{"id":38894,"date":"2025-02-25T09:00:52","date_gmt":"2025-02-25T01:00:52","guid":{"rendered":"https:\/\/17aitech.com\/?p=38894"},"modified":"2025-02-25T09:00:52","modified_gmt":"2025-02-25T01:00:52","slug":"transformer%e8%83%bd%e5%90%a6%e6%8e%a8%e7%90%86%e5%bc%95%e4%ba%89%e8%ae%ae%ef%bc%8cdeepmind%e8%bf%9e%e5%a4%9c%e6%9b%b4%e6%96%b0%e8%ae%ba%e6%96%87%e5%bc%80%e6%ba%90%e6%95%b0%e6%8d%ae%e9%9b%86%ef%bc%9at","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=38894","title":{"rendered":"Transformer\u80fd\u5426\u63a8\u7406\u5f15\u4e89\u8bae\uff0cDeepMind\u8fde\u591c\u66f4\u65b0\u8bba\u6587\u5f00\u6e90\u6570\u636e\u96c6\uff1aTransformer\u771f\u7684\u5f88\u5f3a"},"content":{"rendered":"<p style=\"text-align: left\">DeepMind\u95f7\u58f0\u5e72\u5927\u4e8b\uff0c\u6084\u6084\u8bad\u7ec3\u4e86\u4e00\u4e2a\u5927\u5c0f\u53ea\u6709270M\u7684Transformer\u6a21\u578b\uff0c\u5c45\u7136\u4e0d\u9700\u8981\u641c\u7d22\uff0c\u5c31\u80fd\u5b9e\u73b0\u5927\u5e08\u7ea7\u7684\u4e0b\u68cb\u6c34\u5e73\u3002<\/p>\n<p>\u8fd9\u51e0\u5929\u7684\u63a8\u7279\u56e0\u4e3a\u8fd9\u7bc72\u6708\u4efd\u53d1\u5e03\u7684\u8bba\u6587\u5435\u5f97\u4e0d\u53ef\u5f00\u4ea4\uff0cDeepMind\u56e2\u961f\u4e5f\u8d76\u7d27\u653e\u51fa\u4e86\u66f4\u65b0\u540e\u7684\u8bba\u6587\u7248\u672c\uff0c\u5f00\u6e90\u4e86\u6709\u5173\u6570\u636e\u96c6\u548c\u4ee3\u7801\uff0c\u5bf9\u7f51\u4e0a\u7684\u4e89\u8bae\u505a\u4e86\u56de\u5e94\u3002<\/p>\n<p style=\"text-align: center\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-cebc4f35a18ccb6e9c5e0e6b1188277a.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-cebc4f35a18ccb6e9c5e0e6b1188277a.png\"><\/a><\/p>\n<p>\u6700\u5f00\u59cb\uff0c\u6709\u4f4d\u7f51\u53cb\u5206\u4eab\u4e86DeepMind\u7684\u8fd9\u9879\u7814\u7a76\uff0c\u5e76\u63d0\u51fa\u201cTransformer\u4e5f\u80fd\u7528\u4e8e\u903b\u8f91\u4efb\u52a1\u201d\u7684\u89c2\u70b9\uff0c\u6ca1\u60f3\u5230\u5374\u6fc0\u8d77\u4e86\u4e00\u573a\u5173\u4e8eTransformer\u80fd\u4e0d\u80fd\u63a8\u7406\u7684\u4e89\u8bba\u3002<\/p>\n<p>\u5148\u662f\u987e\u5168\u5168\u679c\u65ad\u8f6c\u53d1\u8868\u793a\u8d5e\u540c\uff0c\u201c\u8fd9\u8868\u660eTransformer\u5177\u6709\u63a8\u7406\u548c\u89c4\u5212\u7684\u80fd\u529b\u3002\u201d<\/p>\n<p style=\"text-align: center\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-2bdb369f7e40d3a2cc43534fd6140081.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-2bdb369f7e40d3a2cc43534fd6140081.png\"><\/a><\/p>\n<p>\u7136\u800c\uff0c\u8fd9\u4e00\u89c2\u70b9\u5f88\u5feb\u906d\u5230\u4e86\u6fc0\u70c8\u53cd\u9a73\uff0c\u4e89\u8bba\u7684\u706b\u836f\u5473\u5341\u8db3\u3002<\/p>\n<p>\u7530\u6e0a\u680b\u76f4\u8a00\uff0c\u77ed\u65f6\u7b56\u7565\u5e76\u4e0d\u7b49\u4e8e\u63a8\u7406\u80fd\u529b\u3002\u4ed6\u8ba4\u4e3a\uff0c\u201cTransformer\u6a21\u578b\u7684\u8bc4\u4f30\u57fa\u4e8e\u95ea\u7535\u6218\u6a21\u5f0f\uff08\u6bcf\u5c40\u9650\u65f65-10\u5206\u949f\uff09\uff0c\u8fd9\u66f4\u4f9d\u8d56\u76f4\u89c9\u548c\u6218\u672f\u53cd\u5e94\uff0c\u800c\u975e\u4f20\u7edf\u7684\u6df1\u5ea6\u641c\u7d22\u548c\u89c4\u5212\u3002\u201d<\/p>\n<p>\u7530\u6e0a\u680b\u8fd8\u6307\u51fa\uff0c\u95ea\u7535\u6218\u4e0b\u673a\u5668\u4eba\u867d\u7136Elo\u8fbe2713\uff0c\u4f46\u672a\u80fd\u5c55\u793a\u51fa\u8d85\u8d8a\u8bad\u7ec3\u6570\u636e\u7684\u80fd\u529b\u3002\u201c\u6b64\u5916\uff0c\u673a\u5668\u4eba\u5728\u77ed\u65f6\u95f4\u5185\u7684\u95ea\u7535\u6218Elo\u5206\u6570\u6bd4\u4eba\u7c7b\u9009\u624b\u8981\u4f4e\uff0c\u8fd9\u53ef\u80fd\u8bf4\u660e\u5b83\u7684\u8868\u73b0\u66f4\u591a\u4f9d\u8d56\u4e8e\u6a21\u5f0f\u5339\u914d\uff0c\u800c\u975e\u771f\u6b63\u7684\u63a8\u7406\u3002\u201d<\/p>\n<p style=\"text-align: center\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-511f230a272757c567faa98d3a2d6ae2.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-511f230a272757c567faa98d3a2d6ae2.png\"><\/a><\/p>\n<p>\u5f88\u591a\u53cd\u5bf9\u8005\u4e5f\u6307\u51fa\uff0c\u8bba\u6587\u4e2d\u660e\u786e\u63d0\u5230\uff0c\u8fd9\u79cd\u6a21\u578b\u7684\u8868\u73b0\u4ecd\u7136\u9ad8\u5ea6\u4f9d\u8d56\u4e8e\u8bad\u7ec3\u6570\u636e\u548c\u67b6\u6784\u89c4\u6a21\u3002\u5f52\u6839\u7ed3\u5e95\uff0c\u5b83\u53ea\u662f\u5728\u8fdb\u884c\u7edf\u8ba1\u5339\u914d\uff0c\u800c\u975e\u771f\u6b63\u7684\u903b\u8f91\u63a8\u7406\u3002<\/p>\n<p style=\"text-align: center\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-43a61e751d4eed84035b7313803986b8.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-43a61e751d4eed84035b7313803986b8.png\"><\/a><\/p>\n<p>\u4e5f\u6709\u5f88\u591a\u4eba\u8ba4\u4e3a\uff0c\u8fd9\u5b9e\u9645\u4e0a\u53ea\u662f\u4e00\u79cd\u9884\u6d4b\u3002\u867d\u7136Transformer\u80fd\u591f\u7cbe\u51c6\u5730\u8ba1\u7b97\u548c\u9884\u6d4b\u4e0b\u4e00\u6b65\u884c\u52a8\uff0c\u8fd9\u770b\u7740\u50cf\u662f\u5728\u63a8\u7406\uff0c\u4f46\u4e0e\u4eba\u7c7b\u63a8\u7406\u5e76\u975e\u4e00\u56de\u4e8b\u3002<\/p>\n<p style=\"text-align: center\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-5cd82491b96ee1c68fac19afa3bbfcdd.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-5cd82491b96ee1c68fac19afa3bbfcdd.png\"><\/a><\/p>\n<p style=\"text-align: center\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-8eaa14f08ff409f3bd4c720c2a8b6546.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-8eaa14f08ff409f3bd4c720c2a8b6546.png\"><\/a><\/p>\n<p>\u987e\u5168\u5168\u89e3\u91ca\u9053\uff0c\u201c\u63a8\u7406\u7684\u6838\u5fc3\u5728\u4e8e\u8574\u6db5\uff08entailment\uff09\u3002\u201d\u8981\u8fdb\u884c\u63a8\u7406\uff0c\u9996\u5148\u9700\u8981\u8bc6\u522b\u4e00\u7ec4\u57fa\u672c\u7684\u547d\u9898\u6216\u539f\u5b50\u516c\u5f0f\uff0c\u7136\u540e\u518d\u901a\u8fc7\u4e00\u7cfb\u5217\u63a8\u7406\u89c4\u5219\u6765\u63a8\u5bfc\u51fa\u7ed3\u8bba\u3002<\/p>\n<p>Transformer\u5b9e\u73b0\u63a8\u7406\u7684\u5173\u952e\u5728\u4e8e\u5b83\u662f\u5426\u80fd\u591f\u5b66\u4e60\u63a8\u7406\u89c4\u5219\uff0c\u8fd9\u4e9b\u89c4\u5219\u662f\u63a8\u7406\u7684\u7ec4\u6210\u90e8\u5206\uff0c\u4f46\u5e76\u4e0d\u80fd\u6784\u6210\u5b8c\u6574\u7684\u201c\u63a8\u7406\u201d\u3002<\/p>\n<p>\u4ee5\u5f80\u7684\u7814\u7a76\u8868\u660e\uff0cTransformer \u80fd\u591f\u5b66\u4e60\u5404\u79cd\u201c\u7b97\u6cd5\u201d\u6216\u89c4\u5219\uff0c\u4f8b\u5982\u7ebf\u6027\u56de\u5f52\uff08Linear Regression\uff09\u3001k \u6700\u8fd1\u90bb\uff08k-Nearest Neighbors\uff09\u548c\u8d1d\u53f6\u65af\u7f51\u7edc\u63a8\u7406\u4e2d\u7684 Chow-Liu \u7b97\u6cd5\u3002<\/p>\n<p>\u8fd9\u4e9b\u7b97\u6cd5\u867d\u7136\u4e0d\u662f\u4e25\u683c\u610f\u4e49\u4e0a\u7684\u903b\u8f91\u63a8\u7406\u89c4\u5219\uff0c\u4f46\u4ecd\u7136\u662f\u4e00\u79cd\u6709\u903b\u8f91\u7684\u7b97\u6cd5\u89c4\u5219\u3002\u987e\u5168\u5168\u8ba4\u4e3a\uff0cDeepMind\u8fd9\u6b21\u7684\u7814\u7a76\u6070\u6070\u5c55\u793a\u4e86Transformer\u5b66\u4e60\u63a8\u7406\u89c4\u5219\u4e0a\u7684\u6f5c\u529b\u3002<\/p>\n<p>\u4e0d\u8fc7\uff0c\u4ed6\u4e5f\u5766\u8a00\uff1a\u201c\u5c3d\u7ba1\u5927\u91cf\u5b9e\u8bc1\u7814\u7a76\u8868\u660eTransformer\u53ef\u4ee5\u6709\u6548\u5730\u5b66\u4e60\u63a8\u7406\u89c4\u5219\uff0c\u4f46\u4ecd\u7136\u9700\u8981\u5728\u7406\u8bba\u4e0a\u5f97\u5230\u4e25\u683c\u8bc1\u660e\u3002\u201d<\/p>\n<p style=\"text-align: center\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-c357ce631f38dd1d9915cf7b3fcbbc7c.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-c357ce631f38dd1d9915cf7b3fcbbc7c.png\"><\/a><\/p>\n<p>\u6362\u53e5\u8bdd\u8bf4\uff0c\u76ee\u524d\u6211\u4eec\u53ea\u80fd\u4ece\u5b9e\u9a8c\u6570\u636e\u4e0a\u770b\u5230\u6a21\u578b\u7684\u8868\u73b0\uff0c\u800c\u8981\u771f\u6b63\u786e\u8ba4Transformer\u80fd\u4e0d\u80fd\u50cf\u4eba\u7c7b\u4e00\u6837\u63a8\u7406\uff0c\u8fd8\u9700\u8981\u66f4\u591a\u7406\u8bba\u7814\u7a76\u3002<\/p>\n<p><\/p>\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 ' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/17aitech.com\/?p=38894\/#%E7%AE%97%E6%B3%95%E5%88%B0%E6%A8%A1%E5%9E%8B%E7%9A%84%E9%80%9A%E7%94%A8%E6%96%B9%E6%B3%95\" >\u7b97\u6cd5\u5230\u6a21\u578b\u7684\u901a\u7528\u65b9\u6cd5<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/17aitech.com\/?p=38894\/#%E4%B8%BA%E4%BB%80%E4%B9%88DeepMind%E9%87%8D%E5%9B%9E%E6%A3%8B%E5%B1%80%E7%A0%94%E7%A9%B6%EF%BC%9F\" >\u4e3a\u4ec0\u4e48DeepMind\u91cd\u56de\u68cb\u5c40\u7814\u7a76\uff1f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/17aitech.com\/?p=38894\/#%E5%B0%8F%E6%A8%A1%E5%9E%8B%E7%9A%84%E9%87%8C%E7%A8%8B%E7%A2%91\" >\u5c0f\u6a21\u578b\u7684\u91cc\u7a0b\u7891<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/17aitech.com\/?p=38894\/#Transformer%E2%80%9C%E6%8B%9F%E7%9B%B4%E8%A7%89%E2%80%9D%EF%BC%9AAI%E6%98%AF%E5%90%A6%E8%83%BD%E6%A8%A1%E4%BB%BF%E4%BA%BA%E7%B1%BB%E6%80%9D%E7%BB%B4%EF%BC%9F\" >Transformer\u201c\u62df\u76f4\u89c9\u201d\uff1aAI\u662f\u5426\u80fd\u6a21\u4eff\u4eba\u7c7b\u601d\u7ef4\uff1f<\/a><\/li><\/ul><\/nav><\/div>\n<h2><span class=\"ez-toc-section\" id=\"%E7%AE%97%E6%B3%95%E5%88%B0%E6%A8%A1%E5%9E%8B%E7%9A%84%E9%80%9A%E7%94%A8%E6%96%B9%E6%B3%95\"><\/span>\u7b97\u6cd5\u5230\u6a21\u578b\u7684\u901a\u7528\u65b9\u6cd5<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>DeepMind\u8fd9\u7bc7\u8bba\u6587\u5728\u63a8\u7279\u5f15\u53d1\u7684\u6fc0\u70c8\u8ba8\u8bba\uff0c\u4e0d\u4ec5\u9650\u4e8e\u6280\u672f\u672c\u8eab\u3002<\/p>\n<p>\u6709\u4f4d\u7f51\u53cb\u5728\u6df1\u5165\u7814\u7a76\u8bba\u6587\u7ec6\u8282\u540e\u8ba4\u4e3a\uff0c\u8fd9\u9879\u7814\u7a76\u5c55\u793a\u4e86\u4e00\u4e2a\u91cd\u8981\u7a81\u7834\uff0c\u5373\u5c06\u4efb\u610f\u6982\u7387\u7b97\u6cd5\u63d0\u70bc\u6210\u795e\u7ecf\u6a21\u578b\u7684\u901a\u7528\u65b9\u6cd5\u3002<\/p>\n<p style=\"text-align: center\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-9ad5714368da0facdda68648f4f52d9b.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-9ad5714368da0facdda68648f4f52d9b.png\"><\/a><\/p>\n<p>\u4ed6\u8fd8\u4e50\u89c2\u5730\u8868\u793a\u201c\u6211\u4eec\u6b63\u5904\u4e8e\u6574\u4e2a\u8ba1\u7b97\u673a\u79d1\u5b66\u4ece\u56fe\u7075\u673a\u7684\u8d77\u6e90\u5f00\u59cb\u91cd\u5199\u7684\u8fb9\u7f18\u3002\u201d<\/p>\n<p>Gary Macus\u5bf9\u6b64\u6301\u6000\u7591\u6001\u5ea6\uff0c\u4ed6\u5728\u4e0e\u8bba\u6587\u4f5c\u8005\u4ea4\u6d41\u540e\u6307\u51fa\uff0c\u8bba\u6587\u4e2d\u7684Transformer\u6a21\u578b\u867d\u7136\u5728\u6807\u51c6\u56fd\u9645\u8c61\u68cb\u4e0a\u53d6\u5f97\u4e86\u6210\u529f\uff0c\u4f46\u5728\u66f4\u590d\u6742\u7684\u68cb\u76d8\u53d8\u4f53\uff08\u5982Fischer\u968f\u673a\u8c61\u68cb\uff09\u4e0a\u8868\u73b0\u4e0d\u4f73\uff0c\u4e5f\u65e0\u6cd5\u63a8\u5e7f\u5230\u66f4\u5927\u7684\u68cb\u76d8\uff08\u59828&#215;12\uff09\u3002\u8fd9\u8bf4\u660e\u4e86\u6a21\u578b\u5728\u6cdb\u5316\u80fd\u529b\u4e0a\u7684\u5c40\u9650\u6027\u3002<\/p>\n<p>\u4ed6\u8fd8\u6307\u51fa\uff0c\u8fd9\u7c7b\u6a21\u578b\u7684\u4f18\u79c0\u8868\u73b0\u5f80\u5f80\u5c40\u9650\u4e8e\u56fd\u9645\u8c61\u68cb\u8fd9\u7c7b\u5c01\u95ed\u7684\u73af\u5883\uff0c\u5728\u66f4\u5f00\u653e\u3001\u66f4\u590d\u6742\u7684\u73af\u5883\u4e2d\u4f1a\u9762\u4e34\u4e25\u5cfb\u6311\u6218\u3002<\/p>\n<p style=\"text-align: center\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-49e1d0f6465abbac50b7bbfa9278bb2d.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-49e1d0f6465abbac50b7bbfa9278bb2d.png\"><\/a><\/p>\n<p>\u4e5f\u6709\u4eba\u4e0d\u8d5e\u540c\u8fd9\u79cd\u8bf4\u6cd5\uff0c\u8ba4\u4e3aGary Macus\u4f4e\u4f30\u4e86\u795e\u7ecf\u7f51\u7edc\u7684\u7e41\u534e\u80fd\u529b\u3002\u867d\u7136\u6a21\u578b\u7684\u9002\u7528\u6027\u4e0d\u591f\u5e7f\uff0c\u4f46\u8fd9\u79cd\u65b9\u6cd5\u5374\u662f\u53ef\u4ee5\u63a8\u5e7f\u7684\u3002\u50cfMCTS\uff08\u8499\u7279\u5361\u6d1b\u6811\u641c\u7d22\uff09\u8fd9\u6837\u7684\u7b97\u6cd5\u4e5f\u53ef\u4ee5\u88ab\u84b8\u998f\u6210\u6a21\u578b\uff0c\u8fd9\u53ef\u80fd\u4e5f\u9002\u7528\u4e8e\u8bed\u8a00\u5904\u7406\u3002<\/p>\n<p style=\"text-align: center\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-ac20b7db8fefbbd17d56954891a6b19a.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-ac20b7db8fefbbd17d56954891a6b19a.png\"><\/a><\/p>\n<p>\u63a8\u7279\u4e0a\u5173\u4e8e\u8fd9\u7bc7\u8bba\u6587\u7684\u4e89\u8bba\u6108\u6f14\u6108\u70c8\u3002DeepMind\u4e5f\u4e8e10\u670821\u65e5\u5728arxiv\u4e0a\u66f4\u65b0\u4e86\u8bba\u6587\uff0c\u5e76\u63a8\u51fa\u4e86\u540d\u4e3aChessBench\u7684\u5927\u89c4\u6a21\u6570\u636e\u96c6\u3002<\/p>\n<p>ChessBench\u6570\u636e\u96c6\u5305\u542b\u4e861000\u4e07\u4e2a\u56fd\u9645\u8c61\u68cb\u5c40\u9762\u53ca\u5176\u8d70\u6cd5\u4e0e\u4ef7\u503c\u6ce8\u91ca\uff0c\u5171\u8ba1\u8d85\u8fc7150\u4ebf\u4e2a\u6570\u636e\u70b9\uff0c\u8fd9\u4e9b\u6570\u636e\u5168\u90e8\u7531\u6700\u5148\u8fdb\u7684\u56fd\u9645\u8c61\u68cb\u5f15\u64ceStockfish 16\u63d0\u4f9b\u3002<\/p>\n<p>\u7814\u7a76\u56e2\u961f\u8fd8\u5f00\u6e90\u4e86ChessBench\u6570\u636e\u96c6\u3001\u6a21\u578b\u6743\u91cd\u4ee5\u53ca\u6240\u6709\u8bad\u7ec3\u548c\u8bc4\u4f30\u4ee3\u7801\uff0c\u65b9\u4fbf\u5b66\u672f\u754c\u8fdb\u884c\u4e0b\u4e00\u6b65\u7814\u7a76\u3002<\/p>\n<p>\u66f4\u65b0\u7684\u7b2c\u4e8c\u7248\u8bba\u6587\u91cc\uff0c\u4e5f\u63d0\u5230\u4e86\u201c\u84b8\u998f\u201d\u8fd9\u4ef6\u4e8b\u3002<\/p>\n<p>\u7814\u7a76\u4eba\u5458\u8868\u793a\uff0c\u5c3d\u7ba1\u53ef\u4ee5\u901a\u8fc7\u76d1\u7763\u5b66\u4e60\u5c06Stockfish\u7684\u641c\u7d22\u7b97\u6cd5\u7684\u8fd1\u4f3c\u7248\u672c\u84b8\u998f\u5230Transformer\u4e2d\uff0c\u4f46\u5b8c\u7f8e\u7684\u84b8\u998f\u4ecd\u7136\u9065\u4e0d\u53ef\u53ca\u3002<\/p>\n<p>\u8fd9\u4e5f\u53cd\u6620\u4e86\u6df1\u5ea6\u5b66\u4e60\u9886\u57df\u7684\u4e00\u4e2a\u6838\u5fc3\u95ee\u9898\uff1a\u5373\u4f7f\u6a21\u578b\u5728\u67d0\u4e9b\u7279\u5b9a\u9886\u57df\uff08\u5982\u8c61\u68cb\u3001\u56f4\u68cb\uff09\u8868\u73b0\u51fa\u4e86\u5353\u8d8a\u7684\u6027\u80fd\uff0c\u4f46\u5b83\u4eec\u4ecd\u7136\u4f9d\u8d56\u4e8e\u5927\u91cf\u8ba1\u7b97\u8d44\u6e90\u548c\u89c4\u5219\u5316\u7684\u8bad\u7ec3\u73af\u5883\u3002<\/p>\n<p>\u50cfAlphaZero\u5c31\u662f\u4f9d\u9760\u5f3a\u5316\u5b66\u4e60\uff0c\u901a\u8fc7\u4e0e\u81ea\u5df1\u53cd\u590d\u5bf9\u5f08\uff0c\u6700\u7ec8\u8d85\u8d8a\u4e86\u4f20\u7edf\u68cb\u7c7b\u5f15\u64ce\uff0c\u4e00\u65e6\u5e94\u7528\u5230\u66f4\u590d\u6742\u3001\u66f4\u5c11\u89c4\u5219\u7ea6\u675f\u7684\u73af\u5883\uff0c\u4e5f\u96be\u514d\u66b4\u9732\u51fa\u7f3a\u4e4f\u6cdb\u5316\u80fd\u529b\u7684\u95ee\u9898\u3002<\/p>\n<p>DeepMind\u7684\u8fd9\u7bc7\u8bba\u6587\u5c31\u63d0\u4f9b\u4e86\u4e00\u6761\u53ef\u884c\u7684\u8def\u3002<\/p>\n<p>\u8bba\u6587\u5728\u7ed3\u5c3e\u5f3a\u8c03Transformer\u4e0d\u5e94\u8be5\u53ea\u662f\u5355\u7eaf\u7684\u7edf\u8ba1\u6a21\u5f0f\u8bc6\u522b\u5668\uff0c\u800c\u5e94\u8be5\u88ab\u5f53\u4f5c\u662f\u4e00\u79cd\u8fd1\u4f3c\u901a\u7528\u7b97\u6cd5\u7684\u5f3a\u5927\u6280\u672f\u3002\u518d\u7ed3\u5408Transformer\u6a21\u578b\u5728\u5b9e\u9a8c\u4e2d\u5c55\u793a\u7684\u5f3a\u6cdb\u5316\u80fd\u529b\uff0c\u4e5f\u8bb8\u53ef\u4ee5\u88ab\u89c6\u4f5cAI\u6a21\u578b\u6cdb\u5316\u95ee\u9898\u7684\u4e00\u79cd\u89e3\u6cd5\u3002<\/p>\n<p><\/p>\n<h2><span class=\"ez-toc-section\" id=\"%E4%B8%BA%E4%BB%80%E4%B9%88DeepMind%E9%87%8D%E5%9B%9E%E6%A3%8B%E5%B1%80%E7%A0%94%E7%A9%B6%EF%BC%9F\"><\/span>\u4e3a\u4ec0\u4e48DeepMind\u91cd\u56de\u68cb\u5c40\u7814\u7a76\uff1f<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u4e5f\u6709\u7f51\u53cb\u53d1\u95ee\uff0c\u4e4b\u524d\u4e0d\u662f\u5df2\u7ecf\u6709\u6a21\u578b\u5b9e\u73b0\u8fc7\u4e86\u5927\u5e08\u7ea7\u7684\u4e0b\u68cb\u6c34\u5e73\u5417\uff0c\u4e3a\u4ec0\u4e48DeepMind\u8fd8\u8981\u518d\u505a\u4e00\u6b21\uff1f<\/p>\n<p>\u5176\u5b9e\u5728AI\u884c\u4e1a\u91cc\u65e9\u5c31\u6709\u4e86\u4e00\u4e2a\u5171\u8bc6\uff1a\u6240\u6709\u7684\u5e94\u7528\u90fd\u5e94\u8be5\u7528AI\u5927\u6a21\u578b\u91cd\u505a\u4e00\u904d\u3002<\/p>\n<p>\u56e0\u4e3aAI\u6280\u672f\u7684\u5546\u4e1a\u5316\u843d\u5730\u59cb\u7ec8\u662f\u4e2a\u96be\u9898\uff0c\u8981\u5bf9\u51c6\u5177\u4f53\u7684\u4e1a\u52a1\u80af\u5b9a\u662f\u627e\u73b0\u6210\u7684\u5e94\u7528\u6765\u5f97\u5feb\u3002\u53e6\u5916\uff0c\u7528\u5927\u6a21\u578b\u91cd\u505a\u5df2\u6709\u7684\u5e94\u7528\u80fd\u591f\u8fdb\u4e00\u6b65\u6316\u6398\u5176\u5546\u4e1a\u4ef7\u503c\uff0c\u4e2a\u6027\u5316\u7684\u7528\u6237\u4f53\u9a8c\u80fd\u591f\u589e\u52a0\u7528\u6237\u7c98\u6027\u62a2\u5360\u66f4\u591a\u7684\u5e02\u573a\u4efd\u989d\u3002<\/p>\n<p>\u5728\u5e02\u573a\u7684\u9a71\u52a8\u4e0b\uff0c\u5fae\u8f6f\u548c\u8c37\u6b4c\u8fd9\u6837\u7684\u5927\u4f01\u4e1a\u65e9\u5c31\u4ed8\u8bf8\u884c\u52a8\u5e76\u4e14\u9887\u6709\u6210\u6548\u4e86\u3002<\/p>\n<p>\u5fae\u8f6f\u5f80Office\u529e\u516c\u4e09\u4ef6\u5957\u5f15\u5165\u4e86Copilot\uff0c\u5b9e\u73b0\u4e86\u4ece\u6587\u672c\u751f\u6210\u5230\u6d41\u7a0b\u81ea\u52a8\u5316\u7684\u5168\u9762\u5347\u7ea7\u3002\u50cf\u666e\u901a\u7528\u6237\u5c31\u53ef\u4ee5\u901a\u8fc7\u63d0\u4f9b\u6587\u5b57\u63d0\u793a\u6216\u662fWord\u6587\u6863\u8ba9Copilot\u751f\u6210\u5e7b\u706f\u7247\uff0c\u4f01\u4e1a\u7528\u6237\u8fd8\u53ef\u4ee5\u76f4\u63a5\u751f\u6210\u4e00\u4e9b\u7b80\u5355\u7684\u4ee3\u7801\u5e94\u7528\u3002<\/p>\n<p>Google Workspace\u5957\u4ef6\u91cc\u96c6\u6210\u7684\u751f\u6210\u5f0fAI\u4e5f\u5f88\u5b9e\u7528\uff0c\u7528\u6237\u53ef\u4ee5\u5229\u7528\u667a\u80fd\u52a9\u624b\u5728Google Docs\u548cGmail\u4e2d\u751f\u6210\u90ae\u4ef6\u3001\u6458\u8981\u7b49\u5185\u5bb9\uff0c\u51cf\u5c11\u91cd\u590d\u52b3\u52a8\u5927\u5927\u63d0\u9ad8\u4e86\u5de5\u4f5c\u6548\u7387\u3002<\/p>\n<p>\u800c\u4e14\u8fd9\u6b21\u7814\u7a76\u7684\u91cd\u8981\u6027\u4e0d\u4ec5\u4ec5\u5728\u4e8e\u68cb\u7c7bAI\u7684\u8fed\u4ee3\uff0c\u66f4\u5728\u4e8e\u5b83\u4e3aAI\u63a8\u7406\u548c\u5b66\u4e60\u7684\u672a\u6765\u63d0\u4f9b\u4e86\u65b0\u65b9\u5411\u3002<\/p>\n<p>\u56de\u987e\u4ee5\u5f80\u7684\u68cb\u7c7bAI\u7814\u7a76\uff0c\u535a\u5f08\u6811\u4e00\u76f4\u662f\u6838\u5fc3\u5de5\u5177\u3002<\/p>\n<p>\u535a\u5f08\u6811\u5c06\u6bcf\u4e00\u4e2a\u68cb\u5c40\u72b6\u6001\u8868\u793a\u4e3a\u8282\u70b9\uff0c\u6bcf\u4e0b\u4e00\u6b65\u68cb\u5219\u4ece\u4e00\u4e2a\u8282\u70b9\u79fb\u52a8\u5230\u5bf9\u5e94\u7684\u5b50\u8282\u70b9\uff0c\u901a\u8fc7\u7a77\u4e3e\u6240\u6709\u53ef\u80fd\u7684\u6b65\u9aa4\uff0c\u6784\u5efa\u51fa\u4e00\u4e2a\u5e9e\u5927\u7684\u6811\u72b6\u7ed3\u6784\u3002<\/p>\n<p>\u7136\u800c\uff0c\u68cb\u7c7b\u6e38\u620f\u7684\u590d\u6742\u6027\u8ba9\u8fd9\u79cd\u5168\u91cf\u641c\u7d22\u53d8\u5f97\u51e0\u4e4e\u4e0d\u53ef\u884c\u3002<\/p>\n<p>\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\uff0c\u7ea6\u7ff0\u00b7\u9ea6\u5361\u9521\uff08John McCarthy\uff09\u63d0\u51fa\u4e86\u8457\u540d\u7684\u03b1-\u03b2\u526a\u679d\u7b97\u6cd5\u3002<\/p>\n<p>\u8fd9\u79cd\u7b97\u6cd5\u7684\u6838\u5fc3\u5728\u4e8e\uff0c\u5728\u7ed8\u5236\u535a\u5f08\u6811\u7684\u540c\u65f6\u8fdb\u884c\u8ba1\u7b97\u8bc4\u4f30\uff0c\u4e00\u65e6\u67d0\u4e00\u5206\u652f\u7684\u7ed3\u679c\u65e0\u6cd5\u4f18\u4e8e\u5df2\u6709\u7684\u6700\u4f73\u7ed3\u679c\uff0c\u5c31\u4f1a\u7acb\u5373\u201c\u526a\u679d\u201d\uff0c\u8df3\u8fc7\u8fd9\u4e2a\u5206\u652f\u7684\u8ba1\u7b97\u3002\u8fd9\u79cd\u65b9\u5f0f\u6709\u6548\u51cf\u5c11\u4e86\u65e0\u6548\u8ba1\u7b97\uff0c\u5927\u5927\u63d0\u5347\u4e86\u641c\u7d22\u6548\u7387\u3002<\/p>\n<p>1997\u5e74\uff0cIBM\u7684Deep Blue\u5229\u7528\u03b1-\u03b2\u526a\u679d\u7b97\u6cd5\uff0c\u5e76\u7ed3\u5408\u6570\u767e\u4e07\u573a\u68cb\u5c40\u7684\u6570\u636e\u652f\u6301\uff0c\u6210\u529f\u5b9e\u73b0\u4e86\u6df1\u5ea6\u8ba1\u7b97\u3002\u6700\u7ec8\uff0cDeep Blue\u51fb\u8d25\u4e86\u56fd\u9645\u8c61\u68cb\u4e16\u754c\u51a0\u519b\u52a0\u91cc\u00b7\u5361\u65af\u5e15\u7f57\u592b\u3002<\/p>\n<p>\u8fd9\u662fAI\u7b2c\u4e00\u6b21\u5728\u516c\u5f00\u6bd4\u8d5b\u4e2d\u6218\u80dc\u9876\u7ea7\u4eba\u7c7b\u68cb\u624b\uff0c\u4e5f\u662f\u535a\u5f08\u6811\u7b97\u6cd5\u4e0e\u542f\u53d1\u5f0f\u89c4\u5219\u7ed3\u5408\u7684\u5dc5\u5cf0\u3002<\/p>\n<p>2017\u5e74\uff0cDeepMind\u53d1\u5e03\u4e86AlphaZero\uff0c\u8fdb\u4e00\u6b65\u7a81\u7834\u4e86\u4f20\u7edf\u7684\u535a\u5f08\u6811\u6a21\u578b\u3002<\/p>\n<p>\u4e0e\u4ee5\u5f80AI\u4f9d\u8d56\u4eba\u7c7b\u77e5\u8bc6\u5e93\u548c\u542f\u53d1\u5f0f\u89c4\u5219\u4e0d\u540c\uff0cAlphaZero\u5b8c\u5168\u629b\u5f03\u4e86\u8fd9\u4e9b\u5916\u90e8\u652f\u6301\uff0c\u4ec5\u901a\u8fc7\u81ea\u6211\u5bf9\u5f08\u548c\u901a\u7528\u5f3a\u5316\u5b66\u4e60\u7b97\u6cd5\uff0c\u5c31\u5728\u77ed\u65f6\u95f4\u5185\u638c\u63e1\u4e86\u56fd\u9645\u8c61\u68cb\u3001\u5c06\u68cb\u548c\u56f4\u68cb\u7684\u73a9\u6cd5\u3002<\/p>\n<p>\u8fd9\u9879\u7a81\u7834\u6027\u7814\u7a76\u5c55\u793a\u4e86AI\u81ea\u6211\u4f18\u5316\u7684\u6f5c\u529b\uff1a\u65e0\u9700\u501f\u52a9\u5916\u90e8\u77e5\u8bc6\u5e93\uff0cAI\u4e5f\u80fd\u8fbe\u5230\u5353\u8d8a\u6c34\u5e73\u3002<\/p>\n<p>\u8fd9\u4e00\u6b21\uff0cDeepMind\u5728\u68cb\u7c7bAI\u7684\u63a2\u7d22\u4e0a\u66f4\u8fdb\u4e00\u6b65\u3002\u4e0eAlphaZero\u76f8\u6bd4\uff0cTransformer\u6a21\u578b\u4e0d\u4ec5\u629b\u5f03\u4e86\u4eba\u7c7b\u77e5\u8bc6\u5e93\u548c\u542f\u53d1\u5f0f\u89c4\u5219\uff0c\u751a\u81f3\u4e0d\u518d\u4f7f\u7528\u4efb\u4f55\u641c\u7d22\u7b97\u6cd5\uff0c\u800c\u662f\u901a\u8fc7\u76d1\u7763\u5b66\u4e60\u76f4\u63a5\u4ece\u5305\u542b1000\u4e07\u573a\u56fd\u9645\u8c61\u68cb\u6bd4\u8d5b\u7684\u6570\u636e\u96c6\u4e2d\u5b66\u4e60\u7b56\u7565\u3002<\/p>\n<p>DeepMind\u8bad\u7ec3\u4e86\u4e09\u79cd\u89c4\u6a21\u7684Transformer\u6a21\u578b\uff0c\u5206\u522b\u4e3a9M\u3001136M\u548c270M\u53c2\u6570\uff0c\u5e76\u6839\u636e\u9884\u6d4b\u76ee\u6807\uff08\u52a8\u4f5c\u503c\u3001\u72b6\u6001\u503c\u6216\u884c\u4e3a\u514b\u9686\uff09\u6784\u5efa\u4e86\u4e00\u4e2a\u9884\u6d4b\u5668\u3002\u52a8\u4f5c\u503c\u9884\u6d4b\u5668\u7528\u4e8e\u751f\u6210\u7b56\u7565\uff0c\u8bc4\u4f30\u6240\u6709\u5408\u6cd5\u52a8\u4f5c\u7684\u9884\u6d4b\u503c\u5e76\u9009\u62e9\u671f\u671b\u52a8\u4f5c\u503c\u6700\u5927\u7684\u52a8\u4f5c\u3002<\/p>\n<p>\u5b9e\u9a8c\u7ed3\u679c\u663e\u793a\uff0c\u6700\u5927\u7684270M\u53c2\u6570\u6a21\u578b\u5728Lichess\u95ea\u7535\u6218\u4e2d\u8fbe\u5230\u4e862895 Elo\u7684\u5206\u6570\uff0c\u8868\u660e\u5b83\u5df2\u7ecf\u5177\u5907\u4e86\u5927\u5e08\u7ea7\u7684\u56fd\u9645\u8c61\u68cb\u7b56\u7565\u3002<\/p>\n<p style=\"text-align: center\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-fe0399421696f324235aba242f35375c.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-fe0399421696f324235aba242f35375c.png\"><\/a><\/p>\n<p style=\"text-align: center\"><span style=\"font-size: 14px\">\uff08\u52a8\u4f5c\u4ef7\u503c\u6a21\u578b\u4e0eStockfish 16\u3001Leela Chess Zero\u7684\u53d8\u4f53\u3001AlphaZero\uff08\u6709\u65e0\u8499\u7279\u5361\u6d1b\u6811\u641c\u7d22\uff09\u4ee5\u53caGPT-3.5-turbo-instruct\u7684\u6bd4\u8f83\uff09<\/span><\/p>\n<p>\u76f8\u6bd4AlphaZero\u4f9d\u8d56\u6df1\u5ea6\u641c\u7d22\u548c\u81ea\u6211\u5bf9\u5f08\uff0c\u8fd9\u4e2a\u6a21\u578b\u7684\u6210\u529f\u4e4b\u5904\u5728\u4e8e\u65e0\u9700\u501f\u52a9\u4efb\u4f55\u641c\u7d22\u7b97\u6cd5\uff0c\u4ec5\u4ec5\u57fa\u4e8e\u68cb\u76d8\u72b6\u6001\u7684\u5b66\u4e60\u4e5f\u80fd\u8fbe\u5230\u5927\u5e08\u7ea7\u522b\u7684\u68cb\u827a\u3002\u5e76\u4e14\u8be5\u6a21\u578b\u5927\u5e45\u964d\u4f4e\u4e86\u8ba1\u7b97\u9700\u6c42\u2014\u2014\u751a\u81f3\u5728\u90e8\u5206\u4efb\u52a1\u4e2d\u4ee5\u516b\u500d\u66f4\u5c11\u7684\u6d6e\u70b9\u8ba1\u7b97\u91cf\u53d6\u5f97\u4e0eAlphaZero\u76f8\u5f53\u7684\u6210\u7ee9\u3002<\/p>\n<p>\u8fd9\u4e0d\u4ec5\u662f\u6280\u672f\u4e0a\u7684\u7a81\u7834\uff0c\u66f4\u6697\u793a\u4e86Transformer\u6a21\u578b\u5728\u6cdb\u5316\u548c\u5b66\u4e60\u63a8\u7406\u89c4\u5219\u65b9\u9762\u7684\u5de8\u5927\u6f5c\u529b\u3002<\/p>\n<p><\/p>\n<h2><span class=\"ez-toc-section\" id=\"%E5%B0%8F%E6%A8%A1%E5%9E%8B%E7%9A%84%E9%87%8C%E7%A8%8B%E7%A2%91\"><\/span>\u5c0f\u6a21\u578b\u7684\u91cc\u7a0b\u7891<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>DeepMind\u8fd9\u6b21\u7684\u7814\u7a76\u5bf9LLM\u5c24\u5176\u662f\u5c0f\u53c2\u6570\u6a21\u578b\u6765\u8bf4\uff0c\u540c\u6837\u5177\u6709\u91cc\u7a0b\u7891\u5f0f\u7684\u610f\u4e49\u3002<\/p>\n<p>\u76f8\u4fe1\u5f88\u591a\u4eba\u90fd\u53d1\u73b0\u4e86\uff0c\u73b0\u5728LLM\u7684\u7814\u7a76\u5df2\u7ecf\u5230\u4e86\u4e00\u4e2a\u4ea4\u53c9\u70b9\u3002<\/p>\n<p>\u4e00\u90e8\u5206\u7814\u7a76\u8005\u575a\u4fe1\u201c\u5927\u5373\u662f\u597d\u201d\uff0c\u81f4\u529b\u4e8e\u5f00\u53d1\u6027\u80fd\u5f3a\u5927\u7684\u5de8\u578b\u6a21\u578b\uff1b\u53e6\u4e00\u90e8\u5206\u5219\u9009\u62e9\u201c\u5c0f\u800c\u7f8e\u201d\u7684\u65b9\u5411\uff0c\u4e13\u6ce8\u4e8e\u5c0f\u53c2\u6570\u6a21\u578b\u7684\u4f18\u5316\u548c\u5e94\u7528\u3002<\/p>\n<p>\u50cfMeta\u548c\u82f9\u679c\u5c31\u662f\u5c0f\u6a21\u578b\u8d5b\u9053\u7684\u575a\u5b9a\u62e5\u62a4\u8005\u3002<\/p>\n<p>Meta\u63a8\u51fa\u7684MobileLLM\u7cfb\u5217\uff0c\u5c06\u6a21\u578b\u89c4\u6a21\u7f29\u5c0f\u81f31B\u4ee5\u4e0b\uff0c\u5e76\u63a8\u51fa\u4e86125M\u548c350M\u4e24\u4e2a\u7248\u672c\u3002<\/p>\n<p>\u800c\u4e00\u76f4\u4e13\u6ce8\u4e8e\u95ed\u6e90\u5f00\u53d1\u7684\u82f9\u679c\uff0c\u4e5f\u5728\u5f00\u6e90\u9886\u57df\u6709\u6240\u7a81\u7834\uff0c\u53d1\u5e03\u4e86\u4e00\u7cfb\u5217\u5f00\u6e90\u6a21\u578bOpenELM\uff0c\u53c2\u6570\u89c4\u6a21\u96c6\u4e2d\u5728270M\u52303B\u4e4b\u95f4\u3002<\/p>\n<p>270M\u8fd9\u4e2a\u6570\u5b57\u662f\u4e0d\u662f\u5f88\u719f\u6089\uff1f\u6b63\u662fDeepMind\u8fd9\u6b21\u4f7f\u7528\u7684Transformer\u6a21\u578b\u53c2\u6570\u91cf\u3002\u8fd9\u4e24\u5bb6\u516c\u53f8\u90fd\u4e0d\u7ea6\u800c\u540c\u9009\u62e9270M\uff0c\u7edd\u975e\u5076\u7136\u3002<\/p>\n<p>\u4e0e\u52a8\u8f84\u6570\u767e\u4ebf\u53c2\u6570\u7684\u5de8\u578b\u6a21\u578b\u76f8\u6bd4\uff0c\u82f9\u679c\u76843B\u6a21\u578b\u5728LLM\u9886\u57df\u5df2\u7b97\u662f\u201c\u5c0f\u578b\u201d\u3002<\/p>\n<p>\u7136\u800c\uff0c\u5bf9\u4e8e\u624b\u673a\u7b49\u79fb\u52a8\u8bbe\u5907\u800c\u8a00\uff0c3B\u7684\u6a21\u578b\u4f9d\u7136\u592a\u5927\u3002\u56e0\u6b64\uff0c270M\u6210\u4e3a\u7edd\u4f73\u9009\u62e9\u2014\u2014\u65e2\u80fd\u5728\u79fb\u52a8\u8bbe\u5907\u4e0a\u987a\u7545\u8fd0\u884c\uff0c\u53c8\u517c\u987e\u4e86\u6a21\u578b\u6027\u80fd\u3002<\/p>\n<p>\u7c7b\u4f3c\u7684\u8d8b\u52bf\u4e5f\u51fa\u73b0\u5728\u5927\u578b\u6a21\u578b\u9886\u57df\u3002<\/p>\n<p>\u5f88\u591a\u4e3b\u6d41\u5927\u6a21\u578b\u7684\u53c2\u6570\u8bbe\u5b9a\u4e3a7B\u300113B\u621665B\uff0c\u5176\u4e2d7B\u5c24\u5176\u5e38\u89c1\u3002\u539f\u56e0\u5728\u4e8e7B\u7684\u6a21\u578b\u53ef\u4ee5\u5728\u5355\u5361\u4e0a\u90e8\u7f72\uff0c\u5927\u5927\u964d\u4f4e\u4e86\u5e94\u7528\u7684\u6210\u672c\u548c\u95e8\u69db\u3002<\/p>\n<p>\u8fd9\u4e5f\u8868\u660e\uff0c\u65e0\u8bba\u662f\u5927\u6a21\u578b\u8fd8\u662f\u5c0f\u6a21\u578b\uff0c\u7814\u7a76\u7684\u6838\u5fc3\u90fd\u5728\u4e8e\u5982\u4f55\u5b9e\u73b0\u5546\u4e1a\u843d\u5730\u3002<\/p>\n<p>\u884c\u4e1a\u8d8b\u52bf\u8868\u660e\uff0c\u8f7b\u91cf\u5316\u6b63\u9010\u6e10\u6210\u4e3a\u5e02\u573a\u4e3b\u6d41\u3002\u76f8\u6bd4\u5de8\u578b\u6a21\u578b\uff0c\u5c0f\u6a21\u578b\u7684\u4f18\u52bf\u5341\u5206\u660e\u663e\uff1a<\/p>\n<ul 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style=\"color: #FFFFFF\">\u96f7\u5cf0\u7f51\u96f7\u5cf0\u7f51<span style=\"color:#FD5D3C\">(\u516c\u4f17\u53f7\uff1a\u96f7\u5cf0\u7f51)<\/span><\/span><\/p>\n<p><\/p>\n<p>\u96f7\u5cf0\u7f51\u539f\u521b\u6587\u7ae0\uff0c\u672a\u7ecf\u6388\u6743\u7981\u6b62\u8f6c\u8f7d\u3002\u8be6\u60c5\u89c1<a href=\"https:\/\/r.xiumi.us\/board\/v5\/3qhbI\/392977584\" rel=\"nofollow\" target=\"_blank\">\u8f6c\u8f7d\u987b\u77e5<\/a>\u3002<\/p>\n<p>\n                        <a href=\"https:\/\/vip.yanxishe.com\/?from=leiphonearticle\" target=\"_blank\"><br \/>\n                            <a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-ef1b38dfb738ad25d47c69ef4a8cea34.jpeg\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-ef1b38dfb738ad25d47c69ef4a8cea34.jpeg\"><\/a><br \/>\n                        <\/a>\n                    <\/p>\n<p>                                            \u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.leiphone.com\/category\/ai\/LaC2sBykR91B50lU.html\" target=\"_blank\">Transformer\u80fd\u5426\u63a8\u7406\u5f15\u4e89\u8bae\uff0cDeepMind\u8fde\u591c\u66f4\u65b0\u8bba\u6587\u5f00\u6e90\u6570\u636e\u96c6\uff1aTransformer\u771f\u7684\u5f88\u5f3a<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>DeepMind\u95f7\u58f0\u5e72\u5927\u4e8b\uff0c\u6084\u6084\u8bad\u7ec3\u4e86\u4e00 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