\u641c\u7d22\u8f68\u8ff9\u5e8f\u5217\uff0c\u8bb0\u5f55\u6267\u884c\u7684\u641c\u7d22\u52a8\u6001\uff0c\u5982\u56fe 4.1 \u6240\u793a\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-06c312b97a1b61227e84cc5c02dd82f6.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-06c312b97a1b61227e84cc5c02dd82f6.png\"><\/a><\/section>\n<section>\u56de\u60f3\u4e00\u4e0b\uff0cA* \u7b97\u6cd5\u662f\u4e00\u79cd\u5728\u52a0\u6743\u56fe\u4e0a\u7684\u5bfb\u8def\u7b97\u6cd5\u3002create \u5b50\u53e5\u5c06\u8282\u70b9\uff08\u7531\u540e\u7eed\u5750\u6807\u8868\u793a\uff09\u6dfb\u52a0\u5230\u641c\u7d22\u8fb9\u754c\u4e2d\uff0cclose \u5b50\u53e5\u5c06\u8282\u70b9\u6dfb\u52a0\u5230\u8be5\u95ed\u96c6\u3002\u6bcf\u4e2a\u5b50\u53e5\uff08create \u6216 close\uff09\u540e\u9762\u90fd\u8ddf\u7740 token x\u3001y\u3001c0 \u548c c1\u2014\u2014 \u5206\u522b\u8868\u793a\u8282\u70b9\u7684\u5750\u6807\u3001\u81ea\u5f00\u59cb\u4ee5\u6765\u7684\u6210\u672c\u503c\u548c\u542f\u53d1\u503c\u3002<\/section>\n<section><\/section>\n<section><strong>\u7ed3\u6784\u5316\u8f68\u8ff9\u4e22\u5f03\u548c\u968f\u673a\u8bad\u7ec3<\/strong><\/section>\n<section><\/section>\n<section><mark data-type=\"experts\" data-id=\"3d1d35c6-8b46-4f6e-8da2-81b8c9af6222\">\u7530\u6e0a\u680b<\/mark>\u56e2\u961f\u4e4b\u524d\u63d0\u51fa\u7684 Searchformer \u5df2\u88ab\u8bc1\u660e\u53ef\u4ee5\u6709\u6548\u89e3\u51b3\u591a\u79cd\u590d\u6742\u7684\u51b3\u7b56\u4efb\u52a1\u3002\u4f46\u662f\uff0c\u5b83\u4ecd\u6709\u4e24\u4e2a\u4e0d\u8db3\u3002<\/section>\n<section><\/section>\n<section>1. \u6a21\u578b\u4ec5\u80fd\u4ee5\u6162\u901f\u6a21\u5f0f\u8fd0\u884c\u5e76\u4f1a\u8f93\u51fa\u5f88\u957f\u7684\u63a8\u7406\u94fe\uff0c\u8fd9\u4f1a\u6781\u5927\u5ef6\u957f\u63a8\u7406\u65f6\u95f4\u3002\u5c3d\u7ba1\u53ef\u901a\u8fc7 bootstrapping\uff08\u4e00\u79cd\u8fed\u4ee3\u4f18\u5316\u6280\u672f\uff0c\u5305\u542b rollout \u5faa\u73af\u548c\u4e4b\u540e\u7684\u5fae\u8c03\u8fc7\u7a0b\uff09\u6765\u63d0\u901f\uff0c\u4f46\u8fd9\u6837\u7684\u8fc7\u7a0b\u4f1a\u5bf9\u8ba1\u7b97\u8d44\u6e90\u4ea7\u751f\u663e\u8457\u7684\u989d\u5916\u9700\u6c42\u3002<\/section>\n<section><\/section>\n<section>2. Searchformer \u5f88\u96be\u751f\u6210\u591a\u6837\u5316\u7684\u89e3\u7b54\uff0c\u56e0\u4e3a\u5176\u7ecf\u5e38\u4f1a\u91c7\u6837\u76f8\u540c\u7684 rollout\u3002\u4e3e\u4e2a\u4f8b\u5b50\uff0c\u5728\u4ed6\u4eec\u6d4b\u8bd5\u8fc7\u7684 1000 \u4e2a 30\u00d730 \u8ff7\u5bab\u95ee\u9898\u4e2d\uff0cSearchformer \u7684\u63a8\u7406\u94fe\u5e73\u5747\u5305\u542b 1500 \u591a\u4e2a token\uff0c\u800c\u53ea\u80fd\u5728 64 \u4e2a\u54cd\u5e94\u4e2d\u627e\u5230 7.6 \u6761\u5404\u4e0d\u4e00\u6837\u7684\u53ef\u884c\u8def\u5f84\u3002<\/section>\n<section><\/section>\n<section>\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e9b\u6311\u6218\uff0c\u4ed6\u4eec\u63d0\u51fa\u4e86\u4e00\u4e2a\u5229\u7528\u968f\u673a\u5316\u63a8\u7406\u8f68\u8ff9\u7684\u8bad\u7ec3\u6846\u67b6\u3002\u8be5\u65b9\u6cd5\u7684\u7075\u611f\u6765\u81ea\u4e24\u4e2a\u7814\u7a76\u65b9\u5411\uff1a<\/section>\n<ul>\n<li>\n<p>\u8be5\u56e2\u961f\u6ce8\u610f\u5230\uff0c\u5373\u4fbf Searchformer \u662f\u5728\u5b8c\u6574\u7684 A* \u641c\u7d22\u8f68\u8ff9\u4e0a\u8bad\u7ec3\u7684\uff0c\u4f46\u5b83\u4e5f\u4f1a\u751f\u6210\u66f4\u77ed\u7684\u52fe\u52d2\u641c\u7d22\u8fc7\u7a0b\u7684\u8f68\u8ff9\u3002<\/p>\n<\/li>\n<li>\n<p>\u7814\u7a76\u8868\u660e\uff0c\u4eba\u7c7b\u5728\u505a\u51b3\u7b56\u65f6\u5f80\u5f80\u4f9d\u8d56\u6377\u5f84\u548c\u6a21\u5f0f\uff0c\u8fd9\u4e00\u6982\u5ff5\u88ab\u79f0\u4e3a\u7cfb\u7edf 1 \u601d\u7ef4\u3002<\/p>\n<\/li>\n<\/ul>\n<section>\u8fd9\u4e9b\u89c2\u5bdf\u518d\u52a0\u4e0a dropout \u6280\u672f\uff08\u5728\u8bad\u7ec3\u65f6\u968f\u673a\u4e22\u5f03<mark data-type=\"tech_methods\" data-id=\"72b0bcc0-d8f9-4edd-919f-fa7c2560388c\">\u795e\u7ecf\u7f51\u7edc<\/mark>\u4e2d\u7684\u4e00\u4e9b\u5355\u5143\uff09\u7684\u6210\u529f\uff0c\u4fc3\u4f7f\u8be5\u56e2\u961f\u7814\u7a76\u4e86\u968f\u673a\u5316\u63a8\u7406\u8f68\u8ff9\u7684\u4f5c\u7528\uff0c\u5e76\u4e14\u4ed6\u4eec\u8fd8\u5e0c\u671b\u901a\u8fc7\u5229\u7528\u7ed3\u6784\u5316\u5143\u7d20\u5e76\u9009\u62e9\u6027\u5730\u4e22\u5f03\u6bcf\u4e2a\u8bad\u7ec3\u793a\u4f8b\u7684\u67d0\u4e9b\u90e8\u5206\u6765\u7b80\u5316 A* \u641c\u7d22\u8f68\u8ff9\u3002\u8be5\u65b9\u6cd5\u7684\u7ec6\u8282\u5982\u4e0b\u3002<\/section>\n<section><\/section>\n<section>\u5982\u56fe 4.1 \u6240\u793a\uff0cA* \u641c\u7d22\u8f68\u8ff9\u5305\u542b create \u548c close \u5b50\u53e5\uff0c\u6bcf\u4e2a\u5b50\u53e5\u90fd\u5305\u62ec\u8282\u70b9\u7684\u5750\u6807\u53ca\u5176\u5230\u8fbe\u8d77\u59cb\u4f4d\u7f6e\u548c\u76ee\u6807\u4f4d\u7f6e\u7684\uff08\u4f30\u8ba1\uff09\u6210\u672c\u3002\u4e3a\u4e86\u63a8\u5bfc\u5f97\u5230 Dualformer\uff0c\u4ed6\u4eec\u5229\u7528\u4e86\u641c\u7d22\u8f68\u8ff9\u7684\u7ed3\u6784\uff0c\u5e76\u4e3a\u6bcf\u4e2a\u8bad\u7ec3\u793a\u4f8b\u4e22\u5f03\u8f68\u8ff9\u4e2d\u7684\u67d0\u4e9b\u90e8\u5206\u3002\u5176\u6709\u4e09\u79cd\u81ea\u7136\u7684\u4e22\u5f03\u7c7b\u578b\uff1a<\/section>\n<ul>\n<li>\n<p>D1\uff1a\u4e22\u5f03\u4e00\u4e2a close \u5b50\u53e5\uff1b<\/p>\n<\/li>\n<li>\n<p>D2\uff1a\u4e22\u5f03\u4e00\u4e2a\u5b50\u53e5\u4e2d\u7684\u6210\u672c token\uff1b<\/p>\n<\/li>\n<li>\n<p>D3\uff1a\u4e22\u5f03\u4e00\u4e2a create \u5b50\u53e5\u3002<\/p>\n<\/li>\n<\/ul>\n<section>\u57fa\u4e8e\u6b64\uff0c\u4ed6\u4eec\u5f00\u53d1\u51fa\u4e86\u56db\u4e2a\u5c42\u7ea7\u9010\u5c42\u9012\u8fdb\u7684\u4e22\u5f03\u7b56\u7565\uff1a<\/section>\n<ul>\n<li>\n<p>Level 1\uff1a\u53bb\u9664\u641c\u7d22\u8f68\u8ff9\u4e2d\u6240\u6709 close \u5b50\u53e5\u3002<\/p>\n<\/li>\n<li>\n<p>Level 2\uff1a\u66f4\u8fdb\u4e00\u6b65\uff0c\u989d\u5916\u4e22\u5f03\u6240\u6709\u6210\u672c token\u3002<\/p>\n<\/li>\n<li>\n<p>Level 3\uff1a\u66f4\u52a0\u6fc0\u8fdb\uff0c\u8fdb\u4e00\u6b65\u968f\u673a\u4e22\u5f03 30% \u7684 create \u5b50\u53e5\u3002<\/p>\n<\/li>\n<li>\n<p>Level 4\uff1a\u4e22\u5f03\u6574\u6761\u641c\u7d22\u8f68\u8ff9\u3002<\/p>\n<\/li>\n<\/ul>\n<section>\u56fe 4.1 \u57fa\u4e8e\u4e0a\u8ff0\u8ff7\u5bab\u4efb\u52a1\u6f14\u793a\u4e86\u8fd9\u4e9b\u7b56\u7565\u3002\u540e\u9762\u6211\u4eec\u4f1a\u770b\u5230\uff0c\u8fd9\u4e9b\u7b56\u7565\u53ef\u6709\u6548\u5730\u5f15\u5bfc Dualformer \u5b66\u4e60\u66f4\u7b80\u6d01\u3001\u66f4\u9ad8\u6548\u7684\u641c\u7d22\u548c\u63a8\u7406\u8fc7\u7a0b\u3002<\/section>\n<section><\/section>\n<section>\u4e3a\u4e86\u63d0\u5347\u8bad\u7ec3\u6570\u636e\u7684\u591a\u6837\u6027\uff0c\u4ed6\u4eec\u6ca1\u6709\u5c06\u4e22\u5f03\u4f5c\u4e3a\u4e00\u4e2a\u6570\u636e\u9884\u5904\u7406\u6b65\u9aa4\u3002\u800c\u662f\u5728\u63a8\u7406\u65f6\u95f4\uff0c\u5bf9\u4e8e\u4e00\u4e2a\u6570\u636e<mark data-type=\"concepts\" data-id=\"e3995dcb-2c96-4671-b7ed-d5f2abae3c08\">\u6279\u6b21<\/mark>\u4e2d\u7684\u6bcf\u4e2a\u8bad\u7ec3\u6837\u672c\uff0c\u90fd\u4ece\u4e00\u4e2a\u5206\u7c7b\u5206\u5e03 Cat (p_0, p_1, p_2, p_3, p_4) \u4e2d\u968f\u673a\u62bd\u53d6\u4e22\u5f03\u7b56\u7565\uff0c\u5176\u4e2d p_1, . . . , p_4 \u662f\u6267\u884c Level 1-4 \u4e22\u5f03\u7684\u6982\u7387\uff0cp_0 \u662f\u4fdd\u6301\u5b8c\u6574\u8f68\u8ff9\u7684\u6982\u7387\u3002\u8fd9\u79cd\u8bad\u7ec3\u6846\u67b6\u53ef\u4f7f Dualformer \u5b66\u4e60\u591a\u4e2a\u7ecf\u8fc7\u7ea6\u7b80\u7684\u8f68\u8ff9\uff0c\u5373\u4f7f\u5bf9\u4e8e\u5355\u4e2a\u8bad\u7ec3\u793a\u4f8b\u4e5f\u662f\u5982\u6b64\uff0c\u56e0\u4e3a\u540c\u4e00\u4e2a\u793a\u4f8b\u53ef\u80fd\u51fa\u73b0\u5728\u591a\u4e2a<mark data-type=\"concepts\" data-id=\"e3995dcb-2c96-4671-b7ed-d5f2abae3c08\">\u6279\u6b21<\/mark>\u4e2d\u3002<\/section>\n<section><\/section>\n<section><strong>\u53ef\u63a7\u5f0f\u751f\u6210<\/strong><\/section>\n<section><\/section>\n<section>Dualformer \u5177\u6709\u4e00\u4e2a\u975e\u5e38\u5438\u5f15\u4eba\u7684\u7279\u6027\uff1a\u5728\u63a8\u7406\u65f6\uff0c\u53ef\u4ee5\u8f7b\u677e\u5730\u901a\u8fc7\u63d0\u793a\u8bcd\u6307\u5b9a\u4ee5\u5feb\u901f\u6216\u6162\u901f\u751f\u6210\u6a21\u5f0f\u8fd0\u884c\u3002<\/section>\n<section><\/section>\n<section>\u8be5\u63a7\u5236\u673a\u5236\u975e\u5e38\u7b80\u5355\uff1a\u5728\u6807\u51c6\u63d0\u793a\u8bcd\u4e4b\u540e\u6dfb\u52a0\u4e00\u4e2a bos \u548c\u4e00\u4e2a\u63a7\u5236 token\uff0c\u5176\u4e2d\u63a7\u5236 token \u662f plan \u6216 create \u4e2d\u7684\u4e00\u4e2a\u3002<\/section>\n<section><\/section>\n<section>\u5982\u679c\u4f7f\u7528 plan\uff0c\u5219 Dualformer \u5c06\u4ee5\u5feb\u901f\u6a21\u5f0f\u8fd0\u884c\uff0c\u7ed5\u8fc7\u63a8\u7406\u6b65\u9aa4\u5e76\u76f4\u63a5\u8f93\u51fa<mark data-type=\"tech_tasks\" data-id=\"3f5eac69-dad3-43e7-9022-40dcf97a1892\">\u89c4\u5212<\/mark>\u3002\u53e6\u4e00\u65b9\u9762\uff0c\u5982\u679c\u5728 bos \u4e4b\u540e\u6ce8\u5165 create\uff0c\u5219 Dualformer \u5c06\u4ee5\u6162\u901f\u6a21\u5f0f\u5de5\u4f5c\u5e76\u751f\u6210\u63a8\u7406\u8f68\u8ff9\u548c\u6700\u7ec8<mark data-type=\"tech_tasks\" data-id=\"3f5eac69-dad3-43e7-9022-40dcf97a1892\">\u89c4\u5212<\/mark>\u3002\u4e0b\u9762\u57fa\u4e8e\u8ff7\u5bab\u4efb\u52a1\u5c55\u793a\u4e86\u8fd9\u4e24\u79cd\u6a21\u5f0f\u7684\u793a\u610f\u56fe\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-59cde13c37b9623d682c6410d976ea18.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-59cde13c37b9623d682c6410d976ea18.png\"><\/a><\/section>\n<section>\u800c\u5982\u679c\u4ec5\u4f7f\u7528\u6807\u51c6\u63d0\u793a\u8bcd\uff0c\u5219 Dualformer \u5c06\u6a21\u4eff\u4eba\u7c7b\u51b3\u7b56\u7684\u53cc\u91cd\u8fc7\u7a0b \u2014\u2014 \u6839\u636e\u60c5\u51b5\uff0c\u5b83\u4f1a\u9009\u62e9\u4e00\u79cd\u5206\u522b\u5bf9\u5e94\u4e8e\u7cfb\u7edf 1 \u548c\u7cfb\u7edf 2 \u7684\u63a8\u7406\u7c7b\u578b\u8fdb\u884c\u54cd\u5e94\u3002<\/section>\n<section><strong><br \/><\/strong><\/section>\n<section><strong>\u5b9e\u9a8c<\/strong><\/section>\n<section><\/section>\n<section>\u5b9e\u9a8c\u7684\u76ee\u6807\u662f\u89e3\u7b54\u4ee5\u4e0b\u4e09\u4e2a\u95ee\u9898\uff1a<\/section>\n<section><\/section>\n<section>1. Dualformer \u5728\u5feb\u901f\u3001\u6162\u901f\u548c\u81ea\u52a8\u6a21\u5f0f\u4e0b\u7684\u8868\u73b0\u662f\u5426\u4f18\u4e8e\u76f8\u5e94\u7684\u57fa\u7ebf\uff1f<\/section>\n<section>2. \u5728\u6162\u901f\u6a21\u5f0f\u4e0b\uff0cDualformer \u662f\u5426\u80fd\u5b9e\u73b0\u66f4\u5feb\u7684\u63a8\u7406\uff0c\u5373\u8f93\u51fa\u66f4\u77ed\u7684\u8f68\u8ff9\uff1f<\/section>\n<section>3. \u7ed3\u6784\u5316\u7684\u8f68\u8ff9\u4e22\u5f03\u6280\u672f\u662f\u5426\u9002\u7528\u4e8e\u5728\u81ea\u7136\u8bed\u8a00\u6570\u636e\u96c6\u4e0a\u8bad\u7ec3\u7684 LLM\uff1f<\/section>\n<section><\/section>\n<section>\u4e3a\u4e86\u89e3\u7b54\u95ee\u9898 1 \u548c 2\uff0c\u8be5\u56e2\u961f\u8bad\u7ec3\u4e86\u6c42\u89e3\u8ff7\u5bab\u5bfc\u822a\u4efb\u52a1\u548c\u7d27\u5bc6\u76f8\u5173\u7684\u63a8\u7bb1\u5b50\uff08Sokoban\uff09\u4efb\u52a1\u7684 Transformer\u3002\u4e3a\u4e86\u89e3\u7b54\u95ee\u9898 3\uff0c\u4ed6\u4eec\u5fae\u8c03\u4e86 LLama-3.1-8B \u548c Mistral-7B \u6a21\u578b\u6765\u89e3\u7b54\u6570\u5b66\u95ee\u9898\u3002<\/section>\n<section><\/section>\n<section><strong>\u5bfc\u822a\u4efb\u52a1\uff1a\u8ff7\u5bab\u548c\u63a8\u7bb1\u5b50<\/strong><\/section>\n<section><\/section>\n<section>\u8ff7\u5bab\u548c\u63a8\u7bb1\u5b50\u4efb\u52a1\u4f7f\u7528\u7684\u6570\u636e\u96c6\u4e0e Searchformer \u7814\u7a76\u7684\u4e00\u6837\u3002\u8fd9\u91cc\u5c31\u4e0d\u518d\u8d58\u8ff0\uff0c\u6211\u4eec\u76f4\u63a5\u6765\u770b\u7ed3\u8bba\u3002<\/section>\n<section><\/section>\n<section>\u7814\u7a76\u8868\u660e\uff0cDualformer \u53ef\u4ee5\u6839\u636e\u63a7\u5236\u6307\u4ee4\u9009\u62e9\u5feb\u901f\u6216\u6162\u901f\u7684\u8fd0\u884c\u6a21\u5f0f\u3002\u5728\u5feb\u901f\u6a21\u5f0f\u4e0b\uff0c\u5b83\u4ec5\u8f93\u51fa\u6700\u7ec8<mark data-type=\"tech_tasks\" data-id=\"3f5eac69-dad3-43e7-9022-40dcf97a1892\">\u89c4\u5212<\/mark>\uff1b\u5728\u6162\u901f\u6a21\u5f0f\u4e0b\uff0c\u5b83\u8fd8\u4f1a\u751f\u6210\u63a8\u7406\u8f68\u8ff9\u3002\u8be5\u56e2\u961f\u5728\u4e0d\u540c\u7684\u6a21\u5f0f\u4e0b\u8ba9 Dualformer \u5bf9\u6bd4\u4e86\u4e0d\u540c\u7684\u57fa\u7ebf\u3002\u4f7f\u7528\u7684\u6307\u6807\u5305\u62ec\u751f\u6210<mark data-type=\"tech_tasks\" data-id=\"3f5eac69-dad3-43e7-9022-40dcf97a1892\">\u89c4\u5212<\/mark>\u7684\u6b63\u786e\u6027\u3001\u6700\u4f18\u6027\u548c\u591a\u6837\u6027\u3001\u63a8\u7406\u8f68\u8ff9\u7684\u957f\u5ea6\u7b49\u3002<\/section>\n<ul>\n<li>\n<p>\u5feb\u901f\u6a21\u5f0f<\/p>\n<\/li>\n<\/ul>\n<section>\u8868 5.1 \u5206\u522b\u62a5\u544a\u4e86\u5728\u8ff7\u5bab\u548c\u63a8\u7bb1\u5b50\u4efb\u52a1\u4e0a\uff0cDualformer \u548c\u57fa\u7ebf\u4ec5\u89e3\u7b54\u6a21\u578b\u7684\u6027\u80fd\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-247e89095a3b226f200aa82b4a716b17.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-247e89095a3b226f200aa82b4a716b17.png\"><\/a><\/section>\n<section>\u53ef\u4ee5\u770b\u5230\uff0c\u5728\u751f\u6210\u6b63\u786e\u548c\u6700\u4f18<mark data-type=\"tech_tasks\" data-id=\"3f5eac69-dad3-43e7-9022-40dcf97a1892\">\u89c4\u5212<\/mark>\u65b9\u9762\uff0cDualformer \u5728 1-Solved-64 \u548c 1-Optimal-64 \u6307\u6807\u4e0a\u4e2d\u90fd\u660e\u663e\u4f18\u4e8e\u57fa\u7ebf\u3002\u5b83\u5728 3-Solved-64 \u548c 3-Optimal-64 \u6307\u6807\u4e0a\u4e5f\u660e\u663e\u8d85\u8fc7\u4e86\u57fa\u7ebf\uff0c\u8fd9\u8bc1\u660e\u4e86 Dualformer \u5728<mark data-type=\"tech_tasks\" data-id=\"3f5eac69-dad3-43e7-9022-40dcf97a1892\">\u89c4\u5212<\/mark>\u751f\u6210\u65b9\u9762\u7684\u7a33\u5065\u6027\u3002<\/section>\n<section><\/section>\n<section>\u5c24\u5176\u9700\u8981\u6ce8\u610f\uff0c\u968f\u7740\u4efb\u52a1\u96be\u5ea6\u63d0\u5347\uff0cDualformer \u7684\u4f18\u52bf\u4e5f\u4f1a\u589e\u5927\u3002\u5bf9\u4e8e\u6700\u5927\u7684 30\u00d730 \u8ff7\u5bab\uff0cDualformer \u7684 1-Optimal-64 \u6210\u529f\u7387\u662f\u4ec5\u89e3\u7b54\u6a21\u578b\u7684 2.8 \u500d\uff0c\u5728 3-Optimal-64 \u4e0a\u662f 2.97 \u500d\u3002<\/section>\n<section><\/section>\n<section>Dualformer \u7684 SWC \u5206\u6570\u4e5f\u6bd4\u57fa\u7ebf\u9ad8\u5f97\u591a \u2014\u2014 \u5728\u6bcf\u4e2a\u73af\u5883\u4e2d\u90fd\u9ad8\u4e8e 0.9\u3002\u8fd9\u8868\u660e Dualformer \u751f\u6210\u7684\u6bcf\u4e2a\u5355\u72ec<mark data-type=\"tech_tasks\" data-id=\"3f5eac69-dad3-43e7-9022-40dcf97a1892\">\u89c4\u5212<\/mark>\u7684\u8d28\u91cf\u90fd\u5f88\u9ad8\uff0c\u5176\u6210\u672c\u975e\u5e38\u63a5\u8fd1\u6700\u4f73<mark data-type=\"tech_tasks\" data-id=\"3f5eac69-dad3-43e7-9022-40dcf97a1892\">\u89c4\u5212<\/mark>\u3002<\/section>\n<section><\/section>\n<section>\u5728\u5b9e\u9a8c\u8003\u8651\u7684\u6240\u6709\u95ee\u9898\u4e0a\uff0cDualformer \u8fd8\u80fd\u7a33\u5b9a\u5730\u751f\u6210\u66f4\u591a\u6837\u5316\u7684<mark data-type=\"tech_tasks\" data-id=\"3f5eac69-dad3-43e7-9022-40dcf97a1892\">\u89c4\u5212<\/mark>\u3002\u6bd4\u5982\u5728\u4e0b\u9762\u8fd9\u4e2a\u8ff7\u5bab\u793a\u4f8b\u4e2d\uff0c\u968f\u7740\u8ff7\u5bab\u89c4\u6a21\u7684\u589e\u52a0\uff0cDualformer \u7684\u591a\u6837\u6027\u5f97\u5206\uff08\u5373 64 \u4e2a\u54cd\u5e94\u4e2d\u4e0d\u540c\u4f46\u6b63\u786e\u7684<mark data-type=\"tech_tasks\" data-id=\"3f5eac69-dad3-43e7-9022-40dcf97a1892\">\u89c4\u5212<\/mark>\u7684\u5e73\u5747\u6570\u91cf\uff09\u4f1a\u589e\u52a0\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-75fc6eac4828c67b6569e1acec8eeef1.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-75fc6eac4828c67b6569e1acec8eeef1.png\"><\/a><\/section>\n<section>\u4e00\u822c\u6765\u8bf4\uff0c\u968f\u7740\u8ff7\u5bab\u89c4\u6a21\u589e\u5927\uff0c\u5230\u8fbe\u5355\u4e2a\u76ee\u6807\u4f4d\u7f6e\u7684\u53ef\u80fd\u8def\u7ebf\u4e5f\u8d8a\u6765\u8d8a\u591a\u3002\u8fd9\u8868\u660e Dualformer \u5b66\u4e60\u4e86\u8ff7\u5bab\u7ed3\u6784\uff0c\u800c\u4ec5\u89e3\u7b54\u6a21\u578b\u53ef\u80fd\u662f\u8bb0\u4f4f\u4e86\u6700\u4f73<mark data-type=\"tech_tasks\" data-id=\"3f5eac69-dad3-43e7-9022-40dcf97a1892\">\u89c4\u5212<\/mark>\uff0c\u56e0\u4e3a\u5176\u591a\u6837\u6027\u5f97\u5206\u5728\u6240\u6709\u8ff7\u5bab\u89c4\u6a21\u4e0b\u90fd\u63a5\u8fd1 1\u3002<\/section>\n<ul>\n<li>\n<p>\u6162\u901f\u6a21\u5f0f<\/p>\n<\/li>\n<\/ul>\n<section>\u8868 5.2 \u62a5\u544a\u4e86 Dualformer \u5728\u6162\u901f\u6a21\u5f0f\u4e0b\u8fd0\u884c\u65f6\u7684\u7ed3\u679c\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-180a90770335f78fb4c79ee834245eec.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-180a90770335f78fb4c79ee834245eec.png\"><\/a><\/section>\n<section>\u76f8\u5e94\u7684\u57fa\u7ebf\u662f Complete-Trace \u6a21\u578b\uff0c\u5b83\u4f7f\u7528\u76f8\u540c\u7684\u67b6\u6784\u5e76\u5728\u5177\u6709\u5b8c\u6574 A* \u641c\u7d22\u8f68\u8ff9\u7684\u6570\u636e\u4e0a\u8fdb\u884c\u4e86\u8bad\u7ec3\u3002\u9664\u4e86\u4e4b\u524d\u62a5\u544a\u7684\u6307\u6807\u4e4b\u5916\uff0c\u8be5\u7814\u7a76\u8fd8\u62a5\u544a\u4e86\u5728\u6240\u6709 1000 \u4e2a\u8bc4\u4f30\u4efb\u52a1\u4e2d\u6c47\u603b\u7684 64 \u4e2a\u54cd\u5e94\u7684\u63a8\u7406\u8f68\u8ff9\u5e73\u5747\u957f\u5ea6\u3002\u7ed3\u679c\u8868\u660e\uff0cDualformer \u5b9e\u73b0\u4e86\u66f4\u597d\u7684<mark data-type=\"tech_tasks\" data-id=\"3f5eac69-dad3-43e7-9022-40dcf97a1892\">\u89c4\u5212<\/mark>\u80fd\u529b\u548c\u63a8\u7406\u901f\u5ea6\u3002\u5b83\u5728\u6240\u6709\u6b63\u786e\u6027\u548c\u6700\u4f18\u6027\u6307\u6807\u65b9\u9762\u90fd\u4f18\u4e8e Complete-Trace \u6a21\u578b\uff1a\u5305\u62ec\u89e3\u51b3\u7387\u3001\u6700\u4f18\u7387\u548c SWC\u3002<\/section>\n<section><\/section>\n<section>\u6b64\u5916\uff0cDualformer \u4ea7\u751f\u7684\u63a8\u7406\u8f68\u8ff9\u660e\u663e\u77ed\u4e8e\u57fa\u7ebf\u6a21\u578b\u3002\u5e73\u5747\u800c\u8a00\uff0cDualformer \u5728\u4e94\u4e2a\u4efb\u52a1\u4e2d\u5c06\u8f68\u8ff9\u957f\u5ea6\u51cf\u5c11\u4e86 49.4%\u3002\u4e0e\u4ee5\u524d\u4e00\u6837\uff0c\u4e0e\u57fa\u7ebf\u76f8\u6bd4\uff0cDualformer \u8fd8\u751f\u6210\u4e86\u66f4\u591a\u4e0d\u540c\u7684<mark data-type=\"tech_tasks\" data-id=\"3f5eac69-dad3-43e7-9022-40dcf97a1892\">\u89c4\u5212<\/mark>\u3002<\/section>\n<ul>\n<li>\n<p>\u4e0e\u641c\u7d22\u52a8\u6001\u5f15\u5bfc\u7684\u6bd4\u8f83<\/p>\n<\/li>\n<\/ul>\n<section>Complete-Trace \u6a21\u578b\u662f<mark data-type=\"experts\" data-id=\"3d1d35c6-8b46-4f6e-8da2-81b8c9af6222\">\u7530\u6e0a\u680b<\/mark>\u56e2\u961f\u7684\u57fa\u672c Searchformer \u6a21\u578b\u3002\u8be5\u65b9\u6cd5\u8fd8\u63d0\u51fa\u4e86\u4e00\u79cd\u641c\u7d22\u52a8\u6001\u5f15\u5bfc\u65b9\u6cd5\u6765\u63d0\u9ad8\u5176\u5728\u63a8\u7bb1\u5b50\u4efb\u52a1\u4e0a\u7684\u6027\u80fd\uff0c\u7c7b\u4f3c\u4e8e Anthony \u7b49\u4eba\uff082017\uff09\uff1bZelikman \u7b49\u4eba\uff082022\uff09\u7684\u7814\u7a76\u3002<\/section>\n<section><\/section>\n<section>\u5728\u8bad\u7ec3 Searchformer \u6a21\u578b\u540e\uff0c\u4f5c\u8005\u5728\u65b0\u521b\u5efa\u7684\u81ea\u5f15<mark data-type=\"concepts\" data-id=\"59a40d6c-220d-4a14-847c-0156b45a2f74\">\u5bfc\u6570<\/mark>\u636e\u96c6\u4e0a\u5bf9\u5176\u8fdb\u884c\u5fae\u8c03\u3002\u5bf9\u4e8e\u539f\u59cb\u6570\u636e\u96c6\u4e2d\u7684\u6bcf\u4e2a\u63a8\u7bb1\u5b50\u7ade\u8d5b\uff0c\u6b64\u5904\u751f\u6210 32 \u4e2a\u7b54\u6848\uff0c\u5e76\u5c06\u6700\u77ed\u7684\u6700\u4f73\u7b54\u6848\u7eb3\u5165\u65b0\u6570\u636e\u96c6\u3002\u6211\u4eec\u53ef\u4ee5\u591a\u6b21\u91cd\u590d\u6b64\u8fc7\u7a0b\u3002<\/section>\n<section><\/section>\n<section>\u901a\u8fc7\u8fd9\u79cd\u65b9\u5f0f\uff0cSearchformer \u5b66\u4f1a\u4e86\u751f\u6210\u66f4\u77ed\u7684\u7b54\u6848\u3002\u8868 5.4 \u5c06 Dualformer \u4e0e\u6700\u591a\u5fae\u8c03 3 \u6b65\u7684 Searchformer \u6a21\u578b\u8fdb\u884c\u4e86\u6bd4\u8f83\u3002Dualformer \u5728\u5927\u591a\u6570\u6307\u6807\u4e0a\u4e0e\u5f15\u5bfc\u6a21\u578b\u76f8\u5f53\u6216\u66f4\u597d\uff0c\u540c\u65f6\u4ec5\u4f7f\u7528\u4e0d\u5230 45.1% \u7684\u63a8\u7406\u6b65\u9aa4\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-fdecba8bf3356b20ae91c81329468f82.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-fdecba8bf3356b20ae91c81329468f82.png\"><\/a><\/section>\n<section>\u8be5\u56e2\u961f\u53d1\u73b0\uff0c\u6bcf\u4e2a\u5f15\u5bfc\u6b65\u9aa4\u9700\u8981\u63a8\u51fa 3.2 \u00d7 10^6 \u4e2a\u603b\u54cd\u5e94\u548c 10^4 \u6b21\u8fed\u4ee3\u7684\u989d\u5916\u5fae\u8c03\u3002\u8fd9\u610f\u5473\u7740\u5305\u62ec 8 \u00d7 10^5 \u6b21\u9884\u8bad\u7ec3\u8fed\u4ee3\u3002Searchformer \u6b65\u9aa4 3 \u603b\u5171\u9700\u8981 8.3 \u00d7 10^5 \u6b21\u8bad\u7ec3\u8fed\u4ee3\u548c 9.6 \u00d7 10^6 \u6b21 rollout\uff0c\u8ba1\u7b97\u6210\u672c\u5f88\u9ad8\u3002\u76f8\u6bd4\u4e4b\u4e0b\uff0cDualformer \u53ea\u9700\u8981\u4e00\u4e2a\u7531 8 \u00d7 10^5 \u6b21\u8fed\u4ee3\u7ec4\u6210\u7684\u8bad\u7ec3\u9636\u6bb5\uff0c\u6ca1\u6709\u989d\u5916\u7684 rollout \u9700\u6c42\u3002<\/section>\n<section><strong><br \/><\/strong><\/section>\n<section><strong>\u81ea\u52a8\u6a21\u5f0f<\/strong><\/section>\n<section><\/section>\n<section>\u4e0d\u4ec5\u80fd\u901a\u8fc7\u5728 bos \u4e4b\u540e\u6ce8\u5165\u63a7\u5236 token \u7684\u65b9\u5f0f\u6765\u63a7\u5236 Dualformer \u7684\u63a8\u7406\u6a21\u5f0f\uff0c\u8fd8\u53ef\u4ee5\u76f4\u63a5\u6267\u884c\u91c7\u6837\uff0c\u4f7f\u5176\u81ea\u7531\u786e\u5b9a\u64cd\u4f5c\u6a21\u5f0f\uff0c\u7c7b\u4f3c\u4e8e\u4eba\u7c7b\u51b3\u7b56\u7684\u53cc\u91cd\u8fc7\u7a0b\u3002\u8fd9\u79cd Dualformer \u88ab\u79f0\u4e3a\u81ea\u52a8\u6a21\u5f0f\u3002\u8868 5.3 \u62a5\u544a\u4e86\u7ed3\u679c\u3002\u5bf9\u4e8e\u8fd9\u91cc\u8003\u8651\u7684\u6240\u6709\u4efb\u52a1\uff0c\u81ea\u52a8\u6a21\u5f0f Dualformer \u4e5f\u4f18\u4e8e Complete-Trace \u548c Solution-Only \u6a21\u578b\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-8d9ad50371812c5e97d48b788bf4fc56.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-8d9ad50371812c5e97d48b788bf4fc56.png\"><\/a><\/section>\n<section><strong>\u5927\u6a21\u578b\u8bad\u7ec3\u4e2d\u7684\u5e94\u7528\uff1a\u6570\u5b66\u63a8\u7406<\/strong><\/section>\n<section><\/section>\n<section>\u4f5c\u8005\u5c55\u793a\u4e86\u7ed3\u6784\u5316\u8f68\u8ff9\u4e22\u5f03\u6280\u672f\u5728\u8bad\u7ec3\u5927\u89c4\u6a21 LLM \u89e3\u51b3\u6570\u5b66\u95ee\u9898\u65b9\u9762\u7684\u6709\u6548\u6027\u3002\u5177\u4f53\u6765\u8bf4\uff0c\u4f5c\u8005\u4f7f\u7528\u4e86\u5305\u542b\u5404\u79cd\u6570\u5b66\u95ee\u9898\u548c\u7b54\u6848\u7684\u6570\u636e\u96c6\u5bf9 Llama-3-8B \u548c Mistral-7B \u6a21\u578b\u8fdb\u884c\u5fae\u8c03\uff0c\u5176\u4e2d\u5305\u542b\u8be6\u7ec6\u7684\u63a8\u7406\u6b65\u9aa4\u3002\u5176\u4e2d\u4f7f\u7528\u4e86\u4e00\u79cd\u8f68\u8ff9\u4e22\u5f03\u6280\u672f\uff0c\u8be5\u6280\u672f\u4e5f\u5229\u7528\u4e86\u6570\u5b66\u95ee\u9898\u7684\u63a8\u7406\u8f68\u8ff9\u7684\u7279\u5b9a\u7ed3\u6784\u3002<\/section>\n<section><\/section>\n<section>\u6700\u540e\uff0c\u4f5c\u8005\u518d\u5bf9\u751f\u6210\u7684\u6a21\u578b\u4e0e\u76f4\u63a5\u5728\u6570\u636e\u96c6\u4e0a\u5fae\u8c03\u7684\u76f8\u5e94\u57fa\u7840\u6a21\u578b\u8fdb\u884c<mark data-type=\"concepts\" data-id=\"308c3a45-0fee-4ec6-858e-85b15f440fc0\">\u57fa\u51c6<\/mark>\u6d4b\u8bd5\u3002<\/section>\n<section><\/section>\n<section>\u7ed3\u679c\u89c1\u8868 5.6\u3002\u4f5c\u8005\u5171\u6d4b\u8bd5\u4e86 p \u7684\u56db\u4e2a\u503c\uff1a0.1\u30010.2\u30010.3 \u548c 0.4\u3002\u7ed3\u679c\u8868\u660e\uff0c\u65b0\u7814\u7a76\u6240\u63d0\u51fa\u7684\u8bad\u7ec3\u7b56\u7565\u4f7f\u8fd9\u4e24\u4e2a LLM \u66f4\u52a0\u6709\u6548\u548c\u9ad8\u6548\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-972fac825c761a6917efd63080ea3aa4.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-972fac825c761a6917efd63080ea3aa4.png\"><\/a><\/section>\n<section>\u9996\u5148\u6765\u770b Mistral-7B \u6a21\u578b\u7684\u7ed3\u679c\u3002\u5bf9\u4e8e\u6162\u901f\u6a21\u5f0f\u63a8\u7406\uff0c\u4f7f\u7528\u8f68\u8ff9\u4e22\u5f03\u548c\u968f\u673a\u8bad\u7ec3\u5bf9\u6a21\u578b\u8fdb\u884c\u5fae\u8c03\u53ef\u4ee5\u6539\u8fdb\u76f4\u63a5\u5728 Aug-MATH \u6570\u636e\u96c6\u4e0a\u5fae\u8c03\u7684\u57fa\u7ebf\u6a21\u578b\u3002\u5f53 p = 0.1 \u65f6\uff0c\u7edd\u5bf9 Greedy@1 \u6307\u6807\u63d0\u9ad8\u4e86 1.7%\uff08\u76f8\u5f53\u4e8e 10% \u7684\u76f8\u5bf9\u6027\u80fd\u63d0\u5347\uff09\uff0c\u5f53 p = 0.2 \u548c 0.3 \u65f6\u63d0\u9ad8\u4e86 0.9%\uff0c\u5f53 p = 0.4 \u65f6\u63d0\u9ad8\u4e86 0.1%\u3002\u5f53 p = 0.1\u30010.2 \u548c 0.3 \u65f6\uff0c\u65b0\u6a21\u578b\u4e5f\u4f18\u4e8e Pass@20 \u6307\u6807\u7684\u57fa\u7ebf\u6a21\u578b\uff0c\u5176\u4e2d\u7edd\u5bf9\u6b63\u786e\u7387\u589e\u52a0\u5230 61.9%\u3002\u5728\u4e24\u79cd\u8bc4\u4f30\u65b9\u6848\u4e0b\uff0c\u63a8\u7406\u8f68\u8ff9\u7684\u5e73\u5747\u957f\u5ea6\u968f\u7740 p \u7684\u589e\u52a0\u800c\u4e0b\u964d\u3002<\/section>\n<section><\/section>\n<section>\u540c\u6837\uff0c\u5bf9\u4e8e\u5feb\u901f\u6a21\u5f0f\u4e0b\u7684\u63a8\u7406\uff0c\u65b0\u6a21\u578b\u4e5f\u5b9e\u73b0\u4e86\u66f4\u9ad8\u7684\u6b63\u786e\u7387\u3002Llama-3-8B \u6a21\u578b\u4e5f\u5177\u6709\u7c7b\u4f3c\u7684\u6027\u80fd\u6539\u8fdb\u8d8b\u52bf\u3002\u6700\u540e\uff0c\u4e3a\u4e86\u4f9b\u8bfb\u8005\u53c2\u8003\uff0c\u4f5c\u8005\u8fd8\u5217\u51fa\u4e86\u5728\u539f\u59cb MATH \u6570\u636e\u96c6\u4e0a\u5fae\u8c03\u7684 Mistral-7B \u548c Llama-3-8B \u6a21\u578b\u7684\u7ed3\u679c\u3002<\/section>\n<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-10-16-5\" target=\"_blank\">\u8865\u9f50Transformer\u89c4\u5212\u77ed\u677f\u53c8\u4e0d\u653e\u5f03\u5feb\u901f\u601d\u8003\uff0c\u7530\u6e0a\u680b\u56e2\u961f\u7684Dualformer\u878d\u5408System 1\u548c2\u53cc\u91cd\u4f18\u52bf<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:\u8865\u9f50Transform 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