{"id":35223,"date":"2024-12-21T01:59:50","date_gmt":"2024-12-20T17:59:50","guid":{"rendered":"https:\/\/17aitech.com\/?p=35223"},"modified":"2024-12-21T01:59:50","modified_gmt":"2024-12-20T17:59:50","slug":"%e6%98%8e%e7%a1%ae%e4%ba%86%ef%bc%9a%e6%96%87%e6%9c%ac%e6%95%b0%e6%8d%ae%e4%b8%ad%e5%8a%a0%e7%82%b9%e4%bb%a3%e7%a0%81%ef%bc%8c%e8%ae%ad%e7%bb%83%e5%87%ba%e7%9a%84%e5%a4%a7%e6%a8%a1%e5%9e%8b%e6%9b%b4","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=35223","title":{"rendered":"\u660e\u786e\u4e86\uff1a\u6587\u672c\u6570\u636e\u4e2d\u52a0\u70b9\u4ee3\u7801\uff0c\u8bad\u7ec3\u51fa\u7684\u5927\u6a21\u578b\u66f4\u5f3a\u3001\u66f4\u901a\u7528"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-08-22-7\" target=\"_blank\">\u660e\u786e\u4e86\uff1a\u6587\u672c\u6570\u636e\u4e2d\u52a0\u70b9\u4ee3\u7801\uff0c\u8bad\u7ec3\u51fa\u7684\u5927\u6a21\u578b\u66f4\u5f3a\u3001\u66f4\u901a\u7528<\/a><\/p>\n<blockquote data-author-name=\"\" data-content-utf8-length=\"11\" data-source-title=\"\" data-type=\"2\" data-url=\"\">\n<section>\n<section>\n<section>\n<p>\u4ee3\u7801\u77e5\u8bc6\u539f\u6765\u8fd9\u4e48\u91cd\u8981\u3002<\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/blockquote>\n<p>\u5982\u4eca\u8bf4\u8d77\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\uff0c\u5199\u4ee3\u7801\u80fd\u529b\u6050\u6015\u662f\u300c\u541b\u5b50\u516d\u827a\u300d\u5fc5\u4e0d\u53ef\u5c11\u7684\u4e00\u9879\u3002<\/p>\n<p>\u5728\u9884\u8bad\u7ec3\u6570\u636e\u96c6\u4e2d\u5305\u542b\u4ee3\u7801\uff0c\u5373\u4f7f\u5bf9\u4e8e\u5e76\u975e\u4e13\u95e8\u4e3a\u4ee3\u7801\u8bbe\u8ba1\u7684\u5927\u6a21\u578b\u6765\u8bf4\uff0c\u4e5f\u5df2\u662f\u5fc5\u4e0d\u53ef\u5c11\u7684\u4e8b\u3002\u867d\u7136\u4ece\u4e1a\u8005\u4eec\u666e\u904d\u8ba4\u4e3a\u4ee3\u7801\u6570\u636e\u5728\u901a\u7528 LLM \u7684\u6027\u80fd\u4e2d\u8d77\u7740\u81f3\u5173\u91cd\u8981\u7684\u4f5c\u7528\uff0c\u4f46\u5206\u6790\u4ee3\u7801\u5bf9\u975e\u4ee3\u7801\u4efb\u52a1\u7684\u7cbe\u786e\u5f71\u54cd\u7684\u5de5\u4f5c\u5374\u975e\u5e38\u6709\u9650\u3002<\/p>\n<p>\u5728\u6700\u8fd1\u7531 Cohere \u7b49\u673a\u6784\u63d0\u4ea4\u7684\u4e00\u9879\u5de5\u4f5c\u4e2d\uff0c\u7814\u7a76\u8005\u7cfb\u7edf\u5730\u7814\u7a76\u4e86\u4ee3\u7801\u6570\u636e\u5bf9\u901a\u7528\u5927\u6a21\u578b\u6027\u80fd\u7684\u5f71\u54cd\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-89149089d4cf3d4a7978ab46410fee4a.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-89149089d4cf3d4a7978ab46410fee4a.png\"><\/a><\/p>\n<p>\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/abs\/2408.10914<\/p>\n<p>\u8bbe\u95ee\u300c\u9884\u8bad\u7ec3\u4e2d\u4f7f\u7528\u7684\u4ee3\u7801\u6570\u636e\u5bf9\u4ee3\u7801\u751f\u6210\u4ee5\u5916\u7684\u5404\u79cd\u4e0b\u6e38\u4efb\u52a1\u6709\u4f55\u5f71\u54cd\u300d\u3002\u4f5c\u8005\u5bf9\u8303\u56f4\u5e7f\u6cdb\u7684\u81ea\u7136\u8bed\u8a00\u63a8\u7406\u4efb\u52a1\u3001\u4e16\u754c\u77e5\u8bc6\u4efb\u52a1\u3001\u4ee3\u7801\u57fa\u51c6\u548c LLM-as-a-judge \u80dc\u7387\u8fdb\u884c\u4e86\u5e7f\u6cdb\u7684\u6d88\u878d\u548c\u8bc4\u4f30\uff0c\u6a21\u578b\u7684\u53c2\u6570\u5927\u5c0f\u4ece 4.7 \u4ebf\u5230 2.8 \u4ebf\u4e2a\u53c2\u6570\u4e0d\u7b49\u3002<\/p>\n<p>\u5728\u5404\u79cd\u914d\u7f6e\u4e2d\uff0c\u6211\u4eec\u53ef\u4ee5\u770b\u5230\u5b58\u5728\u4e00\u81f4\u7684\u7ed3\u679c\uff1a\u4ee3\u7801\u662f\u6cdb\u5316\u7684\u5173\u952e\u6a21\u5757\uff0c\u8fdc\u8fdc\u8d85\u51fa\u4e86\u7f16\u7801\u4efb\u52a1\u7684\u8303\u56f4\uff0c\u5e76\u4e14\u4ee3\u7801\u8d28\u91cf\u7684\u6539\u8fdb\u5bf9\u6240\u6709\u4efb\u52a1\u90fd\u6709\u5de8\u5927\u5f71\u54cd\u3002\u9884\u8bad\u7ec3\u671f\u95f4\u6295\u8d44\u4ee3\u7801\u8d28\u91cf\u548c\u4fdd\u7559\u4ee3\u7801\u6570\u636e\uff0c\u53ef\u4ee5\u4ea7\u751f\u79ef\u6781\u5f71\u54cd\u3002<\/p>\n<p>\u8fd9\u91cc\u6709\u51e0\u4e2a\u56e0\u7d20\u5f88\u91cd\u8981\uff0c\u5305\u62ec\u786e\u4fdd\u4ee3\u7801\u6bd4\u4f8b\u6b63\u786e\u3001\u901a\u8fc7\u5305\u542b\u5408\u6210\u4ee3\u7801\u548c\u4ee3\u7801\u76f8\u90bb\u6570\u636e\uff08\u4f8b\u5982 commits\uff09\u6765\u63d0\u9ad8\u4ee3\u7801\u8d28\u91cf\uff0c\u4ee5\u53ca\u5728\u51b7\u5374\u671f\u95f4\u7b49\u591a\u4e2a\u8bad\u7ec3\u9636\u6bb5\u5229\u7528\u4ee3\u7801\u3002\u8be5\u7814\u7a76\u7ed3\u679c\u8868\u660e\uff0c\u4ee3\u7801\u662f\u6cdb\u5316\u7684\u5173\u952e\u6784\u5efa\u5757\uff0c\u8fdc\u8fdc\u8d85\u51fa\u4e86\u7f16\u7801\u4efb\u52a1\u7684\u8303\u56f4\uff0c\u4ee3\u7801\u8d28\u91cf\u7684\u63d0\u9ad8\u5bf9\u6027\u80fd\u6709\u5de8\u5927\u7684\u5f71\u54cd\u3002<\/p>\n<p>\u518d\u8fdb\u4e00\u6b65\uff0c\u4f5c\u8005\u5bf9\u5e7f\u6cdb\u7684\u57fa\u51c6\u8fdb\u884c\u4e86\u5e7f\u6cdb\u7684\u8bc4\u4f30\uff0c\u6db5\u76d6\u4e16\u754c\u77e5\u8bc6\u4efb\u52a1\u3001\u81ea\u7136\u8bed\u8a00\u63a8\u7406\u548c\u4ee3\u7801\u751f\u6210\uff0c\u4ee5\u53ca LLM \u4f5c\u4e3a\u8bc4\u5224\u8005\u7684\u80dc\u7387\u3002\u5728\u5bf9 4.7 \u4ebf\u5230 28 \u4ebf\u53c2\u6570\u6a21\u578b\u8fdb\u884c\u5b9e\u9a8c\u540e\uff0c\u4ee5\u4e0b\u662f\u8be6\u7ec6\u7ed3\u679c\uff1a<\/p>\n<p>1. <strong>\u4ee3\u7801\u4e3a\u975e\u4ee3\u7801\u4efb\u52a1\u7684\u6027\u80fd\u63d0\u4f9b\u4e86\u91cd\u5927\u6539\u8fdb\u3002<\/strong>\u4f7f\u7528\u4ee3\u7801\u9884\u8bad\u7ec3\u6a21\u578b\u8fdb\u884c\u521d\u59cb\u5316\u53ef\u63d0\u9ad8\u81ea\u7136\u8bed\u8a00\u4efb\u52a1\u7684\u6027\u80fd\u3002\u7279\u522b\u662f\uff0c\u4e0e\u7eaf\u6587\u672c\u9884\u8bad\u7ec3\u76f8\u6bd4\uff0c\u6dfb\u52a0\u4ee3\u7801\u53ef\u4f7f\u81ea\u7136\u8bed\u8a00\u63a8\u7406\u80fd\u529b\u76f8\u5bf9\u589e\u52a0 8.2%\uff0c\u4e16\u754c\u77e5\u8bc6\u589e\u52a0 4.2%\uff0c\u751f\u6210\u80dc\u7387\u63d0\u9ad8 6.6%\uff0c\u4ee3\u7801\u6027\u80fd\u63d0\u9ad8 12 \u500d\u3002<\/p>\n<p>2. <strong>\u4ee3\u7801\u8d28\u91cf\u548c\u5c5e\u6027\u5f88\u91cd\u8981\u3002<\/strong>\u4f7f\u7528\u6807\u8bb0\u6837\u5f0f\u7684\u7f16\u7a0b\u8bed\u8a00\u3001\u4ee3\u7801\u76f8\u90bb\u6570\u636e\u96c6\uff08\u4f8b\u5982 GitHub commits\uff09\u548c\u5408\u6210\u751f\u6210\u7684\u4ee3\u7801\u53ef\u63d0\u9ad8\u9884\u8bad\u7ec3\u7684\u6027\u80fd\u3002\u7279\u522b\u662f\uff0c\u4e0e\u9884\u8bad\u7ec3\u4e2d\u7684\u57fa\u4e8e Web \u7684\u4ee3\u7801\u6570\u636e\u76f8\u6bd4\uff0c\u5728\u66f4\u9ad8\u8d28\u91cf\u7684\u5408\u6210\u751f\u6210\u7684\u4ee3\u7801\u6570\u636e\u96c6\u4e0a\u8fdb\u884c\u8bad\u7ec3\u53ef\u4f7f\u81ea\u7136\u8bed\u8a00\u63a8\u7406\u548c\u4ee3\u7801\u6027\u80fd\u5206\u522b\u63d0\u9ad8 9% \u548c 44%\u3002\u6b64\u5916\uff0c\u4e0e\u4e0d\u5305\u542b\u4ee3\u7801\u6570\u636e\u7684\u4ee3\u7801\u6a21\u578b\u521d\u59cb\u5316\u76f8\u6bd4\uff0c\u5305\u542b\u5408\u6210\u6570\u636e\u7684\u4ee3\u7801\u6a21\u578b\u6301\u7eed\u9884\u8bad\u7ec3\u5206\u522b\u4f7f\u81ea\u7136\u8bed\u8a00\u63a8\u7406\u548c\u4ee3\u7801\u6027\u80fd\u76f8\u5bf9\u63d0\u9ad8 1.9% \u548c 41%\u3002<\/p>\n<p>3. <strong>\u51b7\u5374\u4e2d\u7684\u4ee3\u7801\u53ef\u8fdb\u4e00\u6b65\u6539\u5584\u6240\u6709\u4efb\u52a1\u3002<\/strong>\u5728\u9884\u8bad\u7ec3\u51b7\u5374\u4e2d\u5305\u542b\u4ee3\u7801\u6570\u636e\uff0c\u5176\u4e2d\u9ad8\u8d28\u91cf\u6570\u636e\u96c6\u88ab\u52a0\u6743\uff0c\u4e0e\u51b7\u5374\u524d\u7684\u6a21\u578b\u76f8\u6bd4\uff0c\u81ea\u7136\u8bed\u8a00\u63a8\u7406\u6027\u80fd\u589e\u52a0 3.6%\uff0c\u4e16\u754c\u77e5\u8bc6\u589e\u52a0 10.1%\uff0c\u4ee3\u7801\u6027\u80fd\u589e\u52a0 20%\u3002\u66f4\u91cd\u8981\u7684\u662f\uff0c\u5305\u542b\u4ee3\u7801\u7684\u51b7\u5374\u6bd4\u57fa\u7ebf\uff08\u65e0\u51b7\u5374\u7684\u6a21\u578b\uff09\u7684\u80dc\u7387\u9ad8\u51fa 52.3%\uff0c\u5176\u4e2d\u80dc\u7387\u6bd4\u65e0\u4ee3\u7801\u7684\u51b7\u5374\u9ad8\u51fa 4.1%\u3002<\/p>\n<p><strong>\u65b9\u6cd5\u6982\u89c8<\/strong><\/p>\n<p>\u5728\u65b9\u6cd5\u90e8\u5206\uff0c\u7814\u7a76\u8005\u4ece\u9884\u8bad\u7ec3\u6570\u636e\u3001\u8bc4\u4f30\u3001\u8bad\u7ec3\u4e0e\u6a21\u578b\u7ec6\u8282\u4e09\u4e2a\u90e8\u5206\u7740\u624b\u8fdb\u884c\u4ecb\u7ecd\u3002\u4e0b\u56fe 1 \u4e3a\u9ad8\u7ea7\u5b9e\u9a8c\u6846\u67b6\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-4eda79f42a427d7cfdffcab3c12ac92a.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-4eda79f42a427d7cfdffcab3c12ac92a.png\"><\/a><\/p>\n<p><strong>\u9884\u8bad\u7ec3\u6570\u636e<\/strong><\/p>\n<p>\u7814\u7a76\u8005\u63cf\u8ff0\u4e86\u9884\u8bad\u7ec3\u548c\u51b7\u5374\uff08cooldown\uff09\u6570\u636e\u96c6\u7684\u7ec6\u8282\u3002\u76ee\u6807\u662f\u5728\u5f53\u524d SOTA \u5b9e\u8df5\u7684\u6807\u51c6\u4e0b\uff0c\u8bc4\u4f30\u4ee3\u7801\u5728\u9884\u8bad\u7ec3\u4e2d\u7684\u4f5c\u7528\u3002\u56e0\u6b64\uff0c\u4ed6\u4eec\u8003\u8651\u4e86\u7531\u4ee5\u4e0b\u4e24\u4e2a\u9636\u6bb5\u7ec4\u6210\u7684\u9884\u8bad\u7ec3\u8fd0\u884c\uff0c\u5373\u6301\u7eed\u9884\u8bad\u7ec3\u548c\u51b7\u5374\u3002<\/p>\n<p>\u5176\u4e2d\u6301\u7eed\u9884\u8bad\u7ec3\u662f\u6307\u8bad\u7ec3\u4e00\u4e2a\u4ece\u9884\u8bad\u7ec3\u6a21\u578b\u521d\u59cb\u5316\u800c\u6765\u5e76\u5728\u56fa\u5b9a token \u9884\u7b97\u4e0b\u8bad\u7ec3\u7684\u6a21\u578b\u3002\u51b7\u5374\u662f\u6307\u5728\u8bad\u7ec3\u7684\u6700\u540e\u9636\u6bb5\uff0c\u63d0\u9ad8\u9ad8\u8d28\u91cf\u6570\u636e\u96c6\u7684\u6743\u91cd\u5e76\u5bf9\u76f8\u5bf9\u8f83\u5c11\u6570\u91cf\u7684 token \u8fdb\u884c\u5b66\u4e60\u7387\u7684\u9000\u706b\u3002<\/p>\n<p>\u5173\u4e8e\u6587\u672c\u6570\u636e\u96c6\uff0c\u7814\u7a76\u8005\u4f7f\u7528 SlimPajama \u9884\u8bad\u7ec3\u8bed\u6599\u5e93\u4f5c\u4e3a\u4ed6\u4eec\u7684\u81ea\u7136\u8bed\u8a00\u6587\u672c\u6570\u636e\u6e90\u3002<\/p>\n<p>\u5173\u4e8e\u4ee3\u7801\u6570\u636e\u96c6\uff0c\u4e3a\u4e86\u63a2\u7d22\u4e0d\u540c\u5c5e\u6027\u7684\u4ee3\u7801\u6570\u636e\u7684\u5f71\u54cd\uff0c\u7814\u7a76\u8005\u4f7f\u7528\u4e86\u4e0d\u540c\u7c7b\u578b\u7684\u4ee3\u7801\u6e90\uff0c\u5305\u62ec\u5982\u4e0b\uff1a<\/p>\n<p>\u57fa\u4e8e web \u7684\u4ee3\u7801\u6570\u636e\uff0c\u8fd9\u662f\u4e3b\u8981\u7684\u4ee3\u7801\u6570\u636e\u6e90\uff0c\u5305\u62ec\u7528\u4e8e\u8bad\u7ec3 StarCoder \u7684 Stack \u6570\u636e\u96c6\u3002\u8be5\u6570\u636e\u96c6\u5305\u542b\u4e86\u722c\u53d6\u81ea GitHub \u7684\u81ea\u7531\u6388\u6743\u7684\u4ee3\u7801\u6570\u636e\u3002\u7814\u7a76\u8005\u4f7f\u7528\u4e86\u8d28\u91cf\u8fc7\u6ee4\u5668\uff0c\u5e76\u9009\u5b9a\u4e86\u57fa\u4e8e\u6587\u6863\u6570\uff08document count\uff09\u7684\u524d 25 \u79cd\u7f16\u7a0b\u8bed\u8a00\u3002\u5728\u8d70\u5b8c\u6240\u6709\u8fc7\u6ee4\u6b65\u9aa4\u540e\uff0c\u4ec5\u4ee3\u7801\u548c markup \u5b50\u96c6\u7684\u89c4\u6a21\u4e3a 139B tokens\u3002<\/p>\n<p>Markdown \u6570\u636e\u3002\u7814\u7a76\u8005\u5355\u72ec\u5904\u7406\u4e86 mark-up \u98ce\u683c\u7684\u8bed\u8a00\uff0c\u6bd4\u5982 Markdown\u3001CSS \u548c HTML\u3002\u8d70\u5b8c\u6240\u6709\u8fc7\u6ee4\u6b65\u9aa4\u540e\uff0cmarkup \u5b50\u96c6\u7684\u89c4\u6a21\u4e3a 180B tokens\u3002<\/p>\n<p>\u5408\u6210\u4ee3\u7801\u6570\u636e\u3002\u4e3a\u4e86\u5bf9\u4ee3\u7801\u6570\u636e\u96c6\u8fdb\u884c\u6d88\u878d\u6d4b\u8bd5\uff0c\u7814\u7a76\u8005\u4f7f\u7528\u4e86\u4e13\u95e8\u7684\u5408\u6210\u751f\u6210\u4ee3\u7801\u6570\u636e\u96c6\uff0c \u5305\u542b\u5df2\u7ecf\u6b63\u5f0f\u9a8c\u8bc1\u8fc7\u7684 Python \u7f16\u7a0b\u95ee\u9898\u3002\u4ed6\u4eec\u5c06\u8be5\u6570\u636e\u96c6\u4f5c\u4e3a\u9ad8\u8d28\u91cf\u4ee3\u7801\u6570\u636e\u6e90\uff0c\u6700\u7ec8\u7684\u5408\u6210\u6570\u636e\u96c6\u89c4\u6a21\u4e3a 3.2B tokens\u3002<\/p>\n<p>\u76f8\u90bb\u4ee3\u7801\u6570\u636e\u3002\u4e3a\u4e86\u63a2\u7d22\u4e0d\u540c\u5c5e\u6027\u7684\u4ee3\u7801\u6570\u636e\uff0c\u7814\u7a76\u8005\u8fd8\u4f7f\u7528\u4e86\u5305\u542b GitHub \u63d0\u4ea4\u3001jupyter notebooks\u3001StackExchange \u00a0threads \u7b49\u8f85\u52a9\u6570\u636e\u7684\u4ee3\u7801\u6570\u636e\u3002\u8fd9\u7c7b\u6570\u636e\u7684\u89c4\u6a21\u4e3a 21.4B tokens\u3002<\/p>\n<p>\u9884\u8bad\u7ec3\u51b7\u5374\u6570\u636e\u96c6\u3002\u51b7\u5374\u5305\u542b\u5728\u9884\u8bad\u7ec3\u6700\u540e\u9636\u6bb5\u63d0\u9ad8\u66f4\u9ad8\u8d28\u91cf\u6570\u636e\u96c6\u7684\u6743\u91cd\u3002\u5bf9\u6b64\uff0c\u7814\u7a76\u8005\u9009\u62e9\u4e86\u5305\u542b\u9ad8\u8d28\u91cf\u6587\u672c\u3001\u6570\u5b66\u3001\u4ee3\u7801\u548c\u6307\u4ee4\u578b\u6587\u672c\u6570\u636e\u96c6\u7684\u9884\u8bad\u7ec3\u51b7\u5374\u6df7\u5408\u3002<\/p>\n<p><strong>\u8bc4\u4f30<\/strong>\u00a0<\/p>\n<p>\u672c\u6587\u7684\u76ee\u6807\u662f\u7cfb\u7edf\u5730\u7406\u89e3\u4ee3\u7801\u5bf9\u901a\u7528\u4efb\u52a1\u6027\u80fd\u7684\u5f71\u54cd\uff0c\u56e0\u6b64\u4f7f\u7528\u4e86\u4e00\u4e2a\u5e7f\u6cdb\u7684\u8bc4\u4f30\u7ec4\u4ef6\uff0c\u6db5\u76d6\u4e86\u5305\u542b\u4ee3\u7801\u751f\u6210\u5728\u5185\u7684\u591a\u6837\u4e0b\u6e38\u4efb\u52a1\u3002<\/p>\n<p>\u4e3a\u6b64\uff0c\u7814\u7a76\u8005\u5728\u5305\u542b 1\uff09\u4e16\u754c\u77e5\u8bc6\u30012\uff09\u81ea\u7136\u8bed\u8a00\u63a8\u7406\u548c 3\uff09\u4ee3\u7801\u6027\u80fd\u7684\u57fa\u51c6\u4e0a\u5bf9\u6a21\u578b\u8fdb\u884c\u4e86\u8bc4\u4f30\u3002\u6b64\u5916\uff0c\u4ed6\u4eec\u8fd8\u62a5\u544a\u4e86\u901a\u8fc7 LLM-as-a-judge \u8bc4\u4f30\u7684\u80dc\u7387\uff08win-rates\uff09\u3002<\/p>\n<p>\u4e0b\u8868 1 \u5c55\u793a\u4e86\u5b8c\u6574\u7684\u8bc4\u4f30\u7ec4\u4ef6\u4ee5\u53ca\u76f8\u5e94\u7684\u4efb\u52a1\u3001\u6570\u636e\u96c6\u3001\u6307\u6807\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-e94edfb75e9442dfb72b73fcc03f9f9f.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-e94edfb75e9442dfb72b73fcc03f9f9f.png\"><\/a><\/p>\n<p>\u7814\u7a76\u8005\u5bf9\u4e0d\u540c\u89c4\u6a21\u7684\u6a21\u578b\uff08\u4ece 470M \u5230 2.8B \u53c2\u6570\uff09\u5c55\u5f00\u4e86\u6027\u80fd\u8bc4\u4f30\u3002\u7531\u4e8e\u6700\u5c0f\u89c4\u6a21\u7684\u6a21\u578b\u80fd\u529b\u6709\u9650\uff0c\u56e0\u6b64\u4e3a\u4e86\u4fdd\u8bc1\u516c\u5e73\u6bd4\u8f83\uff0c\u4ed6\u4eec\u53ea\u6bd4\u8f83\u4e86\u6240\u6709\u6a21\u578b\u5747\u80fd\u8fbe\u5230\u968f\u673a\u4ee5\u4e0a\u6027\u80fd\u7684\u57fa\u51c6\u3002<\/p>\n<p>\u9664\u4e86\u7279\u5b9a\u4e8e\u4efb\u52a1\u7684\u5224\u522b\u5f0f\u6027\u80fd\uff0c\u7814\u7a76\u8005\u8bc4\u4f30\u4e86\u4f7f\u7528 LLM-as-a-judge \u80dc\u7387\u7684\u751f\u6210\u5f0f\u6027\u80fd\u3002<\/p>\n<p><strong>\u8bad\u7ec3\u4e0e\u6a21\u578b\u7ec6\u8282<\/strong><\/p>\n<p>\u5982\u4e0a\u6587\u6240\u8bf4\uff0c\u5bf9\u4e8e\u9884\u8bad\u7ec3\u6a21\u578b\uff0c\u7814\u7a76\u8005\u4f7f\u7528\u4e86 470M \u5230 2.8B \u53c2\u6570\u7684 decoder-only \u81ea\u56de\u5f52 Transformer \u6a21\u578b\uff0c\u5b83\u4eec\u6309\u7167\u6807\u51c6\u8bed\u8a00\u5efa\u6a21\u76ee\u6807\u6765\u8bad\u7ec3\u3002<\/p>\n<p>\u5177\u4f53\u6765\u8bb2\uff0c\u7814\u7a76\u8005\u4f7f\u7528\u4e86\u5e76\u884c\u6ce8\u610f\u529b\u5c42\u3001SwiGLU \u6fc0\u6d3b\u3001\u6ca1\u6709\u504f\u5dee\u7684\u5bc6\u96c6\u5c42\u548c\u5305\u542b 256000 \u4e2a\u8bcd\u6c47\u7684\u5b57\u8282\u5bf9\u7f16\u7801\uff08BPE\uff09tokenizer\u3002\u6240\u6709\u6a21\u578b\u4f7f\u7528 AdamW \u4f18\u5316\u5668\u8fdb\u884c\u9884\u8bad\u7ec3\uff0c\u6279\u5927\u5c0f\u4e3a 512\uff0c\u4f59\u5f26\u5b66\u4e60\u7387\u8c03\u5ea6\u5668\u7684\u9884\u70ed\u6b65\u4e3a 1325\uff0c\u6700\u5927\u5e8f\u5217\u957f\u5ea6\u4e3a 8192\u3002<\/p>\n<p>\u5728\u57fa\u7840\u8bbe\u65bd\u65b9\u9762\uff0c\u7814\u7a76\u8005\u4f7f\u7528 TPU v5e \u82af\u7247\u8fdb\u884c\u8bad\u7ec3\u548c\u8bc4\u4f30\u3002\u6240\u6709\u6a21\u578b\u5728\u8bad\u7ec3\u4e2d\u4f7f\u7528\u4e86 FAX \u6846\u67b6\u3002\u4e3a\u4e86\u4e25\u683c\u8fdb\u884c\u6d88\u878d\u8bc4\u4f30\uff0c\u7814\u7a76\u8005\u603b\u5171\u9884\u8bad\u7ec3\u4e86 64 \u4e2a\u6a21\u578b\u3002\u6bcf\u6b21\u9884\u8bad\u7ec3\u8fd0\u884c\u4f7f\u7528 200B tokens\uff0c470M \u53c2\u6570\u6a21\u578b\u7528\u4e86 4736 TPU \u82af\u7247\u65f6\uff0c2.8B \u53c2\u6570\u6a21\u578b\u7528\u4e86 13824 TPU \u82af\u7247\u65f6\u3002\u6bcf\u6b21\u51b7\u5374\u8fd0\u884c\u4f7f\u7528\u4e86 40B tokens\uff0c470M \u53c2\u6570\u6a21\u578b\u7528\u4e86 1024 TPU \u82af\u7247\u65f6\u3002<\/p>\n<p><strong>\u5b9e\u9a8c\u7ed3\u679c<\/strong><\/p>\n<p>\u8be5\u7814\u7a76\u5c55\u5f00\u4e86\u7cfb\u7edf\u7684\u5b9e\u9a8c\uff0c\u63a2\u7a76\u4e86\u4ee5\u4e0b\u51e0\u65b9\u9762\u7684\u5f71\u54cd\uff1a<\/p>\n<ul>\n<li>\n<p>\u4f7f\u7528\u4ee3\u7801\u9884\u8bad\u7ec3\u6a21\u578b\u521d\u59cb\u5316 LLM<\/p>\n<\/li>\n<li>\n<p>\u6a21\u578b\u89c4\u6a21<\/p>\n<\/li>\n<li>\n<p>\u9884\u8bad\u7ec3\u6570\u636e\u4e2d\u4ee3\u7801\u7684\u4e0d\u540c\u6bd4\u4f8b<\/p>\n<\/li>\n<li>\n<p>\u4ee3\u7801\u6570\u636e\u7684\u8d28\u91cf\u548c\u5c5e\u6027<\/p>\n<\/li>\n<li>\n<p>\u9884\u8bad\u7ec3\u51b7\u5374\u4e2d\u7684\u4ee3\u7801\u6570\u636e<\/p>\n<\/li>\n<\/ul>\n<p>\u4e3a\u4e86\u63a2\u7a76\u4f7f\u7528\u5177\u6709\u5927\u91cf\u4ee3\u7801\u6570\u636e\u7684 LM \u4f5c\u4e3a\u521d\u59cb\u5316\u662f\u5426\u53ef\u4ee5\u63d0\u9ad8\u6a21\u578b\u6027\u80fd\uff0c\u8be5\u7814\u7a76\u9488\u5bf9\u4e0d\u540c\u7684\u9884\u8bad\u7ec3\u6a21\u578b\u521d\u59cb\u5316\u8fdb\u884c\u4e86\u5b9e\u9a8c\u3002\u5982\u56fe 2 \u6240\u793a\uff0c\u4f7f\u7528 100% \u4ee3\u7801\u9884\u8bad\u7ec3\u6a21\u578b\uff08code\u2192text\uff09\u8fdb\u884c\u521d\u59cb\u5316\u80fd\u8ba9\u6a21\u578b\u5728\u81ea\u7136\u8bed\u8a00 (NL) \u63a8\u7406\u57fa\u51c6\u4e0a\u83b7\u5f97\u6700\u4f73\u6027\u80fd\uff0c\u7d27\u968f\u5176\u540e\u7684\u662f balanced\u2192text \u6a21\u578b\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-4708668164f1b97d3e045554d3f4b0d2.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-4708668164f1b97d3e045554d3f4b0d2.png\"><\/a><\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-e5322bc9c5ac1502d989b330a4cf936f.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-e5322bc9c5ac1502d989b330a4cf936f.png\"><\/a><\/p>\n<p>\u4e3a\u4e86\u4e86\u89e3\u4e0a\u8ff0\u7ed3\u679c\u662f\u5426\u53ef\u4ee5\u8fc1\u79fb\u5230\u66f4\u5927\u7684\u6a21\u578b\uff0c\u8be5\u7814\u7a76\u4ee5 470M \u6a21\u578b\u76f8\u540c\u7684 token \u9884\u7b97\uff0c\u8bad\u7ec3\u4e86 2.8B \u53c2\u6570\u6a21\u578b\u3002\u4e0b\u56fe\u663e\u793a\u4e86 2.8B \u6a21\u578b\u4e0e 470M \u6a21\u578b\u7684\u6bd4\u8f83\u7ed3\u679c\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-ed295913b014399ef25a8ebaeb1163bf.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-ed295913b014399ef25a8ebaeb1163bf.png\"><\/a><\/p>\n<p>\u8be5\u7814\u7a76\u63a2\u7a76\u4e86\u9884\u8bad\u7ec3\u4e2d\u4ee3\u7801\u6570\u636e\u6bd4\u4f8b\u5bf9\u4e0d\u540c\u4efb\u52a1\u6a21\u578b\u6027\u80fd\u7684\u5f71\u54cd\uff0c\u89c2\u5bdf\u5230\u968f\u7740\u9884\u8bad\u7ec3\u4ee3\u7801\u6570\u636e\u6bd4\u4f8b\u7684\u589e\u52a0\uff0c\u4ee3\u7801\u4efb\u52a1\u7684\u6027\u80fd\u5448\u7ebf\u6027\u63d0\u9ad8\uff0c\u800c\u5bf9\u4e8e NL \u63a8\u7406\u4efb\u52a1\u548c\u4e16\u754c\u77e5\u8bc6\u4efb\u52a1\u5219\u5b58\u5728\u6548\u76ca\u6700\u660e\u663e\u7684\u6700\u4f73\u4ee3\u7801\u6570\u636e\u6bd4\u4f8b\u8303\u56f4\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-3f30221b4ba42271d46f6cb7a9622ca1.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-3f30221b4ba42271d46f6cb7a9622ca1.png\"><\/a><\/p>\n<p>\u5982\u56fe 5 (a) \u6240\u793a\uff0c\u5728\u8bc4\u4f30\u4ee3\u7801\u8d28\u91cf\u548c\u4ee3\u7801\u6784\u6210\u7684\u5f71\u54cd\u65b9\u9762\uff0c\u8be5\u7814\u7a76\u89c2\u5bdf\u5230\uff0c\u5305\u542b\u4e0d\u540c\u7684\u4ee3\u7801\u6e90\u548c\u5408\u6210\u4ee3\u7801\uff0c\u90fd\u4f1a\u5bfc\u81f4\u81ea\u7136\u8bed\u8a00\u6027\u80fd\u7684\u63d0\u9ad8\uff0c\u4f46\u662f\uff0c\u53ea\u6709\u5408\u6210\u751f\u6210\u7684\u4ee3\u7801\u624d\u80fd\u63d0\u9ad8\u4ee3\u7801\u6027\u80fd\u3002<\/p>\n<p>\u5982\u56fe 5 (b) \u6240\u793a\uff0c\u5728 NL \u63a8\u7406\u4efb\u52a1\u548c\u4ee3\u7801\u4efb\u52a1\u4e2d\uff0cbalanced+synth\u2192text \u6bd4 balanced\u2192text \u5206\u522b\u5b9e\u73b0\u4e86 2% \u548c 35% 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