{"id":39350,"date":"2025-03-12T02:02:23","date_gmt":"2025-03-11T18:02:23","guid":{"rendered":"https:\/\/17aitech.com\/?p=39350"},"modified":"2025-03-12T02:02:23","modified_gmt":"2025-03-11T18:02:23","slug":"%e4%bd%bf%e7%94%a8deepseek%e7%9a%84grpo%ef%bc%8c7b%e6%a8%a1%e5%9e%8b%e5%8f%aa%e9%9c%80%e5%bc%ba%e5%8c%96%e5%ad%a6%e4%b9%a0%e5%b0%b1%e8%83%bd%e6%8b%bf%e4%b8%8b%e6%95%b0%e7%8b%ac","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=39350","title":{"rendered":"\u4f7f\u7528DeepSeek\u7684GRPO\uff0c7B\u6a21\u578b\u53ea\u9700\u5f3a\u5316\u5b66\u4e60\u5c31\u80fd\u62ff\u4e0b\u6570\u72ec"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2025-03-11-5\" target=\"_blank\">\u4f7f\u7528DeepSeek\u7684GRPO\uff0c7B\u6a21\u578b\u53ea\u9700\u5f3a\u5316\u5b66\u4e60\u5c31\u80fd\u62ff\u4e0b\u6570\u72ec<\/a><\/p>\n<section>\u6ca1\u6709\u4efb\u4f55\u51b7\u542f\u52a8\u6570\u636e\uff0c7B \u53c2\u6570\u6a21\u578b\u80fd\u5355\u7eaf\u901a\u8fc7\u5f3a\u5316\u5b66\u4e60\u5b66\u4f1a\u73a9\u6570\u72ec\u5417\uff1f<\/section>\n<section><\/section>\n<section>\u8fd1\u65e5\uff0c\u6280\u672f\u535a\u4e3b Hrishbh Dalal \u7684\u5b9e\u8df5\u8868\u660e\uff0c\u8fd9\u4e2a\u95ee\u9898\u7684\u7b54\u6848\u662f\u80af\u5b9a\u7684\u3002\u5e76\u4e14\u4ed6\u5728\u8fd9\u4e2a\u8fc7\u7a0b\u4e2d\u7528\u5230\u4e86 DeepSeek \u5f00\u53d1\u7684 GRPO \u7b97\u6cd5\uff0c\u6700\u7ec8\u4ed6\u300c\u6210\u529f\u5728\u4e00\u4e2a\u5c0f\u578b\u6570\u72ec\u6570\u636e\u96c6\u4e0a\u5b9e\u73b0\u4e86\u9ad8\u5956\u52b1\u548c\u89e3\u7b54\u300d\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-2e9ea45825ee27c787d141e1fc411d4a.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-2e9ea45825ee27c787d141e1fc411d4a.png\"><\/a><\/section>\n<section>\u4e0b\u9762\u6211\u4eec\u5c31\u6765\u5177\u4f53\u770b\u770b\u4ed6\u7684\u535a\u5ba2\u6587\u7ae0\uff0c\u4e86\u89e3\u4e00\u756a\u4ed6\u7684\u5f00\u53d1\u601d\u8def\u3002<\/section>\n<section><\/section>\n<section>\u539f\u6587\u5730\u5740\uff1ahttps:\/\/hrishbh.com\/teaching-language-models-to-solve-sudoku-through-reinforcement-learning\/<\/section>\n<section><\/section>\n<section>\u73b0\u5728\u7684\u8bed\u8a00\u6a21\u578b\u5df2\u7ecf\u80fd\u5b8c\u6210\u5f88\u591a\u4efb\u52a1\u4e86\uff0c\u5305\u62ec\u5199\u8bba\u6587\u3001\u751f\u6210\u4ee3\u7801\u548c\u89e3\u7b54\u590d\u6742\u95ee\u9898\u3002\u4f46\u662f\uff0c\u5982\u4f55\u8ba9\u5b83\u4eec\u5b66\u4f1a\u89e3\u7b54\u9700\u8981\u7ed3\u6784\u5316\u601d\u7ef4\u3001\u7a7a\u95f4\u63a8\u7406\u548c\u903b\u8f91\u63a8\u7406\u7684\u96be\u9898\u5462\uff1f\u8fd9\u5c31\u662f\u6211\u6700\u8fd1\u7684\u5b9e\u9a8c\u7684\u5207\u5165\u70b9 \u2014\u2014 \u901a\u8fc7\u5f3a\u5316\u5b66\u4e60\u6559\u8bed\u8a00\u6a21\u578b\u89e3\u51b3\u6570\u72ec\u95ee\u9898\u3002<\/section>\n<section><\/section>\n<section><strong>\u6559\u8bed\u8a00\u6a21\u578b\u73a9\u6570\u72ec\u7684\u96be\u70b9<\/strong><\/section>\n<section><\/section>\n<section>\u5bf9\u8bed\u8a00\u6a21\u578b\u6765\u8bf4\uff0c\u6570\u72ec\u6709\u81ea\u5df1\u72ec\u7279\u7684\u96be\u70b9\u3002\u4e0d\u540c\u4e8e\u5f00\u653e\u5f0f\u7684\u6587\u672c\u751f\u6210\uff0c\u73a9\u6570\u72ec\u9700\u8981\uff1a<\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u9075\u5faa\u4e25\u683c\u7684\u89c4\u5219\uff08\u6bcf\u884c\u3001\u6bcf\u5217\u548c\u6bcf\u6846\u5fc5\u987b\u5305\u542b\u6570\u5b57 1-9\uff0c\u4e14\u4e0d\u80fd\u91cd\u590d\uff09<\/section>\n<\/li>\n<li>\n<section>\u4fdd\u6301\u4e00\u81f4\u7684\u7f51\u683c\u683c\u5f0f<\/section>\n<\/li>\n<li>\n<section>\u5e94\u7528\u9010\u6b65\u7684\u903b\u8f91\u63a8\u7406<\/section>\n<\/li>\n<li>\n<section>\u7406\u89e3\u7f51\u683c\u5143\u7d20\u4e4b\u95f4\u7684\u7a7a\u95f4\u5173\u7cfb<\/section>\n<\/li>\n<li>\n<section>\u5f97\u51fa\u4e00\u4e2a\u6b63\u786e\u7684\u89e3\u7b54<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>\u6709\u8da3\u7684\u662f\uff0c\u8bed\u8a00\u6a21\u578b\u5e76\u4e0d\u662f\u4e3a\u7ed3\u6784\u5316\u95ee\u9898\u8bbe\u8ba1\u7684\u3002\u5b83\u4eec\u7684\u8bad\u7ec3\u76ee\u6807\u662f\u9884\u6d4b\u6587\u672c\uff0c\u800c\u4e0d\u662f\u9075\u5faa\u903b\u8f91\u89c4\u5219\u6216\u7ef4\u6301\u7f51\u683c\u7ed3\u6784\u3002\u7136\u800c\uff0c\u901a\u8fc7\u6b63\u786e\u7684\u65b9\u6cd5\uff0c\u5b83\u4eec\u53ef\u4ee5\u5b66\u4f1a\u8fd9\u4e9b\u6280\u80fd\u3002<\/section>\n<section><\/section>\n<section><strong>\u51c6\u5907\u6570\u636e\uff1a\u4ece\u6570\u503c\u5230\u7f51\u683c<\/strong><\/section>\n<section><\/section>\n<section>\u672c\u5b9e\u9a8c\u4f7f\u7528\u4e86\u6765\u81ea Kaggle \u7684\u5305\u542b 400 \u4e07\u6570\u72ec\u7684\u6570\u636e\u96c6\uff0c\u5176\u4e2d\u6709\u975e\u5e38\u7b80\u5355\u7684\uff0c\u4e5f\u6709\u975e\u5e38\u56f0\u96be\u7684\u3002\u51c6\u5907\u6570\u636e\u96c6\u7684\u8fc7\u7a0b\u5305\u542b\u51e0\u5927\u5173\u952e\u6b65\u9aa4\uff1a<\/section>\n<section><\/section>\n<section>1\u3001\u52a0\u8f7d\u548c\u8fc7\u6ee4\uff1a\u4f7f\u7528 kagglehub \u5e93\u4e0b\u8f7d\u6570\u636e\u96c6\u5e76\u6839\u636e\u96be\u5ea6\u7ea7\u522b\u8fc7\u6ee4\u6570\u72ec\u3002<\/section>\n<section><\/section>\n<section>2\u3001\u96be\u5ea6\u5206\u7c7b\uff1a\u6839\u636e\u7ebf\u7d22\u6570\u91cf\uff0c\u5c06\u6570\u72ec\u5206\u4e3a\u56db\u4e2a\u96be\u5ea6\u7ea7\u522b\uff1a<\/section>\n<section><\/section>\n<ul>\n<li>\n<section>Level 1\uff08\u975e\u5e38\u7b80\u5355\uff09\uff1a50-81 \u6761\u7ebf\u7d22<\/section>\n<\/li>\n<li>\n<section>Level 2\uff08\u7b80\u5355\uff09\uff1a40-49 \u6761\u7ebf\u7d22<\/section>\n<\/li>\n<li>\n<section>Level 3\uff08\u4e2d\u7b49\uff09\uff1a30-39 \u6761\u7ebf\u7d22<\/section>\n<\/li>\n<li>\n<section>Level 4\uff08\u56f0\u96be\uff09\uff1a17-29 \u6761\u7ebf\u7d22<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>3\u3001\u6bcf\u4e2a\u6570\u72ec\u4e00\u5f00\u59cb\u90fd\u88ab\u8868\u793a\u6210\u4e86 81 \u4e2a\u5b57\u7b26\u7684\u5b57\u7b26\u4e32\u3002\u8fd9\u91cc\u5c06\u5176\u8f6c\u6362\u4e3a\u5177\u6709\u9002\u5f53\u884c\u3001\u5217\u548c\u6846\u5206\u9694\u7b26\u7684\u7f51\u683c\u683c\u5f0f\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-3aa0c1cd164e9ee32bdf2a81cb14fe2b.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-3aa0c1cd164e9ee32bdf2a81cb14fe2b.png\"><\/a><\/section>\n<section>4\u3001\u63d0\u793a\u8bcd\u5de5\u7a0b\uff1a\u6bcf\u4e2a\u6570\u72ec\u90fd\u4f1a\u88ab\u5c01\u88c5\u5728\u4e00\u4e2a\u7cbe\u5fc3\u8bbe\u8ba1\u7684\u63d0\u793a\u8bcd\u4e2d\uff0c\u800c\u8be5\u63d0\u793a\u8bcd\u7684\u4f5c\u7528\u662f\u6307\u793a\u6a21\u578b\uff1a<\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u5728  \u6807\u7b7e\u4e2d\u9010\u6b65\u601d\u8003\u89e3\u51b3\u65b9\u6848<\/section>\n<\/li>\n<li>\n<section>\u5728  \u6807\u7b7e\u4e2d\u63d0\u4f9b\u5177\u6709\u9002\u5f53\u7f51\u683c\u683c\u5f0f\u7684\u6700\u7ec8\u7b54\u6848<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>\u5bf9\u4e8e\u521d\u59cb\u5b9e\u9a8c\uff0c\u6211\u521b\u5efa\u4e86\u4e00\u4e2a\u5305\u542b 400 \u4e2a\u8bad\u7ec3\u6837\u672c\u7684\u805a\u7126\u6570\u636e\u96c6\uff0c\u8fd9\u4e3b\u8981\u662f\u4f7f\u7528\u66f4\u7b80\u5355\u7684\u6570\u72ec\u6765\u4e3a\u5b66\u4e60\u6784\u5efa\u4e00\u4e2a\u57fa\u7ebf\u3002\u8fd9\u4e2a\u6570\u636e\u96c6\u88ab\u523b\u610f\u9009\u5f97\u8f83\u5c0f\uff0c\u76ee\u7684\u662f\u6d4b\u8bd5\u6a21\u578b\u4f7f\u7528\u6709\u9650\u6837\u672c\u5b66\u4e60\u7684\u6548\u7387\u3002\u52a0\u4e0a\u6211\u7684\u8d44\u6e90\u6709\u9650\uff1a\u5982\u679c\u4f7f\u7528 unsloth grpo \u8bad\u7ec3\uff0c24GB RTX 4090 \u5927\u7ea6\u6700\u591a\u53ea\u80fd\u653e\u5165 3000 \u4e0a\u4e0b\u6587\u957f\u5ea6\u3002\u56e0\u6b64\u6211\u53ea\u80fd\u9009\u62e9\u66f4\u7b80\u5355\u7684\u95ee\u9898\u4ee5\u907f\u514d\u5185\u5b58\u6ea2\u51fa\uff08OOM\uff09\uff0c\u56e0\u4e3a\u56f0\u96be\u7684\u95ee\u9898\u53ca\u5176\u63a8\u7406\u94fe\u66f4\u957f\u3002<\/section>\n<section><\/section>\n<section><strong>\u5b9e\u9a8c\u65b9\u6cd5<\/strong><\/section>\n<section><\/section>\n<section>\u6211\u51b3\u5b9a\u63a2\u7d22\u5f3a\u5316\u5b66\u4e60\uff08\u5c24\u5176\u662f GRPO\uff09\u80fd\u5426\u8ba9\u8bed\u8a00\u6a21\u578b\u53d8\u6210\u6570\u72ec\u6c42\u89e3\u5668\u3002\u6211\u5b9e\u9a8c\u4e86\u4e24\u79cd\u4e0d\u540c\u7684\u6a21\u578b\u5927\u5c0f\uff1a<\/section>\n<section><\/section>\n<ul>\n<li>\n<section>Qwen 2.5 7B Instruct\uff1a\u4f7f\u7528\u4e86\u79e9\u4e3a 16 \u7684 LoRA \u8fdb\u884c\u5fae\u8c03<\/section>\n<\/li>\n<li>\n<section>Qwen 2.5 3B Instruct\uff1a\u4f7f\u7528\u4e86\u79e9\u4e3a 32 \u7684 LoRA \u8fdb\u884c\u5fae\u8c03<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>\u91cd\u8981\u7684\u662f\uff0c\u6211\u6ca1\u6709\u4f7f\u7528\u51b7\u542f\u52a8\u6570\u636e\u6216\u4ece DeepSeek R1 \u7b49\u8f83\u5927\u6a21\u578b\u4e2d\u84b8\u998f\u7684\u6570\u636e\u3002\u8fd9\u91cc\u4f1a\u4ece\u57fa\u7840\u6307\u4ee4\u5fae\u8c03\u7248\u6a21\u578b\u5f00\u59cb\uff0c\u5355\u7eaf\u4f7f\u7528\u5f3a\u5316\u5b66\u4e60\u3002\u8bad\u7ec3\u914d\u7f6e\u5305\u62ec\uff1a<\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u6279\u91cf\u5927\u5c0f\uff1a1<\/section>\n<\/li>\n<li>\n<section>\u68af\u5ea6\u7d2f\u79ef\u6b65\u9aa4\uff1a8<\/section>\n<\/li>\n<li>\n<section>\u5b66\u4e60\u7387\uff1a3e-4\uff08Karpathy \u5e38\u6570\uff09<\/section>\n<\/li>\n<li>\n<section>\u6700\u5927\u90e8\u7f72\uff1a500<\/section>\n<\/li>\n<li>\n<section>\u6bcf 10 \u6b65\u8bc4\u4f30\u4e00\u6b21<\/section>\n<\/li>\n<li>\n<section>\u6700\u5927\u5e8f\u5217\u957f\u5ea6\uff1a3000 token<\/section>\n<\/li>\n<\/ul>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-633eccf4eaa619fdcce6a481f270e96b.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-633eccf4eaa619fdcce6a481f270e96b.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0Andrej Karpathy \u66fe\u8868\u793a 3e-4 \u662f Adam \u7684\u6700\u4f73\u5b66\u4e60\u7387<\/sup><\/em><\/section>\n<section><\/section>\n<section><strong>\u5956\u52b1\u7cfb\u7edf\uff1a\u901a\u8fc7\u53cd\u9988\u8fdb\u884c\u6559\u5b66<\/strong><\/section>\n<section><\/section>\n<section>\u5f3a\u5316\u5b66\u4e60\u7684\u6838\u5fc3\u662f\u5956\u52b1\u51fd\u6570 \u2014\u2014 \u53ef\u4ee5\u544a\u8bc9\u6a21\u578b\u5b83\u4f55\u65f6\u8868\u73b0\u826f\u597d\u3002\u6211\u8bbe\u8ba1\u4e86\u4e00\u4e2a\u591a\u5206\u91cf\u5956\u52b1\u7cfb\u7edf\uff0c\u5b83\u5177\u6709\u51e0\u4e2a\u4e13\u95e8\u7684\u529f\u80fd\uff1a<\/section>\n<section><\/section>\n<section><strong>1. \u683c\u5f0f\u5408\u89c4\u6027\u5956\u52b1<\/strong><\/section>\n<section><\/section>\n<section>\u4e3a\u4e86\u5b9e\u73b0\u826f\u597d\u7684\u89e3\u6790\uff0c\u6a21\u578b\u5e94\u8be5\u59cb\u7ec8\u8bb0\u5f97\u4f7f\u7528\u6b63\u786e\u7684\u601d\u8003\u548c\u7b54\u6848\u6807\u7b7e\uff08\u5206\u522b\u662f  \u548c  \u6807\u7b7e\uff09\u3002\u8fd9\u4e9b\u6807\u7b7e\u6709\u4e24\u4e2a\u5173\u952e\u76ee\u7684\uff1a<\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u5c06\u63a8\u7406\u8fc7\u7a0b\u4e0e\u6700\u7ec8\u7b54\u6848\u5206\u5f00<\/section>\n<\/li>\n<li>\n<section>\u4f7f\u63d0\u53d6\u4e0e\u8bc4\u4f30\u6a21\u578b\u7684\u89e3\u7b54\u53d8\u5f97\u5bb9\u6613<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>\u4e3a\u4e86\u5f3a\u5236\u5b9e\u65bd\u8fd9\u79cd\u7ed3\u6784\uff0c\u6211\u5b9e\u73b0\u4e86\u4e24\u4e2a\u4e92\u8865\u7684\u5956\u52b1\u51fd\u6570\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-e864eb055b1d6f83b6e0486b27284cc9.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-e864eb055b1d6f83b6e0486b27284cc9.png\"><\/a><\/section>\n<section>\u7b2c\u4e00\u4e2a\u51fd\u6570\uff08tags_presence_reward_func\uff09\u4e3a\u51fa\u73b0\u7684\u6bcf\u4e2a\u6807\u7b7e\u63d0\u4f9b\u90e8\u5206 credit\uff0c\u5176\u4f5c\u7528\u662f\u9f13\u52b1\u6a21\u578b\u5305\u542b\u6240\u6709\u5fc5\u9700\u7684\u6807\u7b7e\u3002\u7b2c\u4e8c\u4e2a\u51fd\u6570\uff08tags_order_reward_func\uff09\u5219\u7528\u4e8e\u786e\u4fdd\u8fd9\u4e9b\u6807\u7b7e\u4ee5\u6b63\u786e\u7684\u987a\u5e8f\u51fa\u73b0 \u2014\u2014 \u5148\u601d\u8003\u518d\u56de\u7b54\u3002\u5b83\u4eec\u4e00\u8d77\u53ef\u6559\u4f1a\u6a21\u578b\u4fdd\u6301\u5c06\u63a8\u7406\u4e0e\u89e3\u7b54\u5206\u5f00\u7684\u4e00\u81f4\u7ed3\u6784\u3002<\/section>\n<section><\/section>\n<section><strong>2. \u7f51\u683c\u67b6\u6784\u5956\u52b1<\/strong><\/section>\n<section><\/section>\n<section>\u4e3a\u4e86\u8ba9\u6211\u4eec\u8bfb\u61c2\u6570\u72ec\u7684\u89e3\u7b54\uff0c\u5fc5\u987b\u4ee5\u7279\u5b9a\u7684\u7f51\u683c\u683c\u5f0f\u5448\u73b0\u5b83\u3002\u8be5\u5956\u52b1\u51fd\u6570\u7684\u4f5c\u7528\u4fbf\u662f\u8bc4\u4f30\u6a21\u578b\u7ef4\u6301\u6b63\u786e\u7f51\u683c\u7ed3\u6784\u7684\u80fd\u529b\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-2dfa0f3318f8ff02c41b86dfd0ee2cd9.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-2dfa0f3318f8ff02c41b86dfd0ee2cd9.png\"><\/a><\/section>\n<section>\u8be5\u51fd\u6570\u4f1a\u5c06\u7f51\u683c\u683c\u5f0f\u5206\u89e3\u4e3a\u591a\u4e2a\u90e8\u5206 \u2014\u2014 \u6b63\u786e\u7684\u884c\u6570\u3001\u6b63\u786e\u7684\u5206\u9694\u7b26\u4f4d\u7f6e\u3001\u9002\u5f53\u4f7f\u7528\u5206\u9694\u7b26\u3002\u6a21\u578b\u6bcf\u4e2a\u65b9\u9762\u6b63\u786e\u4e86\u90fd\u4f1a\u83b7\u5f97\u4e00\u4e9b\u5956\u52b1\u3002\u8fd9\u79cd\u7ec6\u7c92\u5ea6\u7684\u65b9\u6cd5\u6709\u52a9\u4e8e\u6a21\u578b\u5b66\u4e60\u6570\u72ec\u7f51\u683c\u7684\u7279\u5b9a\u7a7a\u95f4\u7ed3\u6784\u3002<\/section>\n<section><\/section>\n<section><strong>3. \u89e3\u7b54\u51c6\u786e\u5ea6\u5956\u52b1<\/strong><\/section>\n<section><\/section>\n<section>\u5f53\u7136\uff0c\u6700\u7ec8\u76ee\u6807\u662f\u8ba9\u6a21\u578b\u6b63\u786e\u89e3\u7b54\u6570\u72ec\u3002\u8fd9\u91cc\u4f7f\u7528\u4e86\u4e24\u4e2a\u5956\u52b1\u51fd\u6570\u6765\u8bc4\u4f30\u89e3\u7b54\u7684\u51c6\u786e\u5ea6\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-d682bbee7fcab4a4fd4214c891fd442e.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-d682bbee7fcab4a4fd4214c891fd442e.png\"><\/a><\/section>\n<section>\u7b2c\u4e00\u4e2a\u51fd\u6570 (exact_answer_reward_func) \u4f1a\u4e3a\u5b8c\u5168\u6b63\u786e\u7684\u89e3\u7b54\u63d0\u4f9b\u5927\u5956\u52b1 (5.0)\uff0c\u4ece\u800c\u4e3a\u6a21\u578b\u63d0\u4f9b\u6b63\u786e\u89e3\u7b54\u6570\u72ec\u7684\u5f3a\u5927\u52a8\u529b\u3002<\/section>\n<section><\/section>\n<section>\u7b2c\u4e8c\u4e2a\u51fd\u6570 (simple_robust_partial_reward_function) \u4f1a\u66f4\u5fae\u5999\u4e00\u4e9b\uff0c\u4f1a\u4e3a\u90e8\u5206\u6b63\u786e\u7684\u89e3\u7b54\u63d0\u4f9b\u90e8\u5206 credit\u3002\u5b83\u6709\u4e24\u4e2a\u5173\u952e\u7279\u6027\uff1a<\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u4e25\u683c\u5f3a\u5236\u6a21\u578b\u4fdd\u7559\u539f\u59cb\u7ebf\u7d22\uff08\u5982\u679c\u4efb\u4f55\u7ebf\u7d22\u53d1\u751f\u53d8\u5316\uff0c\u5219\u7ed9\u4e88\u96f6\u5956\u52b1\uff09\uff1b<\/section>\n<\/li>\n<li>\n<section>\u5bf9\u4e8e\u6a21\u578b\u6b63\u786e\u586b\u5145\u7684\u6bcf\u4e2a\u7a7a\u5355\u5143\u683c\uff0c\u90fd\u6309\u6bd4\u4f8b\u7ed9\u4e88\u5956\u52b1\u3002<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>\u8fd9\u79cd\u90e8\u5206\u5956\u52b1\u5bf9\u4e8e\u5b66\u4e60\u81f3\u5173\u91cd\u8981\uff0c\u56e0\u4e3a\u5b83\u80fd\u4e3a\u6a21\u578b\u5728\u8bad\u7ec3\u671f\u95f4\u63d0\u4f9b\u66f4\u5e73\u6ed1\u7684\u68af\u5ea6\u3002<\/section>\n<section><\/section>\n<section><strong>4. \u89c4\u5219\u5408\u89c4\u5956\u52b1<\/strong><\/section>\n<section><\/section>\n<section>\u6700\u540e\uff0c\u6570\u72ec\u89e3\u7b54\u5fc5\u987b\u9075\u5b88\u6e38\u620f\u89c4\u5219 \u2014\u2014 \u4efb\u4f55\u884c\u3001\u5217\u6216 3\u00d73 \u6846\u4e2d\u90fd\u6ca1\u6709\u91cd\u590d\u6570\u5b57\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-136c88ee91e9a491fa9280c39ae9b316.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-136c88ee91e9a491fa9280c39ae9b316.png\"><\/a><\/section>\n<section>\u8be5\u51fd\u6570\u4f1a\u68c0\u67e5\u6bcf\u884c\u3001\u6bcf\u5217\u548c\u6bcf 3\u00d73 \u6846\u662f\u5426\u6709\u91cd\u590d\u9879\uff0c\u6a21\u578b\u6ee1\u8db3\u6bcf\u4e2a\u7ea6\u675f\u65f6\u90fd\u80fd\u83b7\u5f97\u4e00\u4e9b\u5956\u52b1\u3002\u8fd9\u80fd\u8ba9\u6a21\u578b\u5b66\u4f1a\u6570\u72ec\u7684\u57fa\u672c\u89c4\u5219\uff0c\u9f13\u52b1\u5b83\u751f\u6210\u6709\u6548\u7684\u89e3\u7b54\uff0c\u5373\u4f7f\u5b83\u4eec\u4e0e\u9884\u671f\u7b54\u6848\u4e0d\u5b8c\u5168\u5339\u914d\u3002<\/section>\n<section><\/section>\n<section><strong>\u51fa\u4eba\u610f\u6599\u7684\u7ed3\u679c\uff1a\u5c3a\u5bf8\u5f88\u91cd\u8981<\/strong><\/section>\n<section><\/section>\n<section>\u5b9e\u9645\u8bad\u7ec3\u7ed3\u679c\u63ed\u793a\u4e86\u4e00\u4e9b\u6709\u8da3\u7684\u4e8b\u60c5\uff1a\u6a21\u578b\u5927\u5c0f\u5bf9\u5b66\u4e60\u7a33\u5b9a\u6027\u548c\u6027\u80fd\u5177\u6709\u5de8\u5927\u7684\u5f71\u54cd\u3002<\/section>\n<section><\/section>\n<section>7B \u6a21\u578b\uff08\u4f7f\u7528\u4e86\u79e9\u4e3a 16 \u7684 LoRA\uff09\u7ed3\u679c\u4f18\u826f\uff1a<\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u4fdd\u6301\u4e86\u7a33\u5b9a\u7684\u5b8c\u6210\u957f\u5ea6\uff0c\u7ea6\u4e3a 1000 token<\/section>\n<\/li>\n<li>\n<section>\u80fd\u751f\u6210\u683c\u5f0f\u4e00\u81f4\u7684\u89e3\u7b54<\/section>\n<\/li>\n<li>\n<section>\u5956\u52b1\u6307\u6807\u7a33\u6b65\u63d0\u5347<\/section>\n<\/li>\n<li>\n<section>\u5728\u6574\u4e2a\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u4fdd\u6301\u4e86\u7b56\u7565\u7a33\u5b9a\u6027<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>\u4e0e\u4e4b\u5f62\u6210\u9c9c\u660e\u5bf9\u6bd4\u7684\u662f\uff0c3B \u6a21\u578b\uff08\u4f7f\u7528\u4e86\u79e9\u4e3a 32 \u7684 LoRA \uff09\u8868\u73b0\u4e0d\u4f73\uff1a<\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u8bad\u7ec3\u671f\u95f4\u51fa\u73b0\u707e\u96be\u6027\u7684\u4e0d\u7a33\u5b9a\u6027<\/section>\n<\/li>\n<li>\n<section>\u51fa\u73b0\u5de8\u5927\u7684\u7b56\u7565\u5206\u6b67\uff08KL \u98d9\u5347\u81f3 80\uff01\uff09<\/section>\n<\/li>\n<li>\n<section>\u672a\u80fd\u4fdd\u6301\u4e00\u81f4\u7684\u6027\u80fd<\/section>\n<\/li>\n<li>\n<section>\u6700\u7ec8\u5d29\u6e83\uff0c\u65e0\u6cd5\u6062\u590d<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>\u56fe\u8868\u6e05\u695a\u5730\u8bf4\u660e\u4e86\u8fd9\u4e00\u70b9\uff1a7B \u6a21\u578b\uff08\u7c89\u8272\u7ebf\uff09\u4fdd\u6301\u4e86\u7a33\u5b9a\u7684\u6027\u80fd\uff0c\u800c 3B \u6a21\u578b\uff08\u7eff\u8272\u7ebf\uff09\u5219\u51fa\u73b0\u4e86\u5267\u70c8\u6ce2\u52a8\uff0c\u5e76\u4e14\u6700\u7ec8\u5b8c\u5168\u5931\u8d25\u3002<\/section>\n<section><\/section>\n<section>\u8bad\u7ec3\u548c\u6d4b\u8bd5\u7684\u5b8c\u6210\u957f\u5ea6\u60c5\u51b5\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-24526494816fa496c4c90b76fabefbff.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-24526494816fa496c4c90b76fabefbff.png\"><\/a><\/section>\n<section>\u8bad\u7ec3\u548c\u6d4b\u8bd5\u7684\u51c0\u5956\u52b1\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-fd964128e9e8a5139cd7976861bd9a79.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-fd964128e9e8a5139cd7976861bd9a79.png\"><\/a><\/section>\n<section>\u7b54\u6848\u683c\u5f0f\u5956\u52b1\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-da4eda67fd28048edf0933b668bbcf66.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-da4eda67fd28048edf0933b668bbcf66.png\"><\/a><\/section>\n<section>\u6700\u91cd\u8981\u7684\uff1a\u6700\u7ec8\u7b54\u6848\u5956\u52b1\uff08\u6a21\u578b\u751f\u6210\u5b8c\u5168\u6b63\u786e\u7684\u54cd\u5e94\u7f51\u683c\u5e76\u5b8c\u5168\u5339\u914d\uff09\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-7c2fd7b7fc235dfb1fdd9750f6874297.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-7c2fd7b7fc235dfb1fdd9750f6874297.png\"><\/a><\/section>\n<section>\u5bf9\u4e8e 7B \u6a21\u578b\uff0c\u7cbe\u786e\u7b54\u6848\u5956\u52b1\u589e\u957f\u610f\u5473\u7740\u6a21\u578b\u80fd\u7ed9\u51fa\u5b8c\u5168\u5339\u914d\u7684\u7b54\u6848\uff0c\u4f46 3B \u5219\u51fa\u73b0\u5d29\u6e83\u60c5\u51b5\u3002\u8fd9\u8bc1\u660e <strong>7B \u6a21\u578b\u5b66\u4f1a\u4e86\u7528\u5f88\u5c11\u7684\u6570\u636e\u89e3\u51b3\u6570\u72ec\u95ee\u9898\uff0c\u5e76\u4e14\u5b66\u4e60\u901f\u5ea6\u5f88\u5feb\uff01<\/strong><\/section>\n<section><\/section>\n<section>\u90e8\u5206\u5956\u52b1\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-9f1dd22d6d59d3310ddf9a51c9404d55.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-9f1dd22d6d59d3310ddf9a51c9404d55.png\"><\/a><\/section>\n<section><strong>\u6211\u4eec\u5f97\u5230\u7684\u542f\u53d1<\/strong><\/section>\n<section><\/section>\n<section>\u8fd9\u4e2a\u5b9e\u9a8c\u63ed\u793a\u4e86\u5173\u4e8e\u590d\u6742\u63a8\u7406\u4efb\u52a1\u7684\u8bed\u8a00\u6a21\u578b\u6559\u5b66\u7684\u51e0\u4e2a\u91cd\u8981\u542f\u793a\uff1a<\/section>\n<section><\/section>\n<section>1\u3001<strong>Deepseek R1 \u8bba\u6587\u4e2d\u63d0\u5230\uff0c\u5728\u6ca1\u6709\u51b7\u542f\u52a8\u6570\u636e\u7684\u60c5\u51b5\u4e0b\uff0c\u590d\u6742\u63a8\u7406\u5b58\u5728\u4e00\u4e2a\u6700\u5c0f\u89c4\u6a21\u9608\u503c\u3002<\/strong><\/section>\n<section><\/section>\n<section>\u6709\u4e9b\u4efb\u52a1\u9700\u8981\u4e00\u5b9a\u7684\u6a21\u578b\u80fd\u529b\u624d\u80fd\u7a33\u5b9a\u5b66\u4e60\u30023B \u6a21\u578b\u7684\u5931\u8d25\u8868\u660e\uff0c\u6570\u72ec\u89e3\u9898\u53ef\u80fd\u5c31\u662f\u8fd9\u6837\u4e00\u79cd\u4efb\u52a1\u3002<\/section>\n<section><\/section>\n<section>2\u3001<strong>\u7a33\u5b9a\u662f\u5b66\u4e60\u7684\u524d\u63d0<\/strong><\/section>\n<section><\/section>\n<section>\u5728\u6a21\u578b\u5b66\u4f1a\u6b63\u786e\u89e3\u9898\u4e4b\u524d\uff0c\u5b83\u9700\u8981\u4fdd\u6301\u7a33\u5b9a\u7684\u8bad\u7ec3\u52a8\u6001\u30027B \u6a21\u578b\u59cb\u7ec8\u5982\u4e00\u7684\u6307\u6807\u4f7f\u5176\u80fd\u591f\u53d6\u5f97\u7a33\u6b65\u8fdb\u5c55\u3002<\/section>\n<section><\/section>\n<section>3\u3001<strong>\u591a\u6210\u5206\u5956\u52b1\u63d0\u4f9b\u66f4\u597d\u7684\u6307\u5bfc<\/strong><\/section>\n<section><\/section>\n<section>\u4e0e\u5355\u4e00\u7684\u901a\u8fc7 \/ \u5931\u8d25\u4fe1\u53f7\u76f8\u6bd4\uff0c\u5c06\u5956\u52b1\u7ec6\u5206\u4e3a\u683c\u5f0f\u5408\u89c4\u6027\u3001\u89c4\u5219\u9075\u5b88\u6027\u548c\u89e3\u9898\u51c6\u786e\u6027\u6709\u52a9\u4e8e\u66f4\u6709\u6548\u5730\u6307\u5bfc\u5b66\u4e60\u8fc7\u7a0b\u3002<\/section>\n<section><\/section>\n<section>4\u3001<strong>\u5f3a\u5316\u5b66\u4e60\u53ef\u4ee5\u6559\u6388\u7ed3\u6784\u5316\u601d\u7ef4<\/strong><\/section>\n<section><\/section>\n<section>\u5c3d\u7ba1\u56f0\u96be\u91cd\u91cd\uff0cGRPO \u8fd8\u662f\u6210\u529f\u5730\u6559\u4f1a\u4e86 7B \u6a21\u578b\u4fdd\u6301\u6b63\u786e\u7684\u683c\u5f0f\u5e76\u5f00\u59cb\u89e3\u9898\uff0c\u8fd9\u4e9b\u6280\u80fd\u5e76\u4e0d\u662f\u8bed\u8a00\u6a21\u578b\u6240\u56fa\u6709\u7684\u3002<\/section>\n<section><\/section>\n<section><strong>\u4e0b\u4e00\u6b65\uff1a\u6269\u5927\u5b9e\u9a8c\u8303\u56f4<\/strong><\/section>\n<section><\/section>\n<section>\u8fd9\u5728\u5f88\u5927\u7a0b\u5ea6\u4e0a\u662f\u4e00\u4e2a\u6301\u7eed\u8fdb\u884c\u7684\u9879\u76ee\uff0c\u8ba1\u5212\u4e0b\u4e00\u6b65\u91c7\u53d6\u51e0\u4e2a\u6b65\u9aa4\uff1a<\/section>\n<section><\/section>\n<ol>\n<li>\n<section><strong>\u589e\u52a0\u96be\u5ea6<\/strong>\uff1a\u5f15\u5165\u66f4\u5177\u6311\u6218\u6027\u7684\u8c1c\u9898\u6765\u6d4b\u8bd5\u6a21\u578b\u7684\u63a8\u7406\u80fd\u529b<\/section>\n<\/li>\n<li>\n<section><strong>\u6269\u5927\u8ba1\u7b97\u89c4\u6a21<\/strong>\uff1a\u4f7f\u7528\u66f4\u591a\u8ba1\u7b97\u8d44\u6e90\uff0c\u8fdb\u884c\u66f4\u957f\u65f6\u95f4\u548c\u66f4\u5927\u6279\u6b21\u7684\u8bad\u7ec3<\/section>\n<\/li>\n<li>\n<section><strong>\u63a2\u7d22\u6a21\u578b\u67b6\u6784<\/strong>\uff1a\u6d4b\u8bd5 7B \u6a21\u578b\u7684 LoRA rank 32\uff0c\u770b\u66f4\u9ad8\u7684 rank \u662f\u5426\u80fd\u63d0\u9ad8\u6027\u80fd<\/section>\n<\/li>\n<li>\n<section><strong>\u84b8\u998f\u6cd5<\/strong>\uff1a\u4ece DeepSeek R1 \u7b49\u5927\u578b\u6a21\u578b\u4e2d\u63d0\u70bc\u51fa\u51b7\u542f\u52a8\u6570\u636e\u96c6\uff0c\u7136\u540e\u5728\u6b64\u57fa\u7840\u4e0a\u5e94\u7528 GRPO<\/section>\n<\/li>\n<li>\n<section><strong>\u9ad8\u7ea7\u5956\u52b1\u51fd\u6570<\/strong>\uff1a\u5b9e\u65bd\u6211\u5df2\u7ecf\u8bbe\u8ba1\u597d\u4f46\u5c1a\u672a\u5728\u8bad\u7ec3\u4e2d\u90e8\u7f72\u7684\u66f4\u7ec6\u81f4\u5165\u5fae\u7684\u5956\u52b1\u673a\u5236<\/section>\n<\/li>\n<li>\n<section><strong>\u8bc4\u4f30\u6846\u67b6<\/strong>\uff1a\u5f00\u53d1\u66f4\u590d\u6742\u7684\u8bc4\u4f30\u6307\u6807\uff0c\u4ee5\u8bc4\u4f30\u63a8\u7406\u8d28\u91cf\uff0c\u800c\u4e0d\u4ec5\u4ec5\u662f\u89e3\u51b3\u65b9\u6848\u7684\u51c6\u786e\u6027<\/section>\n<\/li>\n<\/ol>\n<section><\/section>\n<section><strong>\u589e\u5f3a\u7684\u5956\u52b1\u51fd\u6570\u7684\u91cd\u8981\u6027<\/strong><\/section>\n<section><\/section>\n<section>\u6211\u672a\u6765\u5de5\u4f5c\u4e2d\u6700\u91cd\u8981\u7684\u4e00\u4e2a\u65b9\u9762\u5c31\u662f\u5b9e\u73b0\u6211\u5df2\u7ecf\u8bbe\u8ba1\u597d\u7684\u66f4\u590d\u6742\u7684\u5956\u52b1\u51fd\u6570\u3002\u76ee\u524d\u7684\u7b80\u5355\u5956\u52b1\u51fd\u6570\u662f\u6709\u6548\u7684\uff0c\u4f46\u589e\u5f3a\u7248\u5305\u542b\u4e86\u51e0\u9879\u5173\u952e\u6539\u8fdb\uff0c\u53ef\u4ee5\u663e\u8457\u63d0\u9ad8\u5b66\u4e60\u6548\u7387\u3002<\/section>\n<section><\/section>\n<section>\u4ee5\u4e0b\u662f\u6211\u8bbe\u8ba1\u7684\u589e\u5f3a\u5956\u52b1\u51fd\u6570\uff0c\u4f46\u5c1a\u672a\u5728\u8bad\u7ec3\u4e2d\u5b9e\u65bd\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-a9837155eec24e0d9484d4a358e26e87.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-a9837155eec24e0d9484d4a358e26e87.png\"><\/a><\/section>\n<section><strong>\u8fd9\u4e9b\u5956\u52b1\u51fd\u6570\u80cc\u540e\u7684\u601d\u7ef4\u8fc7\u7a0b<\/strong><\/section>\n<section><\/section>\n<section>\u6211\u7684\u5956\u52b1\u51fd\u6570\u8bbe\u8ba1\u7406\u5ff5\u56f4\u7ed5\u51e0\u4e2a\u5173\u952e\u539f\u5219\uff1a<\/section>\n<section><\/section>\n<ol>\n<li>\n<section><strong>\u6e10\u8fdb\u5f0f\u5956\u52b1\u4f18\u4e8e\u4e8c\u5143\u53cd\u9988<\/strong>\uff1a\u6211\u4e0d\u4f1a\u7b80\u5355\u5730\u5c06\u7b54\u6848\u6807\u8bb0\u4e3a\u6b63\u786e\u6216\u9519\u8bef\uff0c\u800c\u662f\u4e3a\u90e8\u5206\u89e3\u7b54\u63d0\u4f9b\u90e8\u5206\u5956\u52b1\u3002\u8fd9\u80fd\u521b\u9020\u4e00\u4e2a\u66f4\u5e73\u6ed1\u7684\u5b66\u4e60\u68af\u5ea6\uff0c\u6709\u52a9\u4e8e\u6a21\u578b\u6e10\u8fdb\u5f0f\u6539\u8fdb\u3002<\/section>\n<\/li>\n<li>\n<section><strong>\u96be\u5ea6\u611f\u77e5\u578b\u6269\u5c55<\/strong>\uff1a\u8fd9\u4e9b\u589e\u5f3a\u8fc7\u7684\u51fd\u6570\u4f1a\u5c06\u95ee\u9898\u96be\u5ea6\u4f5c\u4e3a\u4e00\u4e2a\u4e58\u6570\uff0c\u8fd9\u80fd\u4e3a\u89e3\u51b3\u66f4\u96be\u7684\u95ee\u9898\u63d0\u4f9b\u66f4\u9ad8\u7684\u5956\u52b1\u3002\u8fd9\u80fd\u9f13\u52b1\u6a21\u578b\u89e3\u51b3\u66f4\u96be\u7684\u95ee\u9898\uff0c\u800c\u4e0d\u4ec5\u4ec5\u662f\u4f18\u5316\u7b80\u5355\u7684\u95ee\u9898\u3002<\/section>\n<\/li>\n<li>\n<section><strong>\u4e25\u683c\u7684\u7ebf\u7d22\u4fdd\u5b58<\/strong>\uff1a\u6240\u6709\u5956\u52b1\u51fd\u6570\u90fd\u6267\u884c\u4e86\u4e00\u6761\u4e0d\u53ef\u534f\u5546\u7684\u89c4\u5219\uff0c\u5373\u5fc5\u987b\u4fdd\u7559\u539f\u59cb\u95ee\u9898\u7ebf\u7d22\u3002\u8fd9\u53ef\u4ee5\u9632\u6b62\u6a21\u578b\u901a\u8fc7\u66f4\u6539\u95ee\u9898\u672c\u8eab\u6765\u300c\u4f5c\u5f0a\u300d\u3002<\/section>\n<\/li>\n<li>\n<section><strong>\u989d\u5916\u5956\u52b1\u9608\u503c<\/strong>\uff1a\u8fd9\u4e9b\u7ecf\u8fc7\u589e\u5f3a\u7684\u51fd\u6570\u5305\u62ec\u5f53\u6a21\u578b\u8d85\u8fc7\u67d0\u4e9b\u6027\u80fd\u9608\u503c\uff0875%\u300185%\u300195% \u6b63\u786e\uff09\u65f6\u7684\u989d\u5916\u5956\u52b1\u3002\u5f53\u6a21\u578b\u8d70\u4e0a\u6b63\u8f68\u65f6\uff0c\u8fd9\u4e9b\u4f5c\u4e3a\u6fc0\u52b1\u91cc\u7a0b\u7891\uff0c\u53ef\u4ee5\u52a0\u901f\u5b66\u4e60\u3002<\/section>\n<\/li>\n<li>\n<section><strong>\u6700\u4f4e\u5956\u52b1\u5e95\u7ebf<\/strong>\uff08\u6211\u6700\u5173\u6ce8\u7684\u4e00\u70b9\uff09\uff1a\u5373\u4f7f\u662f\u90e8\u5206\u6b63\u786e\u7684\u89e3\u7b54\u4e5f\u4f1a\u83b7\u5f97\u8f83\u5c0f\u7684\u6700\u4f4e\u5956\u52b1\uff080.05\uff09\uff0c\u786e\u4fdd\u6a21\u578b\u5373\u4f7f\u8fdb\u5c55\u5f88\u5c0f\uff0c\u4e5f\u80fd\u83b7\u5f97\u4e00\u4e9b\u53cd\u9988\u3002<\/section>\n<\/li>\n<\/ol>\n<section><\/section>\n<section>\u5f53\u524d\u7684\u7b80\u5355\u51fd\u6570\u4fa7\u91cd\u4e8e\u6700\u5173\u952e\u7684\u65b9\u9762\uff08\u7ebf\u7d22\u4fdd\u5b58\u548c\u90e8\u5206 credit\uff09\uff0c\u800c\u8fd9\u91cc\u589e\u5f3a\u540e\u7684\u7248\u672c\u5219\u901a\u8fc7\u96be\u5ea6\u8c03\u6574\u548c\u6e10\u8fdb\u5956\u52b1\u589e\u52a0\u4e86\u590d\u6742\u6027\u3002\u5728\u672a\u6765\u7684\u8bad\u7ec3\u4e2d\uff0c\u6211\u8ba1\u5212\u5b9e\u73b0\u8fd9\u4e9b\u66f4\u5fae\u5999\u7684\u5956\u52b1\u51fd\u6570\uff0c\u770b\u770b\u5b83\u4eec\u80fd\u5426\u8fdb\u4e00\u6b65\u63d0\u9ad8\u5b66\u4e60\u6548\u7387\u548c\u89e3\u7b54\u8d28\u91cf\u3002<\/section>\n<section><\/section>\n<section>\u6211\u8bbe\u8ba1\u5956\u52b1\u51fd\u6570\u7684\u5173\u952e\u89c1\u89e3\u662f\uff1a\u57fa\u4e8e\u8fc7\u7a0b\u7684\u5956\u52b1\uff08\u5956\u52b1\u65c5\u7a0b\uff0c\u800c\u4e0d\u4ec5\u4ec5\u662f\u76ee\u7684\uff09\u5bf9\u4e8e\u6a21\u578b\u5b66\u4e60\u590d\u6742\u7684\u63a8\u7406\u4efb\u52a1\u81f3\u5173\u91cd\u8981\u3002\u901a\u8fc7\u63d0\u4f9b\u4e2d\u95f4\u6b65\u9aa4\u548c\u90e8\u5206\u89e3\u7b54\u7684\u53cd\u9988\uff0c\u53ef\u521b\u5efa\u4e00\u4e2a\u6bd4\u4e8c\u5143\u6210\u529f \/ \u5931\u8d25\u4fe1\u53f7\u66f4\u6709\u6548\u7684\u5b66\u4e60\u73af\u5883\u3002<\/section>\n<section><\/section>\n<section><strong>\u8fd9\u5f88\u91cd\u8981\uff0c\u5e76\u4e14\u4e0d\u4ec5\u662f\u6570\u72ec<\/strong><\/section>\n<section><\/section>\n<section>\u8ba9\u8bed\u8a00\u6a21\u578b\u5b66\u4f1a\u73a9\u6570\u72ec\u4e0d\u4ec5\u4ec5\u662f\u4e3a\u4e86\u89e3\u8c1c\u5a31\u4e50\uff0c\u8fd8\u4e3a\u4e86\u5f00\u53d1\u80fd\u591f\u5b8c\u6210\u4ee5\u4e0b\u4efb\u52a1\u7684 AI 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