{"id":35888,"date":"2025-01-02T18:00:12","date_gmt":"2025-01-02T10:00:12","guid":{"rendered":"https:\/\/17aitech.com\/?p=35888"},"modified":"2025-01-02T18:00:12","modified_gmt":"2025-01-02T10:00:12","slug":"noam-brown%e6%97%a9%e5%b7%b2%e9%a2%84%e7%a4%bao1%e5%bc%ba%e5%a4%a7%e6%8e%a8%e7%90%86%e8%83%bd%e5%8a%9b%ef%bc%8c%e6%bc%94%e8%ae%b2%e6%b7%b1%e5%ba%a6%e8%a7%a3%e6%9e%90ai%e6%8e%a8%e7%90%86%e7%a0%94","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=35888","title":{"rendered":"Noam Brown\u65e9\u5df2\u9884\u793ao1\u5f3a\u5927\u63a8\u7406\u80fd\u529b\uff0c\u6f14\u8bb2\u6df1\u5ea6\u89e3\u6790AI\u63a8\u7406\u7814\u7a76\u8109\u7edc"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-10-04-2\" target=\"_blank\">Noam Brown\u65e9\u5df2\u9884\u793ao1\u5f3a\u5927\u63a8\u7406\u80fd\u529b\uff0c\u6f14\u8bb2\u6df1\u5ea6\u89e3\u6790AI\u63a8\u7406\u7814\u7a76\u8109\u7edc<\/a><\/p>\n<section>\u4e0d\u4e45\u4e4b\u524d\uff0c<a data-linktype=\"2\" href=\"https:\/\/mp.weixin.qq.com\/s?__biz=MzA3MzI4MjgzMw==&amp;mid=2650934313&amp;idx=1&amp;sn=3e89923751621fed57602ffe4ba751f4&amp;scene=21#wechat_redirect\">OpenAI \u53d1\u5e03\u4e86 o1 \u7cfb\u5217\u6a21\u578b<\/a>\uff0c\u5176\u5f3a\u5927\u7684\u63a8\u7406\u80fd\u529b\u8ba9\u6211\u4eec\u770b\u89c1\u4e86 AI \u53d1\u5c55\u7684\u65b0\u53ef\u80fd\u3002\u8fd1\u65e5\uff0cOpenAI \u8457\u540d\u7814\u7a76\u79d1\u5b66\u5bb6 Noam Brown \u4e00\u4efd 5 \u6708\u7684\u6f14\u8bb2\u4e0a\u7ebf\u7f51\u7edc\uff0c\u6216\u53ef\u63ed\u793a o1 \u80cc\u540e\u7684\u7814\u7a76\u53d1\u5c55\u8109\u7edc\u3002<\/section>\n<article>\n<p>\u5728\u8fd9\u4e2a\u9898\u4e3a\u300c\u5173\u4e8e AI \u89c4\u5212\u529b\u91cf\u7684\u5bd3\u8a00\uff1a\u4ece\u6251\u514b\u5230\u5916\u4ea4\u300d\u7684\u6f14\u8bb2\u4e2d\uff0c Brown \u4ecb\u7ecd\u4e86\u6251\u514b\u3001\u56f4\u68cb\u548c\u5916\u4ea4\u7b49\u6e38\u620f\u9886\u57df\u7684\u7814\u7a76\u7a81\u7834\uff0c\u5e76\u5c24\u5176\u5f3a\u8c03\u4e86\u641c\u7d22\/\u89c4\u5212\u7b97\u6cd5\u5728\u8fd9\u4e9b\u6210\u5c31\u4e2d\u7684\u5173\u952e\u4f5c\u7528\u3002\u4e4b\u540e\uff0c\u4ed6\u4e5f\u6307\u51fa\u4e86\u641c\u7d22\/\u89c4\u5212\u7814\u7a76\u5728\u6539\u8fdb\u673a\u5668\u5b66\u4e60\u6a21\u578b\u65b9\u9762\u7684\u6f5c\u5728\u672a\u6765\u3002<\/p>\n<p>Noam Brown\uff0c\u5982\u679c\u4f60\u8fd8\u4e0d\u719f\u6089\u8fd9\u4e2a\u540d\u5b57\uff1a\u4ed6\u662f OpenAI \u7684\u4e00\u4f4d\u8457\u540d\u7814\u7a76\u79d1\u5b66\u5bb6\uff0c\u4e3b\u653b\u65b9\u5411\u662f\u63a8\u7406\u548c\u81ea\u535a\u5f08\uff0c\u66fe\u53c2\u4e0e\u521b\u9020\u4e86\u9996\u4e2a\u5728\u53cc\u73a9\u5bb6\u548c\u591a\u73a9\u5bb6\u65e0\u9650\u6ce8\u5fb7\u5dde\u6251\u514b\u4e0a\u51fb\u8d25\u4eba\u7c7b\u9876\u7ea7\u804c\u4e1a\u73a9\u5bb6\u7684 AI\uff1aLibratus \u548c Pluribus\u3002\u5176\u4e2d Pluribus \u66fe\u88ab Science \u8bc4\u9009\u4e3a 2019 \u5e74\u5341\u5927\u79d1\u5b66\u7a81\u7834\u4e4b\u4e00\u3002\u6b64\u5916\uff0c\u4ed6\u4e5f\u9886\u5bfc\u5f00\u53d1\u4e86 Cicero \u7cfb\u7edf\uff0c\u8fd9\u662f\u9996\u4e2a\u5728\u81ea\u7136\u8bed\u8a00\u7b56\u7565\u5916\u4ea4\u6e38\u620f Diplomacy \u4e0a\u8fbe\u5230\u4eba\u7c7b\u6c34\u5e73\u7684 AI\u3002\u51ed\u501f\u5728 AI \u9886\u57df\u7684\u5353\u8d8a\u8d21\u732e\uff0c\u4ed6\u83b7\u5f97\u8fc7\u9a6c\u6587\u00b7\u660e\u65af\u57fa\u5956\u7ae0\uff08Marvin Minsky Medal\uff09\u7b49\u8bb8\u591a\u5956\u9879\u3002<a href=\"https:\/\/mp.weixin.qq.com\/s?__biz=MzA3MzI4MjgzMw==&amp;mid=2650936851&amp;idx=2&amp;sn=26f3fe5de73ea5686c2f1c8f467be7f8&amp;chksm=84e7d26db3905b7bef3edf0e996c5647d4cef0d3f609ee2eaf9e6af37e438553eea77ae4d375&amp;token=554618254&amp;lang=zh_CN#rd\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-80ca0d98b826b58d2c21315b06df6c48.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-80ca0d98b826b58d2c21315b06df6c48.png\"><\/a><\/a><\/p>\n<section>\u89c6\u9891\u5730\u5740\uff1ahttps:\/\/www.youtube.com\/watch?v=eaAonE58sLU<\/section>\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_78 ez-toc-wrap-left-text counter-hierarchy ez-toc-counter ez-toc-light-blue ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">\u6587\u7ae0\u76ee\u5f55<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"Toggle Table of Content\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><ul class='ez-toc-list-level-5' ><li class='ez-toc-heading-level-5'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/17aitech.com\/?p=35888\/#%E6%9D%A5%E8%87%AA_Paul_G_Allen_School\" >\u6765\u81ea Paul G. Allen School<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/17aitech.com\/?p=35888\/#%E6%90%9C%E7%B4%A2%E4%B8%8E%E8%A7%84%E5%88%92%E5%BC%80%E5%A7%8B%E5%BD%B0%E6%98%BE%E5%8A%9B%E9%87%8F\" >\u641c\u7d22\u4e0e\u89c4\u5212\u5f00\u59cb\u5f70\u663e\u529b\u91cf<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/17aitech.com\/?p=35888\/#%E8%A7%84%E5%88%92%E4%B9%9F%E6%9C%89%E5%8A%A9%E4%BA%8E%E5%85%B6%E5%AE%83%E6%B8%B8%E6%88%8F%E4%BB%BB%E5%8A%A1\" >\u89c4\u5212\u4e5f\u6709\u52a9\u4e8e\u5176\u5b83\u6e38\u620f\u4efb\u52a1<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/17aitech.com\/?p=35888\/#%E7%94%A8%E4%BA%8E%E5%A4%96%E4%BA%A4%E7%9A%84%E4%BA%BA%E5%B7%A5%E6%99%BA%E8%83%BD\" >\u7528\u4e8e\u5916\u4ea4\u7684\u4eba\u5de5\u667a\u80fd<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/17aitech.com\/?p=35888\/#%E8%A7%84%E5%88%92%E4%B8%BA%E4%BD%95%E6%9C%89%E6%95%88%EF%BC%9F\" >\u89c4\u5212\u4e3a\u4f55\u6709\u6548\uff1f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/17aitech.com\/?p=35888\/#%E5%9C%A8%E8%AF%AD%E8%A8%80%E6%A8%A1%E5%9E%8B%E4%B8%AD%E4%BD%BF%E7%94%A8%E8%A7%84%E5%88%92\" >\u5728\u8bed\u8a00\u6a21\u578b\u4e2d\u4f7f\u7528\u89c4\u5212<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/17aitech.com\/?p=35888\/#%E5%BD%93%E4%BB%8A%E7%9A%84_AI_%E5%9B%BE%E6%99%AF%E5%92%8C%E6%9C%AA%E6%9D%A5%E6%96%B9%E5%90%91\" >\u5f53\u4eca\u7684 AI \u56fe\u666f\u548c\u672a\u6765\u65b9\u5411<\/a><\/li><\/ul><\/nav><\/div>\n<h5><span class=\"ez-toc-section\" id=\"%E6%9D%A5%E8%87%AA_Paul_G_Allen_School\"><\/span>\u6765\u81ea Paul G. Allen School<span class=\"ez-toc-section-end\"><\/span><\/h5>\n<p><strong>\u673a\u5668\u4e4b\u5fc3\u8be6\u7ec6\u68b3\u7406\u4e86 Noam Brown \u7684\u6f14\u8bb2\u5185\u5bb9\uff0c\u4ee5\u98e8\u8bfb\u8005\uff1a<\/strong><\/p>\n<p>\u6f14\u8bb2\u5f00\u7bc7\uff0cBrown \u8c08\u5230\u4e86\u81ea\u5df1\u521a\u5f00\u59cb\u7814\u7a76\u751f\u751f\u6daf\u7684\u65f6\u5019\u3002\u90a3\u662f\u5728 2012 \u5e74\uff0c\u4ed6\u5f00\u59cb\u7814\u7a76\u6253\u6251\u514b\u7684 AI\u3002\u5f53\u65f6\u4eba\u4eec\u5df2\u7ecf\u7814\u7a76\u4e86\u6251\u514b AI \u591a\u5e74\u65f6\u95f4\u3002\u5f88\u591a\u4eba\u7684\u611f\u89c9\u5c31\u662f\u7cfb\u7edf\u7684\u95ee\u9898\u5df2\u7ecf\u89e3\u51b3\uff0c\u5269\u4e0b\u7684\u95ee\u9898\u5c31\u662f\u89c4\u6a21\u6269\u5c55\uff08scaling\uff09\u4e86\u3002<\/p>\n<p>\u4e0b\u56fe\u5de6\u4e0b\u5c55\u793a\u4e86\u90a3\u51e0\u5e74\u6a21\u578b\u53c2\u6570\u91cf\u7684\u53d8\u5316\u60c5\u51b5\u3002<\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-3297b22cb8b0b6a327ebf6e8b9d431bb.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-3297b22cb8b0b6a327ebf6e8b9d431bb.png\"><\/a><\/section>\n<p>\u90a3\u51e0\u5e74\uff0c\u5404\u4e2a\u7814\u7a76\u6251\u514b AI \u7684\u5b9e\u9a8c\u5ba4\u90fd\u4f1a\u8bad\u7ec3\u66f4\u5927\u7684\u65b0\u6a21\u578b\u6765\u4e92\u76f8\u7ade\u8d5b\u3002\u8fd9\u5c31\u662f\u5f53\u65f6\u7684\u5e74\u5ea6\u8ba1\u7b97\u673a\u6251\u514b\u7ade\u8d5b\u3002<\/p>\n<p>\u4ec0\u4e48\u610f\u5916\uff0c\u6bcf\u4e00\u5e74\u7684\u65b0\u6a21\u578b\u90fd\u4f1a\u53d8\u5f97\u6bd4\u4e4b\u524d\u7684\u6a21\u578b\u66f4\u5f3a\u5927\u3002<\/p>\n<p>2014 \u5e74\u65f6\uff0cBrown \u4e0e\u5176\u5bfc\u5e08\u4e00\u8d77\u5f00\u53d1\u4e86\u5f53\u524d\u6700\u5f3a\u5927\u7684\u6251\u514b AI\uff0c\u53d6\u5f97\u4e86\u7ade\u8d5b\u7b2c\u4e00\u540d\u3002\u90a3\u65f6\u5019\u4ed6\u4eec\u5f00\u59cb\u5c1d\u8bd5\u5728\u5b9e\u9645\u7684\u6bd4\u8d5b\u4e2d\u4e0e\u4e13\u5bb6\u7ea7\u4eba\u7c7b\u5bf9\u6297\u3002\u4e8e\u662f\u5728 2015 \u5e74\uff0c\u4ed6\u4eec\u4e3e\u529e\u4e86\u4eba\u8111\u4e0e AI \u6251\u514b\u7ade\u8d5b\u3002<\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-5d8fa2f517296fb111a7e69a35d59657.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-5d8fa2f517296fb111a7e69a35d59657.png\"><\/a><\/section>\n<p>\u4ed6\u4eec\u8ba9\u81ea\u5df1\u7684 AI \u6311\u6218\u4e86 4 \u4f4d\u9876\u5c16\u804c\u4e1a\u73a9\u5bb6\uff0c\u73a9\u4e86 8 \u4e07\u624b\u3002\u6700\u7ec8\uff0c\u4ed6\u4eec\u5f00\u53d1\u7684\u540d\u4e3a Claudico \u7684 AI \u724c\u624b\u60e8\u8d25\u6536\u573a\u3002<\/p>\n<h4><span class=\"ez-toc-section\" id=\"%E6%90%9C%E7%B4%A2%E4%B8%8E%E8%A7%84%E5%88%92%E5%BC%80%E5%A7%8B%E5%BD%B0%E6%98%BE%E5%8A%9B%E9%87%8F\"><\/span><strong>\u641c\u7d22\u4e0e\u89c4\u5212\u5f00\u59cb\u5f70\u663e\u529b\u91cf<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h4>\n<p>\u5728\u8fd9\u573a\u6bd4\u8d5b\u4e2d\uff0c\u4ed6\u6ce8\u610f\u5230\u4e00\u4e9b\u6709\u8da3\u7684\u73b0\u8c61\u3002\u4ed6\u4eec\u7684 AI \u4e4b\u524d\u5df2\u7ecf\u4f7f\u7528\u4e86\u5927\u7ea6 1 \u4e07\u4ebf\u624b\u5bf9\u5c40\u6570\u636e\u8fdb\u884c\u4e86\u8bad\u7ec3\u3002\u5728\u8fd9\u573a\u6bd4\u8d5b\u4e4b\u524d\u51e0\u4e2a\u6708\u65f6\u95f4\u91cc\uff0c\u8fd9\u4e2a AI \u4e00\u76f4\u5728\u6570\u5343\u53f0 GPU \u4e0a\u4e0d\u95f4\u65ad\u5730\u73a9\u6251\u514b\u3002<\/p>\n<p>\u800c\u5230\u4e86\u771f\u6b63\u4e0e\u804c\u4e1a\u73a9\u5bb6\u6bd4\u8d5b\u7684\u65f6\u5019\uff0c\u5b83\u4f1a\u5728\u5f88\u5feb\u7684\u65f6\u95f4\u91cc\u505a\u51fa\u51b3\u5b9a\uff0c\u51e0\u4e4e\u662f\u7acb\u5373\u5b8c\u6210\u3002\u4f46\u5982\u679c\u662f\u4eba\u7c7b\u9762\u5bf9\u540c\u6837\u7684\u4efb\u52a1\uff0c\u5219\u901a\u5e38\u4f1a\u6df1\u601d\u719f\u8651\u3002<\/p>\n<p>Brown \u5728\u90a3\u65f6\u5019\u4fbf\u60f3\u5230\u4e86\uff0c\u8fd9\u6216\u8bb8\u5c31\u662f AI \u6240\u7f3a\u5c11\u7684\u4e1c\u897f\u3002\u8fd9\u4e5f\u6210\u4e86\u5176\u4e4b\u540e\u7684\u91cd\u8981\u7814\u7a76\u65b9\u5411\u4e4b\u4e00\u3002<\/p>\n<p>2017 \u5e74\u65f6\uff0c\u4ed6\u4eec\u53d1\u5e03\u4e86\u4e00\u7bc7\u8bba\u6587\u7ed9\u51fa\u4e86\u521d\u6b65\u7684\u7814\u7a76\u7ed3\u679c\uff08\u8fd9\u662f\u5f53\u5e74\u7684 NeurIPS \u6700\u4f73\u8bba\u6587\uff09\u3002\u5982\u4e0b\u56fe\u6240\u793a\uff0c\u84dd\u7ebf\u662f\u4e0d\u505a\u4efb\u4f55\u641c\u7d22\u6216\u89c4\u5212\u7684\u7ed3\u679c\uff0c\u6a59\u8272\u5219\u662f\u6267\u884c\u4e86\u641c\u7d22\u548c\u89c4\u5212\u7684\u7ed3\u679c\uff08\u8d8a\u4f4e\u8d8a\u597d\uff09\u3002X \u8f74\u662f\u6a21\u578b\u7684\u53c2\u6570\u91cf\u3002\u6240\u4ee5\u8fd9\u7b97\u662f\u4e2d\u7b49\u5927\u5c0f\u7684\u6251\u514b AI \u7684\u6269\u5c55\u5f8b\uff08scaling law)\uff1a\u6a21\u578b\u8d8a\u5927\uff0c\u8868\u73b0\u8d8a\u597d\u3002\u800c\u4ece\u56fe\u4e2d\u53ef\u4ee5\u770b\u5230\uff0c<strong>\u641c\u7d22\u6240\u5e26\u6765\u7684\u53d7\u76ca\u6bd4\u6a21\u578b\u589e\u5927\u8981\u5927\u5f97\u591a<\/strong>\u2014\u2014\u540c\u7b49\u6a21\u578b\u5927\u5c0f\u4e0b\u80fd\u5e26\u6765\u8fd1 7 \u500d\u7684\u63d0\u5347\uff01<\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-a42686e96b43872e6d0c6cd3f9eeb2d9.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-a42686e96b43872e6d0c6cd3f9eeb2d9.png\"><\/a><\/section>\n<p>\u7b80\u5355\u6765\u8bf4\uff0c\u8fd9\u91cc\u7684\u641c\u7d22\u5c31\u662f\u8ba9\u6a21\u578b\u5728\u884c\u52a8\u4e4b\u524d\u300c\u601d\u8003\u300d\u5927\u7ea6\u534a\u5206\u949f\u3002<\/p>\n<p>Brown \u8868\u793a\uff0c\u5728\u7814\u7a76\u6251\u514b AI \u7684\u4e09\u56db\u5e74\u95f4\uff0c\u4ed6\u5c06\u6a21\u578b\u7684\u5927\u5c0f\u63d0\u5347\u4e86 100 \u500d\uff0c\u4f46\u6240\u5e26\u6765\u7684\u63d0\u5347\u8fdc\u4e0d\u53ca\u91c7\u7528\u641c\u7d22\u7b56\u7565\u3002\u800c\u5982\u679c\u8981\u8ba9\u84dd\u7ebf\u4ee3\u8868\u7684\u65e0\u641c\u7d22\u7b56\u7565\u6210\u529f\u6269\u5c55\u5230\u6a59\u8272\u7ebf\u7684\u6c34\u5e73\uff0c\u8fd8\u9700\u8981\u5c06\u6a21\u578b\u7ee7\u7eed\u6269\u5c55 10 \u4e07\u500d\u3002\u6362\u53e5\u8bdd\u8bf4\uff0c<strong>\u641c\u7d22\u7b56\u7565\u80fd\u5e26\u6765 10 \u4e07\u500d\u7684\u589e\u76ca\uff01<\/strong><\/p>\n<p>\u8fd9\u8ba9\u4ed6\u4e0d\u7981\u611f\u53f9\uff1a\u300c\u4e0e\u6dfb\u52a0\u641c\u7d22\u76f8\u6bd4\uff0c\u6211\u5728\u535a\u58eb\u5b66\u4f4d\u4e4b\u524d\u6240\u505a\u7684\u4e00\u5207\u90fd\u5c06\u6210\u4e3a\u811a\u6ce8\u3002\u300d<\/p>\n<p>\u4e4b\u540e\uff0c\u4ed6\u8f6c\u53d8\u4e86\u7814\u7a76\u65b9\u5411\uff0c\u5c06\u91cd\u70b9\u653e\u5728\u4e86\u6269\u5c55\u641c\u7d22\u80fd\u529b\u65b9\u9762\u3002<\/p>\n<p>2017 \u5e74\uff0c\u4ed6\u4eec\u518d\u6b21\u4e3e\u529e\u4eba\u8111\u4e0e AI \u6251\u514b\u7ade\u8d5b\u3002\u8fd9\u4e00\u6b21\uff0cAI \u5927\u80dc\uff0c\u5e76\u4e14\u6bcf\u4f4d\u804c\u4e1a\u73a9\u5bb6\u90fd\u8f93\u7ed9\u4e86\u8fd9\u4e2a\u540d\u53eb Libratus \u7684\u6a21\u578b\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-08f11ca7440515be4cca5d659508695f.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-08f11ca7440515be4cca5d659508695f.png\"><\/a><\/p>\n<p>\u8fd9\u4e00\u7ed3\u679c\u540c\u65f6\u9707\u60ca\u4e86\u6251\u514b\u548c AI \u4e24\u4e2a\u5708\u5b50\uff0c\u66f4\u4f55\u51b5 AI \u7684\u83b7\u80dc\u4f18\u52bf\u8fd8\u5982\u6b64\u4e4b\u5927\u3002\u5bf9\u6b64\u4e8b\u4ef6\u7684\u8be6\u7ec6\u62a5\u9053\u53ef\u53c2\u9605\u6587\u7ae0\u300a<a data-linktype=\"2\" href=\"https:\/\/mp.weixin.qq.com\/s?__biz=MzA3MzI4MjgzMw==&amp;mid=2650722808&amp;idx=1&amp;sn=4832e766e6c4c7f8d91137bb2515c298&amp;scene=21#wechat_redirect\">\u5fb7\u6251\u4eba\u673a\u5927\u6218\u6536\u5b98\uff0cLibratus \u51fb\u8d25\u4e16\u754c\u9876\u5c16\u6251\u514b\u9009\u624b<\/a>\u300b\u3002<\/p>\n<p>2019 \u5e74\uff0c\u4ed6\u4eec\u5f00\u53d1\u4e86\u4e00\u4e2a\u80fd\u73a9\u516d\u4eba\u5fb7\u5dde\u6251\u514b\u7684 AI \u5e76\u4e0e\u4eba\u7c7b\u804c\u4e1a\u73a9\u5bb6\u8fdb\u884c\u4e86\u5bf9\u6297\u3002<\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-74ee850e5915b54aaadff43f701ea7db.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-74ee850e5915b54aaadff43f701ea7db.png\"><\/a><\/section>\n<p>\u540c\u6837\uff0cAI \u83b7\u80dc\u4e86\uff0c\u5e76\u4e14\u5176\u8bad\u7ec3\u6210\u672c\u8fd8\u5f88\u4f4e\uff0c\u4e5f\u6ca1\u6709\u4f7f\u7528 GPU\uff0c\u53c2\u9605\u300a<a data-linktype=\"2\" href=\"https:\/\/mp.weixin.qq.com\/s?__biz=MzA3MzI4MjgzMw==&amp;mid=2650765768&amp;idx=1&amp;sn=821667ed9b54c5da78e777e3a1ba28e1&amp;scene=21#wechat_redirect\">AI\u653b\u9677\u591a\u4eba\u5fb7\u6251\u518d\u767bScience\uff0c\u8bad\u7ec3\u6210\u672c150\u7f8e\u5143\uff0c\u6bcf\u5c0f\u65f6\u8d621000\u5200<\/a>\u300b\u3002<\/p>\n<p>Brown \u8868\u793a\uff0c\u5982\u6b64\u4f4e\u7684\u6210\u672c\u610f\u5473\u7740\uff0c\u5982\u679c\u5f53\u65f6\u5c31\u80fd\u53d1\u73b0\u8fd9\u79cd\u65b9\u6cd5\uff0c\u90a3\u4e48 AI \u793e\u533a\u5728 90 \u5e74\u4ee3\u5e94\u8be5\u5c31\u80fd\u53d6\u5f97\u8fd9\u4e00\u6210\u5c31\u3002<\/p>\n<p>\u4f46\u4e3a\u4ec0\u4e48\u6ca1\u6709\u51fa\u73b0\u8fd9\u6837\u7684\u7814\u7a76\u5462\uff1fBrown \u603b\u7ed3\u4e86\u51e0\u70b9\u539f\u56e0\u548c\u7ecf\u9a8c\u6559\u8bad\u3002\uff08\u8bf7\u6ce8\u610f\uff0c\u8fd9\u91cc\u4ed6\u5f3a\u8c03\u5e76\u4e0d\u4f1a\u5bf9\u300c\u641c\u7d22\u300d\u548c\u300c\u89c4\u5212\u300d\u8fd9\u4e24\u4e2a\u6982\u5ff5\u505a\u660e\u786e\u533a\u5206\uff0c\u56e0\u4e3a\u5b83\u4eec\u5b58\u5728\u5f88\u5927\u7684\u5171\u540c\u70b9\u3002\uff09\u00a0<\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-8fbed9e67d4259f1641a5cf612fcc04d.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-8fbed9e67d4259f1641a5cf612fcc04d.png\"><\/a><\/section>\n<ul>\n<li>\n<p>\u6587\u5316\u56e0\u7d20\uff0c\u5f53\u65f6\u5f88\u591a\u4eba\u662f\u4ece\u535a\u5f08\u8bba\u7684\u89d2\u5ea6\u7814\u7a76\u6251\u514b AI\u3002<\/p>\n<\/li>\n<li>\n<p>\u5b9e\u9a8c\u7684\u8ba1\u7b97\u6210\u672c\u9ad8\u3002<\/p>\n<\/li>\n<li>\n<p>\u4eba\u4eec\u6ca1\u6709\u5f88\u597d\u7684\u52a8\u529b\u53bb\u6709\u6548\u5730\u63a2\u7d22\u8fd9\u4e9b\u65b9\u6cd5\uff0c\u56e0\u4e3a\u5f53\u65f6\u7684\u7ade\u8d5b\u8bbe\u7f6e\u96be\u4ee5\u652f\u6491\u8fd9\u4e9b\u65b9\u6cd5\uff08\u6bd4\u5982\u53ef\u7528\u7b97\u529b\u4f4e\uff0c\u8981\u6c42\u6bcf\u4e00\u624b\u724c\u5fc5\u987b\u5728\u77ed\u65f6\u95f4\u5185\u5b8c\u6210\uff09\u3002<\/p>\n<\/li>\n<li>\n<p>\u6700\u91cd\u8981\u7684\u662f\uff1a\u4eba\u4eec\u4f4e\u4f30\u4e86\u65b0\u8303\u5f0f\u6240\u80fd\u53d6\u5f97\u7684\u6210\u5c31\uff08\u8c01\u80fd\u60f3\u5230\u5176\u5b9e\u53ef\u8fbe 10 \u4e07\u500d\uff1f\uff09\u3002<\/p>\n<\/li>\n<\/ul>\n<h4><span class=\"ez-toc-section\" id=\"%E8%A7%84%E5%88%92%E4%B9%9F%E6%9C%89%E5%8A%A9%E4%BA%8E%E5%85%B6%E5%AE%83%E6%B8%B8%E6%88%8F%E4%BB%BB%E5%8A%A1\"><\/span><strong>\u89c4\u5212\u4e5f\u6709\u52a9\u4e8e\u5176\u5b83\u6e38\u620f\u4efb\u52a1<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h4>\n<p>\u5b9e\u9645\u4e0a\uff0c\u8fd9\u79cd\u4f7f\u7528\u89c4\u5212\u548c\u641c\u7d22\u7684\u65b9\u6cd5\u5e76\u975e\u6251\u514b AI \u6240\u72ec\u6709\u7684\u3002\u8bb8\u591a\u56f4\u68cb\u548c\u8c61\u68cb AI \u90fd\u4f7f\u7528\u4e86\u8fd9\u4e9b\u6280\u672f\u3002\u4e0b\u9762\u8fd9\u5f20\u56fe\u6765\u81ea AlphaGo Zero \u8bba\u6587\u3002<\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-61e7e6c6b558932095e7fd2c0bb6c16b.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-61e7e6c6b558932095e7fd2c0bb6c16b.png\"><\/a><\/section>\n<p>\u56fe\u4e2d\u7684 AlphaGo Lee \u662f\u6307\u51fb\u8d25\u4e86\u674e\u4e16\u77f3\u7684\u7248\u672c\uff0c\u800c AlphaGo Zero \u4ec5\u4f7f\u7528\u975e\u5e38\u5c11\u7684\u4eba\u7c7b\u77e5\u8bc6\u5c31\u53d6\u5f97\u4e86\u597d\u5f97\u591a\u7684\u8868\u73b0\u3002<\/p>\n<p>AlphaGo Zero \u5e76\u4e0d\u662f\u4e00\u4e2a\u539f\u59cb\u7684\u795e\u7ecf\u7f51\u7edc\uff0c\u800c\u662f\u795e\u7ecf\u7f51\u7edc+\u8499\u7279\u5361\u6d1b\u6811\u641c\u7d22\uff08MCTS\uff09\u7684\u7ec4\u5408\u7cfb\u7edf\u3002\u5b9e\u9645\u4e0a\uff0c\u5176\u539f\u59cb\u795e\u7ecf\u7f51\u7edc\u7684 Elo \u5206\u6570\u4ec5\u6709 3000 \u5de6\u53f3\uff0c\u4e0d\u53ca\u4eba\u7c7b\u3002<\/p>\n<p>\u5b9e\u9645\u4e0a\uff0c\u4ece 2016 \u5e74\u5230 2024 \u5e74\uff0c8 \u5e74\u8fc7\u53bb\u4e86\uff0c\u73b0\u5728\u4f9d\u7136\u6ca1\u6709\u4eba\u8bad\u7ec3\u51fa\u8d85\u8d8a\u4eba\u7c7b\u804c\u4e1a\u68cb\u624b\u7684\u539f\u59cb\u795e\u7ecf\u7f51\u7edc\u3002\u4e5f\u8bb8\u6709\u4eba\u4f1a\u8bf4\uff0c\u5c31\u7b97\u5982\u6b64\uff0c\u53ea\u8981\u8bad\u7ec3\u51fa\u66f4\u5927\u7684\u795e\u7ecf\u7f51\u7edc\uff0c\u6700\u7ec8\u5c31\u80fd\u8d85\u8d8a\u4eba\u7c7b\u5427\u3002\u4f46\u5c31\u7b97\u7406\u8bba\u4e0a\u53ef\u4ee5\uff0c\u5b9e\u9645\u4e0a\u8fd9\u4e2a\u7f51\u7edc\u9700\u8981\u591a\u5927\u5462\uff1f<\/p>\n<p>Brown \u6839\u636e\u7ecf\u9a8c\u7ed9\u51fa\u4e86\u4e00\u4e2a\u5927\u81f4\u4f30\u8ba1\uff1aElo \u5206\u6570\u6bcf\u589e\u52a0 120 \u90fd\u9700\u8981 2 \u500d\u7684\u6a21\u578b\u5927\u5c0f\u548c\u8bad\u7ec3\u91cf\u6216 2 \u500d\u7684\u6d4b\u8bd5\u65f6\u641c\u7d22\u91cf\u3002<\/p>\n<p>\u57fa\u4e8e\u6b64\uff0c\u5982\u679c\u4ec5\u4f7f\u7528\u539f\u59cb\u795e\u7ecf\u7f51\u7edc\uff0c\u8981\u5c06 Elo \u5206\u6570\u4ece 3000 \u63d0\u5347\u5230 AlphaGo Zero \u90a3\u6837\u7684 5200\uff0c\u5219\u9700\u8981\u5c06\u6a21\u578b\u6269\u5c55\u5927\u7ea6 10 \u4e07\u500d\u3002\u5f53\u7136\uff0cBrown \u63d0\u5230 AlphaGo Zero \u7684 5200 \u5206\u5176\u5b9e\u5b58\u5728\u4e89\u8bae\uff0c\u8003\u8651\u4e89\u8bae\u7684\u8bdd\u6a21\u578b\u7684\u6269\u5c55\u500d\u6570\u53ef\u80fd\u5728 1000 \u500d\u5230 1 \u4e07\u500d\u4e4b\u95f4\u3002<\/p>\n<p>\u4e0d\u7ba1\u600e\u6837\uff0c\u6a21\u578b\u90fd\u9700\u8981\u5927\u5e45\u6269\u5c55\u624d\u884c\u3002<\/p>\n<p>\u53e6\u5916\uff0c\u8fd9\u8fd8\u662f\u5047\u8bbe\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u53ef\u4ee5\u4f7f\u7528 MCTS\u3002\u8981\u662f\u518d\u4ece\u8bad\u7ec3\u9636\u6bb5\u5254\u9664 MCTS\uff0c\u90a3\u4e48\u6240\u9700\u7684\u6269\u5c55\u500d\u6570\u66f4\u662f\u5929\u6587\u6570\u5b57\u3002<\/p>\n<p>\u90a3\u4e48\uff0c\u5177\u4f53\u6765\u8bf4\u8be5\u5982\u4f55\u8fdb\u884c\u89c4\u5212\u5462\uff1f<\/p>\n<p>\u5408\u4f5c\u7b56\u7565\u684c\u6e38 Hanabi\uff08\u82b1\u706b\uff09\u662f\u4e00\u4e2a\u5f88\u597d\u7684\u793a\u4f8b\uff0c\u8fd9\u662f\u4e00\u79cd\u4e0d\u5b8c\u5168\u4fe1\u606f\u535a\u5f08\u3002<\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-868b832a14f0bd86bd580e2a9be1c1c0.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-868b832a14f0bd86bd580e2a9be1c1c0.png\"><\/a><\/section>\n<p>2019 \u5e74 2 \u6708\uff0cDeepMind \u4e3a Hanabi \u63d0\u51fa\u4e86\u4e00\u4e2a\u65b0\u57fa\u51c6\uff0c\u5e76\u4e14\u4ed6\u4eec\u63d0\u51fa\u4e86\u4e00\u79cd\u53ef\u53d6\u5f97 58.6% \u80dc\u7387\u7684\u5f3a\u5316\u5b66\u4e60\u7b97\u6cd5\u3002<\/p>\n<p>\u516d\u4e2a\u6708\u540e\uff0cNoam Brown \u5f53\u65f6\u5c31\u804c\u7684 FAIR \u63d0\u51fa\u7684\u4e00\u79cd\u7b97\u6cd5\u5c31\u5728\u4e24\u73a9\u5bb6\u573a\u666f\u4e2d\u53d6\u5f97\u4e86 75% \u7684\u80dc\u7387\uff0c\u8fbe\u5230\u4e86\u8d85\u8d8a\u4eba\u7c7b\u7684\u6c34\u5e73\u3002\u5e76\u4e14\u4ed6\u8868\u793a\u8fd9\u5176\u4e2d\u4ec5\u4f7f\u7528\u4e86\u4e00\u79cd\u975e\u5e38\u7b80\u5355\u7684\u6280\u672f\u3002\u4ed6\u8bf4\uff1a\u300c\u6211\u4eec\u5e76\u6ca1\u6709\u5728\u5f3a\u5316\u5b66\u4e60\u65b9\u9762\u505a\u4ec0\u4e48\u5168\u65b0\u7684\u4e8b\u60c5\uff0c\u5c31\u53ea\u662f\u6267\u884c\u4e86\u641c\u7d22\u3002\u300d\u5e76\u4e14\u8fd9\u79cd\u641c\u7d22\u5f88\u7b80\u5355\u3002<\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-7c1a097135c86997a2a8a7bb357a1ef4.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-7c1a097135c86997a2a8a7bb357a1ef4.png\"><\/a><\/section>\n<p>\u7b80\u5355\u6765\u8bf4\uff0c\u5c31\u662f\u641c\u7d22\u540e\u7eed\u6b65\u9aa4\u6267\u884c\u4e0d\u540c\u52a8\u4f5c\u65f6\u7684\u60c5\u51b5\uff0c\u7136\u540e\u9009\u62e9\u9884\u671f\u7ed3\u679c\u6700\u597d\u7684\u4e00\u4e2a\u3002<\/p>\n<p>\u5b9e\u9a8c\u7ed3\u679c\u8bc1\u660e\u8fd9\u79cd\u7b80\u5355\u65b9\u6cd5\u786e\u5b9e\u6709\u6548\u3002<\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-f69f0442977aeda29fc803c861e4a08e.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-f69f0442977aeda29fc803c861e4a08e.png\"><\/a><\/section>\n<p>\u4e0d\u7ba1\u662f\u54ea\u79cd\u65b9\u6cd5\uff0c\u5728\u6dfb\u52a0\u4e86\u641c\u7d22\u4e4b\u540e\u90fd\u53d6\u5f97\u4e86\u663e\u8457\u66f4\u597d\u7684\u8868\u73b0\u3002\u4e4b\u524d\u8868\u73b0\u6700\u5dee\u7684\u57fa\u4e8e\u542f\u53d1\u5f0f\u65b9\u6cd5\u7684 SmartBot \u5728\u6dfb\u52a0\u4e86\u641c\u7d22\u4e4b\u540e\u4e5f\u8d85\u8fc7\u4e86\u672a\u4f7f\u7528\u641c\u7d22\u7684\u57fa\u4e8e\u5f3a\u5316\u5b66\u4e60\u7684\u6700\u4f73\u65b9\u6cd5 SAD\u3002<\/p>\n<p>\u8fd9\u4e00\u5de8\u5927\u63d0\u5347\u751a\u81f3\u8ba9 Brown \u53ca\u5176\u56e2\u961f\u4e00\u5ea6\u6000\u7591\u5b9e\u9a8c\u51fa bug \u4e86\u3002\u8981\u77e5\u9053 Hanabi \u6e38\u620f\u672c\u8d28\u4e0a\u4e0d\u53ef\u80fd\u53d6\u5f97 100% \u80dc\u7387\uff0c\u7ecf\u8fc7\u641c\u7d22\u52a0\u6301\u7684\u5f3a\u5316\u5b66\u4e60\u795e\u7ecf\u7f51\u7edc\u7684\u80dc\u7387\u53ef\u80fd\u8d8b\u8fd1\u4e8e\u9971\u548c\u3002<\/p>\n<p>\u540c\u65f6\uff0c<strong>\u591a\u667a\u80fd\u4f53\u641c\u7d22\u7684\u8868\u73b0\u4e5f\u4f18\u4e8e\u5355\u667a\u80fd\u4f53\u641c\u7d22<\/strong>\u3002\u8fd9\u6216\u8bb8\u5c31\u662f Noam Brown \u6700\u8fd1\u6b63\u5728\u79ef\u6781\u4e3a OpenAI \u7f51\u7f57\u591a\u667a\u80fd\u4f53\u7814\u7a76\u8005\u7684\u539f\u56e0\u3002<\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-4b5a628135545203f964d056ffe8df28.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-4b5a628135545203f964d056ffe8df28.png\"><\/a><\/section>\n<p>Brown \u63d0\u5230\u4ed6\u4eec\u5e76\u4e0d\u662f\u552f\u4e00\u4e00\u4e2a\u53d1\u73b0\u8fd9\u4e00\u8d8b\u52bf\u7684\u56e2\u961f\u3002\u76ee\u524d\u5c31\u804c\u4e8e Anthropic \u7684 Andy Jones \u4e5f\u66fe\u5728\u68cb\u76d8\u6e38\u620f Hex \u4e0a\u53d1\u73b0\u4e86\u8fd9\u4e00\u70b9\u3002<\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-c159ae3f5db3398a005a2cdeb45d8b73.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-c159ae3f5db3398a005a2cdeb45d8b73.png\"><\/a><\/section>\n<p>\u8be5\u7814\u7a76\u53d1\u73b0\uff0c\u6d4b\u8bd5\u65f6\u95f4\u8ba1\u7b97\u91cf\u589e\u52a0 15 \u500d\u7684\u6548\u679c\u76f8\u5f53\u4e8e\u8bad\u7ec3\u65f6\u95f4\u8ba1\u7b97\u91cf\u589e\u52a0 10 \u500d\u7684\u6548\u679c\u3002\u8003\u8651\u5230\u8bad\u7ec3\u65f6\u7684\u8ba1\u7b97\u91cf\u8fdc\u9ad8\u4e8e\u6d4b\u8bd5\u65f6\u7684\u8ba1\u7b97\u91cf\u3002\u56e0\u6b64\u8ba9\u6d4b\u8bd5\u65f6\u95f4\u8ba1\u7b97\u91cf\u589e\u52a0 15 \u500d\u8981\u5212\u7b97\u5f97\u591a\u3002<\/p>\n<p>\u63a5\u4e0b\u6765\uff0cBrown \u4ecb\u7ecd\u4e86\u4e00\u4e2a\u5728\u56fd\u9645\u8c61\u68cb\u6bd4\u8d5b\u4e0a\u6a21\u4eff\u4eba\u7c7b\u4e13\u5bb6\u6570\u636e\u7684\u7814\u7a76\u3002\u8fd9\u4e2a\u540d\u53eb MAIA \u7684\u56fd\u9645\u8c61\u68cb AI \u5728 Elo \u8f83\u9ad8\u65f6\u6bd4\u76ee\u6807 Elo \u5206\u6570\u4f4e 100-300 \u5206\u3002\u4e5f\u5c31\u662f\u8bf4\uff0c\u5982\u679c\u4f7f\u7528 2000 \u5206\u7684\u4eba\u7c7b\u6570\u636e\u6765\u8bad\u7ec3\u5b83\uff0c\u5b83\u81ea\u5df1\u5374\u53ea\u80fd\u5f97\u5230 1700 \u5206\u3002\u4f46 MAIA \u5728\u6709\u4e00\u79cd\u60c5\u51b5\u4e0b\u80fd\u4e0e\u4eba\u7c7b\u4e13\u5bb6\u6301\u5e73\uff0c\u4e5f\u5c31\u662f\u5feb\u68cb\u8d5b\u2014\u2014\u8fd9\u65f6\u5019\u4eba\u7c7b\u6ca1\u6709\u8db3\u591f\u7684\u601d\u8003\u65f6\u95f4\u3002\u56e0\u6b64\uff0c\u8fd9\u53ef\u80fd\u8868\u660e\u795e\u7ecf\u7f51\u7edc\u96be\u4ee5\u8fd1\u4f3c\u4eba\u7c7b\u7684\u89c4\u5212\u80fd\u529b\u3002<\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-6ea9203a8323b70dbece012b3d79c355.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-6ea9203a8323b70dbece012b3d79c355.png\"><\/a><\/section>\n<p>\u4e4b\u540e\uff0cBrown \u56e2\u961f\u7684\u4e00\u7bc7 ICML 2022 \u8bba\u6587\u7814\u7a76\u4e86\u5728\u76d1\u7763\u6a21\u578b\u4e0a\u6dfb\u52a0\u89c4\u5212\u7684\u6548\u679c\u3002\u53ef\u4ee5\u770b\u5230\u4e0d\u7ba1\u662f\u56f4\u68cb\u8fd8\u662f\u56fd\u9645\u8c61\u68cb\uff0c\u641c\u7d22\u90fd\u5927\u6709\u52a9\u76ca\u3002<\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-dc12d971c35a4c060ab44de533f171d5.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-dc12d971c35a4c060ab44de533f171d5.png\"><\/a><\/section>\n<p>\u4e5f\u8bb8\u5f88\u591a\u4eba\u90fd\u8ba4\u4e3a\uff0c\u8981\u5728\u67d0\u4e2a\u6570\u636e\u96c6\u4e0a\u6700\u5927\u9650\u5ea6\u5730\u63d0\u9ad8\u9884\u6d4b\u51c6\u786e\u6027\uff0c\u65b9\u6cd5\u5c31\u662f\u4f7f\u7528\u5927\u91cf\u6570\u636e\u8bad\u7ec3\u4e00\u4e2a\u8d85\u5927\u6a21\u578b\uff0c\u4f46\u8fd9\u4e9b\u7814\u7a76\u5374\u7ed9\u51fa\u4e86\u4e0d\u4e00\u6837\u7684\u89c1\u89e3\uff1a<strong>\u5728\u9002\u5f53\u7684\u8d85\u53c2\u6570\u4e0b\u6dfb\u52a0\u641c\u7d22\u80fd\u529b\uff0c\u5c31\u53ef\u4ee5\u6781\u5927\u63d0\u5347\u9884\u6d4b\u51c6\u786e\u5ea6<\/strong>\u3002\u5982\u4e0b\u56fe\u6240\u793a\u3002<\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-59c15abf76690d22134d9cb45d4bc100.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-59c15abf76690d22134d9cb45d4bc100.png\"><\/a><\/section>\n<h4><span class=\"ez-toc-section\" id=\"%E7%94%A8%E4%BA%8E%E5%A4%96%E4%BA%A4%E7%9A%84%E4%BA%BA%E5%B7%A5%E6%99%BA%E8%83%BD\"><\/span><strong>\u7528\u4e8e\u5916\u4ea4\u7684\u4eba\u5de5\u667a\u80fd<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h4>\n<p>\u63a5\u4e0b\u6765\uff0cBrown \u4ecb\u7ecd\u4e86\u4ed6\u5728 FAIR \u65f6\u5f00\u53d1\u7684\u4e00\u4e2a\u7528\u4e8e\u5916\u4ea4\u6e38\u620f Diplomacy \u7684 AI \u667a\u80fd\u4f53 Cicero\uff0c\u8fd9\u662f\u9996\u4e2a\u5728\u5916\u4ea4\u7b56\u7565\u535a\u5f08\u4efb\u52a1\u4e0a\u8fbe\u5230\u4eba\u7c7b\u6c34\u5e73\u7684 AI\u3002\u53c2\u9605\u673a\u5668\u4e4b\u5fc3\u62a5\u9053\u300a<a data-linktype=\"2\" href=\"https:\/\/mp.weixin.qq.com\/s?__biz=MzA3MzI4MjgzMw==&amp;mid=2650861827&amp;idx=4&amp;sn=8c13eb4d491ea5c30b35d48738776676&amp;scene=21#wechat_redirect\">\u4e89\u53d6\u76df\u53cb\u3001\u6d1e\u5bdf\u4eba\u5fc3\uff0c\u6700\u65b0\u7684Meta\u667a\u80fd\u4f53\u662f\u4e2a\u8c08\u5224\u9ad8\u624b\u300b\u3002<\/a><\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-928c75a375011774478c03b0a11a2f1e.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-928c75a375011774478c03b0a11a2f1e.png\"><\/a><\/section>\n<p>\u5916\u4ea4\u662f\u4e00\u79cd\u975e\u5e38\u590d\u6742\u7684\u81ea\u7136\u8bed\u8a00\u7b56\u7565\u535a\u5f08\u3002Cicero \u4ee5\u533f\u540d\u65b9\u5f0f\u53c2\u4e0e\u5230\u4e86\u6709\u8bb8\u591a\u4eba\u7c7b\u73a9\u5bb6\u53c2\u4e0e\u7684\u6e38\u620f\u4e2d\u3002\u5b83\u73a9\u4e86 40 \u5c40\u90fd\u6ca1\u6709\u88ab\u53d1\u73b0\uff0c\u5e76\u4e14\u5e73\u5747\u6bcf\u4e00\u5c40\u8981\u6536\u53d1 292 \u6761\u6d88\u606f\u3002<\/p>\n<p>\u4e00\u4e9b\u53c2\u4e0e\u6e38\u620f\u7684\u4eba\u7c7b\u73a9\u5bb6\u5728\u83b7\u77e5 Cicero \u662f AI \u4e4b\u540e\u90fd\u53d1\u51fa\u4e86\u7c7b\u4f3c\u4e0b\u56fe\u7684<strong>\u60ca\u53f9\u4e4b\u8bed<\/strong>\uff01<\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-5fb5955877b6cf4de4248fc7670e182b.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-5fb5955877b6cf4de4248fc7670e182b.png\"><\/a><\/section>\n<p>Cicero \u7684\u8868\u73b0\u5982\u4e0b\uff0c\u5728\u53c2\u4e0e\u6e38\u620f\u81f3\u5c11 5 \u5c40\u7684\u73a9\u5bb6\u4e2d\uff0c\u5b83\u53d6\u5f97\u4e86\u7b2c 2 \u540d\u7684\u6210\u7ee9\u3002\u5728\u6240\u6709\u73a9\u5bb6\u4e2d\u4e5f\u540d\u5217\u524d 10%\u3002\u6574\u4f53\u4f18\u4e8e\u4eba\u7c7b\u73a9\u5bb6\u7684\u5e73\u5747\u6c34\u5e73\u3002<\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-572141a9b98f0e44e8a19077e37aa68f.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-572141a9b98f0e44e8a19077e37aa68f.png\"><\/a><\/section>\n<p>\u4e0b\u9762\u6765\u770b\u770b Cicero \u7684\u5de5\u4f5c\u65b9\u5f0f\u3002\u5b83\u7684\u8f93\u5165\u5305\u62ec\u6e38\u620f\u68cb\u76d8\u548c\u5bf9\u8bdd\u5386\u53f2\uff0c\u5176\u6761\u4ef6\u52a8\u4f5c\u6a21\u578b\u9700\u8981\u57fa\u4e8e\u6b64\u9884\u6d4b\u6240\u6709\u73a9\u5bb6\u5728\u5f53\u524d\u56de\u5408\u4f1a\u505a\u4ec0\u4e48\uff0c\u7136\u540e\u5c06\u8fd9\u4e9b\u52a8\u4f5c\u8f93\u5165\u5230\u4e00\u4e2a\u89c4\u5212\u5f15\u64ce\u4e2d\u3002<\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-77650dac0743e00cb507fb4b5b9a521f.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-77650dac0743e00cb507fb4b5b9a521f.png\"><\/a><\/section>\n<p>Brown \u8868\u793a\u89c4\u5212\u5f15\u64ce\u662fCicero \u7684\u4e00\u5927\u521b\u65b0\uff0c\u73b0\u4eca\u7684\u8bb8\u591a\u8bed\u8a00\u6a21\u578b\u90fd\u8fd8\u4e0d\u5177\u5907\u8fd9\u4e00\u70b9\u3002<\/p>\n<p>\u8fd9\u4e2a\u89c4\u5212\u5f15\u64ce\u4f1a\u8fed\u4ee3\u5f0f\u5730\u9884\u6d4b\u6240\u6709\u73a9\u5bb6\u7684\u52a8\u4f5c\u4ee5\u53ca\u6240\u6709\u73a9\u5bb6\u53ef\u80fd\u9884\u6d4b\u7684Cicero \u7684\u52a8\u4f5c\u3002<\/p>\n<p>\u6700\u7ec8\uff0c\u8fd9\u4f1a\u5f97\u5230\u4e00\u4e2a\u8f93\u51fa\u52a8\u4f5c\uff0c\u8fd8\u4f1a\u5f97\u5230\u4e00\u4e9b\u610f\u56fe\u2014\u2014\u7528\u4e8e\u8c03\u8282\u5bf9\u8bdd\u6a21\u578b\u3002\u4e5f\u5c31\u662f\u8bf4\uff0c\u5728\u6267\u884c\u4e86\u89c4\u5212\uff0c\u641e\u6e05\u695a\u4e86\u6211\u4eec\u5e94\u8be5\u5728\u672c\u56de\u5408\u4e2d\u91c7\u53d6\u54ea\u4e9b\u884c\u52a8\u4ee5\u53ca\u6211\u4eec\u8ba4\u4e3a\u5176\u4ed6\u73a9\u5bb6\u5728\u672c\u56de\u5408\u4e2d\u4f1a\u91c7\u53d6\u54ea\u4e9b\u884c\u52a8\u4e4b\u540e\uff0c\u5c06\u8fd9\u4e9b\u89c4\u5212\u8f93\u5165\u5bf9\u8bdd\u6a21\u578b\uff0c\u4f7f\u5bf9\u8bdd\u6a21\u578b\u4ee5\u6b64\u4e3a\u6761\u4ef6\u8f93\u51fa\u6d88\u606f\u3002<\/p>\n<p>Brown \u4e5f\u63d0\u5230\u8fd9\u4e2a\u8fc7\u7a0b\u975e\u5e38\u8017\u65f6\uff0c\u901a\u5e38\u6bcf\u4e00\u6b21\u90fd\u9700\u8981\u81f3\u5c11 10 \u79d2\u624d\u80fd\u751f\u6210\u4e00\u4e2a\u6d88\u606f\uff08\u4ed6\u4eec\u4f7f\u7528\u4e86\u51e0\u5341\u53f0 GPU\uff09\u3002\u4f46\u8fd9\u79cd\u65f6\u95f4\u6210\u672c\u662f\u503c\u5f97\u7684\uff0c\u80fd\u5927\u5e45\u63d0\u5347\u6027\u80fd\u3002<\/p>\n<h4><span class=\"ez-toc-section\" id=\"%E8%A7%84%E5%88%92%E4%B8%BA%E4%BD%95%E6%9C%89%E6%95%88%EF%BC%9F\"><\/span><strong>\u89c4\u5212\u4e3a\u4f55\u6709\u6548\uff1f<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h4>\n<p>\u89c4\u5212\u4e3a\u4ec0\u4e48\u80fd\u5e26\u6765\u5982\u6b64\u5de8\u5927\u7684\u6027\u80fd\u63d0\u5347\uff1fBrown \u63d0\u5230\u4e86\u300c<strong>\u751f\u6210\u5668-\u9a8c\u8bc1\u5668\u5dee\u8ddd<\/strong>\u300d\u73b0\u8c61\u3002\u7b80\u5355\u6765\u8bf4\uff0c\u5728\u8bb8\u591a\u9886\u57df\uff0c\u751f\u6210\u4e00\u4e2a\u597d\u89e3\u51b3\u65b9\u6848\u7684\u96be\u5ea6\u901a\u5e38\u5927\u4e8e\u9a8c\u8bc1\u4e00\u4e2a\u89e3\u51b3\u65b9\u6848\u7684\u96be\u5ea6\u3002\u4e3e\u4e2a\u4f8b\u5b50\uff0c\u73a9\u6570\u72ec\u6e38\u620f\u80af\u5b9a\u6bd4\u9a8c\u8bc1\u5df2\u7ecf\u586b\u5165\u7684\u6570\u503c\u66f4\u96be\u3002<\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-4f1c42c701af97e4b86cbb66296a6c6e.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-4f1c42c701af97e4b86cbb66296a6c6e.png\"><\/a><\/section>\n<p>\u4f46\u5728\u53e6\u4e00\u4e9b\u9886\u57df\uff0c\u60c5\u51b5\u5374\u5e76\u975e\u5982\u6b64\u3002\u6bd4\u5982\u5bf9\u4e8e\u4fe1\u606f\u68c0\u7d22\u4efb\u52a1\uff0c\u5982\u679c\u95ee\u4e0d\u4e39\u7684\u9996\u90fd\u662f\u54ea\u91cc\uff0c\u6a21\u578b\u53ef\u4ee5\u4e00\u53e3\u6c14\u751f\u6210\u51e0\u5341\u4e2a\u5019\u9009\u9879\uff0c\u4f46\u6211\u4eec\u8fd8\u8981\u8d39\u4e00\u756a\u529f\u592b\u53bb\u9a8c\u8bc1\u5b83\u3002\u56fe\u50cf\u751f\u6210\u4e5f\u662f\u5982\u6b64\uff1a\u751f\u6210\u56fe\u50cf\u5f88\u7b80\u5355\uff0c\u4f46\u8981\u9a8c\u8bc1\u751f\u6210\u7684\u56fe\u50cf\u662f\u5426\u6ee1\u8db3\u8981\u6c42\u4f1a\u66f4\u56f0\u96be\u3002<\/p>\n<p>\u56e0\u6b64\uff0c\u5f53\u5b58\u5728\u300c\u751f\u6210\u5668-\u9a8c\u8bc1\u5668\u5dee\u8ddd\u300d\u4e14\u5177\u6709\u6bd4\u8f83\u597d\u7684\u9a8c\u8bc1\u5668\u65f6\uff0c\u6211\u4eec\u53ef\u4ee5\u5c06\u66f4\u591a\u8ba1\u7b97\u653e\u5728\u751f\u6210\u4e0a\uff0c\u7136\u540e\u9a8c\u8bc1\u7ed3\u679c\u3002<\/p>\n<h4><span class=\"ez-toc-section\" id=\"%E5%9C%A8%E8%AF%AD%E8%A8%80%E6%A8%A1%E5%9E%8B%E4%B8%AD%E4%BD%BF%E7%94%A8%E8%A7%84%E5%88%92\"><\/span><strong>\u5728\u8bed\u8a00\u6a21\u578b\u4e2d\u4f7f\u7528\u89c4\u5212<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h4>\n<p>\u4e4b\u540e\uff0cNoam Brown \u5f00\u59cb\u8ba8\u8bba\u8bed\u8a00\u6a21\u578b\u3002\u6709\u8da3\u7684\u662f\u4ed6\u5728\u6b64\u65f6\u5f3a\u8c03\uff1a\u300c\u6211\u53ea\u80fd\u8c08\u8bba\u5df2\u53d1\u8868\u7684\u7814\u7a76\u3002\u300d\u8fd9\u4f3c\u4e4e\u5728\u6697\u793a\u4ed6\u53c2\u4e0e\u4e86\u6216\u81f3\u5c11\u77e5\u9053\u4e00\u4e9b\u672a\u53d1\u8868\u7684\u76f8\u5173\u7814\u7a76\u2014\u2014\u6216\u8bb8\u5c31\u662f OpenAI \u03bf1 \u53ca\u672a\u6765\u6a21\u578b\u7528\u5230\u7684\u6280\u672f\u3002<\/p>\n<p>\u4ed6\u8ba4\u4e3a\u4eba\u4eec\u4f9d\u7136\u4f4e\u4f30\u4e86\u8fd9\u4e9b\u6280\u672f\u6240\u80fd\u5e26\u6765\u7684\u589e\u76ca\u3002<\/p>\n<p>\u6709\u4e00\u79cd\u540d\u4e3a Consensus\uff08\u5171\u8bc6\uff09\u7684\u7b97\u6cd5\u662f\u8fd9\u6837\u6267\u884c\u9a8c\u8bc1\u7684\uff1a\u8ba9 LLM \u751f\u6210\u591a\u4e2a\u89e3\uff0c\u7136\u540e\u9009\u62e9\u51fa\u73b0\u6b21\u6570\u6700\u591a\u7684\u90a3\u4e2a\u3002<\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-e4c91d2fe05d0ddbd03b47cd482a79c6.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-e4c91d2fe05d0ddbd03b47cd482a79c6.png\"><\/a><\/section>\n<p>\u65b9\u6cd5\u5f88\u7b80\u5355\uff0c\u4f46\u4ec5\u51ed\u6b64\u65b9\u6cd5\uff0cMinerva \u6a21\u578b\u5728 MATH \u6570\u636e\u96c6\u4e0a\u7684\u8868\u73b0\u5c31\u4ece 33.6% \u63d0\u5347\u5230\u4e86 50.3%\u3002\u8fd9\u91cc Minerva \u5bf9\u6bcf\u4e2a\u95ee\u9898\u91c7\u6837 1000 \u6b21\u3002<\/p>\n<p>\u4f46\u8fd9\u79cd\u65b9\u6cd5\u4e5f\u6709\u7f3a\u70b9\uff0c\u90a3\u5c31\u662f\u53ea\u9002\u5408\u7b54\u6848\u53ea\u6709\u6570\u503c\u7b49\u7b80\u5355\u7ed3\u679c\u7684\u95ee\u9898\u3002\u5bf9\u4e8e\u8bc1\u660e\u9898\u4e4b\u7c7b\u7684\u4efb\u52a1\uff0c\u5c31\u6ca1\u529e\u6cd5\u4e86\uff0c\u56e0\u4e3a\u8fd9\u4e9b\u4efb\u52a1\u5f88\u96be\u6bcf\u6b21\u90fd\u6709\u4e00\u6837\u7684\u7ed3\u679c\uff0c\u96be\u4ee5\u8fbe\u6210\u5171\u8bc6\u3002<\/p>\n<p>\u53e6\u4e00\u79cd\u65b9\u6cd5\u662f Best of N\u3002\u8fd9\u9700\u8981\u7528\u5230\u4e00\u4e2a\u5956\u52b1\u6a21\u578b\u6765\u4e3a\u751f\u6210\u7684 N \u4e2a\u7b54\u6848\u6253\u5206\uff0c\u7136\u540e\u8fd4\u56de\u6700\u4f73\u7ed3\u679c\u3002\u8fd9\u79cd\u65b9\u6cd5\u7684\u8868\u73b0\u4f9d\u8d56\u4e8e\u5956\u52b1\u6a21\u578b\u7684\u8d28\u91cf\u3002\u5982\u679c\u5956\u52b1\u6a21\u578b\u8d28\u91cf\u4e0d\u884c\uff0c\u5c31\u53ef\u80fd\u51fa\u73b0\u5728\u9519\u8bef\u4e0a\u8fc7\u62df\u5408\u7684\u95ee\u9898\u3002<\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-f2b2a2ee57003629035709d39aaa90a8.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-f2b2a2ee57003629035709d39aaa90a8.png\"><\/a><\/section>\n<p>\u6211\u4eec\u8fd8\u53ef\u4ee5\u505a\u5230\u66f4\u597d\u3002\u63a5\u4e0b\u6765Brown \u4ecb\u7ecd\u4e86\u90a3\u7bc7\u8457\u540d\u7684\u8bba\u6587\u300aLet&#8217;s Verify Step By Step\u300b\u3002\u673a\u5668\u4e4b\u5fc3\u4e5f\u66fe\u62a5\u9053\u8fc7\u8fd9\u9879\u7814\u7a76\uff0c\u53c2\u9605\u300a<a data-linktype=\"2\" href=\"https:\/\/mp.weixin.qq.com\/s?__biz=MzA3MzI4MjgzMw==&amp;mid=2650879157&amp;idx=1&amp;sn=eac1b887a62133667d5987ea995b49fe&amp;scene=21#wechat_redirect\">OpenAI\u8981\u4e3aGPT-4\u89e3\u51b3\u6570\u5b66\u95ee\u9898\u4e86\uff1a\u5956\u52b1\u6a21\u578b\u6307\u9519\uff0c\u89e3\u9898\u6c34\u5e73\u8fbe\u5230\u65b0\u9ad8\u5ea6<\/a>\u300b\u3002<\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-94f2db903f3dc5b329a62b1c66979f4f.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-94f2db903f3dc5b329a62b1c66979f4f.png\"><\/a><\/section>\n<p>\u8fd9\u7bc7\u8bba\u6587\u53d1\u5e03\u4e8e\u5927\u6982\u4e00\u5e74\u524d\uff0c\u5176\u4e2d\u63d0\u51fa\u4e86\u300c\u8fc7\u7a0b\u5956\u52b1\u6a21\u578b\u300d\u8fd9\u4e00\u601d\u8def\u3002\u7b80\u5355\u6765\u8bf4\uff0c\u5c31\u662f\u4e0d\u518d\u53ea\u662f\u9a8c\u8bc1\u6700\u7ec8\u89e3\u7b54\uff0c\u800c\u662f\u9a8c\u8bc1\u6bcf\u4e00\u6b65\u6c42\u89e3\u8fc7\u7a0b\u3002\u53ea\u8981\u8fc7\u7a0b\u4e2d\u5b58\u5728\u4efb\u4f55\u4e0d\u6b63\u786e\u7684\u6b65\u9aa4\uff0c\u5c31\u5224\u5b9a\u6700\u7ec8\u7ed3\u679c\u662f\u9519\u8bef\u7684\uff0c\u5373\u4fbf\u6700\u7ec8\u7ed3\u679c\u770b\u8d77\u6765\u662f\u6b63\u786e\u7684\u3002<\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-81cc507de4bde506bb888d69ffa17008.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-81cc507de4bde506bb888d69ffa17008.png\"><\/a><\/section>\n<p>\u8fd9\u79cd\u65b9\u6cd5\u7684\u8868\u73b0\u5982\u4f55\u5462\uff1f\u5982\u4e0b\u56fe\u6240\u793a\uff0c\u6a59\u8272\u7ebf\u662f\u8fc7\u7a0b\u5956\u52b1\u6a21\u578b\u7684\u8868\u73b0\uff0c\u53ef\u4ee5\u770b\u5230\uff0c\u5176\u663e\u8457\u4f18\u4e8eBest of N \u548c\u7ed3\u679c\u5bfc\u5411\u7684\u5956\u52b1\u6a21\u578b\uff0c\u5e76\u4e14\u5176\u4f18\u52bf\u4f1a\u968f\u7740\u6c42\u89e3\u6570\u91cf N \u7684\u63d0\u5347\u800c\u63d0\u5347\u3002<\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-006f3d109412b5008212cc63452fd53a.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-006f3d109412b5008212cc63452fd53a.png\"><\/a><\/section>\n<p>Brown \u4e3e\u4e86\u4e00\u4e2a\u975e\u5e38\u6709\u8da3\u7684\u4f8b\u5b50\u3002\u8ba9LLM \u89e3\u51b3\u8fd9\u4e2a\u6570\u5b66\u95ee\u9898\uff1a\u5316\u7b80 tan100\u00b0 + 4sin100\u00b0\u3002<\/p>\n<p>\u539f\u59cb GPT-4 \u6a21\u578b\u6b63\u786e\u89e3\u7b54\u8fd9\u4e2a\u6570\u5b66\u95ee\u9898\u7684\u53ef\u80fd\u6027\u4ec5\u6709\u5343\u5206\u4e4b\u4e00\uff0c\u800c\u9010\u6b65\u9a8c\u8bc1\u6cd5\u53ef\u5c06\u5176\u63d0\u5347\u4e00\u5927\u622a\u3002<\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-9a316757c24dd1e8aad0030ff23c44cd.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-9a316757c24dd1e8aad0030ff23c44cd.png\"><\/a><\/section>\n<h4><span class=\"ez-toc-section\" id=\"%E5%BD%93%E4%BB%8A%E7%9A%84_AI_%E5%9B%BE%E6%99%AF%E5%92%8C%E6%9C%AA%E6%9D%A5%E6%96%B9%E5%90%91\"><\/span><strong>\u5f53\u4eca\u7684 AI \u56fe\u666f\u548c\u672a\u6765\u65b9\u5411<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h4>\n<p>\u63a5\u7740\uff0cBrown \u8bdd\u950b\u4e00\u8f6c\uff0c\u5206\u4eab\u4e86\u5f53\u4eca\u7684 AI \u56fe\u666f\u3002\u8bf7\u6ce8\u610f\uff0c\u7531\u4e8e\u8fd9\u6b21\u6f14\u8bb2\u53d1\u751f\u4e8e 2024 \u5e74 5 \u6708 23 \u65e5\uff0c\u56e0\u6b64\u5176\u4e2d\u5e76\u6ca1\u6709\u6700\u65b0\u7684\u6a21\u578b\u3002\u4f46\u4ed6\u8c08\u5230\u7684\u53d1\u5c55\u8d8b\u52bf\u4f9d\u7136\u5f88\u6709\u4ef7\u503c\u3002<\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-3ebacdb5721b7b5df530002784ece0ea.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-3ebacdb5721b7b5df530002784ece0ea.png\"><\/a><\/section>\n<p>\u4ed6\u8bf4\uff0c\u5728\u4ed6\u7814\u7a76\u751f\u9636\u6bb5\u7814\u7a76\u6251\u514b AI \u65f6\uff0c\u4eba\u4eec\u81ea\u8ba4\u4e3a\u627e\u5230\u4e86\u5b9e\u73b0\u8d85\u4eba\u7ea7\u6251\u514b AI \u7684\u65b9\u6cd5\uff1a\u4f7f\u7528\u5df2\u6709\u7684\u7b97\u6cd5\uff0c\u6bcf\u4e00\u5e74\u90fd\u63d0\u5347\u5176\u8ba1\u7b97\u548c\u6570\u636e\u89c4\u6a21\u5373\u53ef\uff0c\u7136\u540e\u5c31\u80fd\u51fb\u8d25\u524d\u4e00\u5e74\u7684\u6a21\u578b\u3002<\/p>\n<p>\u4ed6\u8ba4\u4e3a\u5f53\u4eca\u7684 AI \u9886\u57df\u4e5f\u975e\u5e38\u76f8\u4f3c\uff1a\u6709\u4e00\u79cd\u6709\u6548\u7684\u6280\u672f\uff0c\u7136\u540e\u7528\u66f4\u5927\u7684\u6a21\u578b\u5728\u66f4\u591a\u7684\u6570\u636e\u4e0a\u8bad\u7ec3\u66f4\u957f\u65f6\u95f4\uff0c\u8ba9\u5176\u4e0d\u65ad\u53d8\u5f97\u66f4\u597d\u3002\u4e0e\u6b64\u540c\u65f6\uff0c\u63a8\u7406\u6210\u672c\u4f9d\u7136\u5f88\u4f4e\u3002Brown \u8868\u793a\u672a\u6765\u4e0d\u4e00\u5b9a\u8fd8\u662f\u5982\u6b64\u3002<\/p>\n<p>\uff08\u5f53\u7136\uff0c\u6211\u4eec\u77e5\u9053 <a data-linktype=\"2\" href=\"https:\/\/mp.weixin.qq.com\/s?__biz=MzA3MzI4MjgzMw==&amp;mid=2650934313&amp;idx=1&amp;sn=3e89923751621fed57602ffe4ba751f4&amp;scene=21#wechat_redirect\">o1 \u7684\u51fa\u73b0<\/a>\u5df2\u7ecf\u5f00\u59cb\u626d\u8f6c\u8fd9\u4e00\u8d8b\u52bf\uff0c\u8ba9\u4eba\u4eec\u66f4\u52a0\u6ce8\u91cd\u7814\u7a76\u63a8\u7406\u65f6\u95f4\u7684\u8ba1\u7b97\uff0c\u5373 inference-time compute \u6216 test-time compute\uff09\u3002<\/p>\n<p>\u5bf9\u4e8e\u7f16\u7a0b\u8f85\u52a9\u548c\u7ffb\u8bd1\u8fd9\u6837\u7684\u4efb\u52a1\uff0c\u6211\u4eec\u53ef\u80fd\u5e76\u4e0d\u613f\u610f\u7b49\u5f85\u5f88\u957f\u65f6\u95f4\uff0c\u4f46\u5bf9\u4e8e\u53e6\u4e00\u4e9b\u91cd\u8981\u95ee\u9898\uff0c\u6211\u4eec\u7518\u5fc3\u7b49\u5f85\u51e0\u4e2a\u5c0f\u65f6\u4e43\u81f3\u5f88\u591a\u5929\uff0c\u6bd4\u5982\u89e3\u51b3\u9ece\u66fc\u731c\u60f3\u6216\u53d1\u73b0\u6551\u547d\u836f\u7269\uff0c\u53c8\u6216\u8005\u751f\u6210\u4e00\u90e8\u4f18\u8d28\u7684\u5c0f\u8bf4\u3002<\/p>\n<p>\u4ed6\u4ecb\u7ecd\u4e86\u81ea\u5df1\u7684\u300c\u4e0b\u4e00\u4e2a\u76ee\u6807\u300d\uff1a<strong>\u901a\u7528\u6027<\/strong>\u3002<\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-63b2e11d46d19458b541e5a8fab166fa.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-63b2e11d46d19458b541e5a8fab166fa.png\"><\/a><\/section>\n<ul>\n<li>\n<p>\u6211\u4eec\u80fd\u5426\u5f00\u53d1\u51fa\u7528\u4e8e\u6269\u5c55\u63a8\u7406\u8ba1\u7b97\u7684\u771f\u6b63\u901a\u7528\u7684\u65b9\u6cd5\uff1f<\/p>\n<\/li>\n<li>\n<p>\u901a\u8fc7\u63d0\u5347\u6d4b\u8bd5\u65f6\u95f4\u7684\u8ba1\u7b97\u6210\u672c\u6765\u6253\u9020\u66f4\u5f3a\u5927\u7684\u6a21\u578b\uff08\u6211\u4eec\u613f\u610f\u4e3a\u89e3\u51b3\u9ece\u66fc\u731c\u60f3\u6216\u53d1\u73b0\u6551\u547d\u836f\u7269\u4ed8\u51fa\u591a\u5c11\u63a8\u7406\u6210\u672c\uff1f\uff09<\/p>\n<\/li>\n<li>\n<p>\u8fd9\u4e9b\u7814\u7a76\u80fd\u8ba9\u6211\u4eec\u5927\u81f4\u7aa5\u89c1\u672a\u6765\u8fdc\u8fdc\u66f4\u52a0\u5f3a\u5927\u7684\u6a21\u578b\u3002\uff08\u6216\u8bb8\u5c31\u662f <a data-linktype=\"2\" href=\"https:\/\/mp.weixin.qq.com\/s?__biz=MzA3MzI4MjgzMw==&amp;mid=2650935624&amp;idx=1&amp;sn=709f51885aee2b3cbf108ea7e2c7473b&amp;scene=21#wechat_redirect\">OpenAI CEO \u5c71\u59c6\u30fb\u5965\u7279\u66fc\u6240\u8bf4\u7684\u300c\u8d85\u7ea7\u667a\u80fd\u300d<\/a>\uff1f\uff09\u3002<\/p>\n<\/li>\n<\/ul>\n<p>\u4ed6\u4e5f\u7ed9\u5b66\u672f\u754c\u7684\u7814\u7a76\u8005\u63d0\u4e86\u4e00\u70b9\u5efa\u8bae\uff1a<\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-5aecafb0dfd1ab8fb3c3f6790b3626f8.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-5aecafb0dfd1ab8fb3c3f6790b3626f8.png\"><\/a><\/section>\n<ul>\n<li>\n<p>\u89c4\u5212\u662f\u4e00\u4e2a\u76f8\u5bf9\u8f83\u597d\u7684\u7814\u7a76\u9886\u57df\uff0c\u5bf9\u8d44\u6e90\u4e0d\u4e30\u5bcc\u7684\u5b66\u672f\u7814\u7a76\u8005\u6765\u8bf4\uff0c\u8fd9\u4e2a\u65b9\u5411\u907f\u5f00\u4e86\u4e0e\u5927\u516c\u53f8\u7684\u6b63\u9762\u7ade\u4e89\uff0c\u6216\u8bb8\u66f4\u5bb9\u6613\u51fa\u6210\u679c\u3002\u56e0\u4e3a\u5927\u516c\u53f8\u57fa\u4e8e\u5229\u76ca\u8003\u8651\uff0c\u66f4\u613f\u610f\u8bad\u7ec3\u8d85\u5927\u6a21\u578b\uff0c\u540c\u65f6\u5c3d\u53ef\u80fd\u5730\u964d\u4f4e\u63a8\u7406\u6210\u672c\uff0c\u4ee5\u4fbf\u4e3a\u5927\u91cf\u7528\u6237\u63d0\u4f9b\u670d\u52a1\u3002<\/p>\n<\/li>\n<li>\n<p>\u53e6\u4e00\u4e2a\u9887\u5177\u6f5c\u529b\u7684\u7814\u7a76\u65b9\u5411\u662f\u300c\u5916\u90e8\u9a8c\u8bc1\u5668\u300d\uff0c\u56e0\u4e3a\u8fd9\u6837\u53ef\u4ee5\u907f\u514d\u53d7\u5230\u5956\u52b1\u6a21\u578b\u8d28\u91cf\u74f6\u9888\u7684\u9650\u5236\u3002<\/p>\n<\/li>\n<\/ul>\n<p>\u6700\u540e\uff0cBrown \u63d0\u5230\u4e86 Richard Sutton \u90a3\u7bc7\u8457\u540d\u7684\u6587\u7ae0\u300a<a data-linktype=\"2\" href=\"https:\/\/mp.weixin.qq.com\/s?__biz=MzA3MzI4MjgzMw==&amp;mid=2650908360&amp;idx=4&amp;sn=9999edc950e928b03584247df2ca7b7e&amp;scene=21#wechat_redirect\">\u82e6\u6da9\u7684\u6559\u8bad<\/a>\u300b\u3002<\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-619133727cefacfadf0667940d04deb5.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-619133727cefacfadf0667940d04deb5.png\"><\/a><\/section>\n<p>\u4ed6\u5f15\u7528\u4e86\u8fd9\u4e24\u53e5\uff1a\u300c70 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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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