DeepSeek \u63d0\u51fa\u4e86\u4e00\u4e2a\u6a21\u578b\uff0c\u8be5\u6a21\u578b\u7684\u63a8\u7406\u80fd\u529b\u53ef\u4e0e OpenAI-o1 \u76f8\u5ab2\u7f8e\uff0c\u5c3d\u7ba1\u5176\u53c2\u6570\u53ea\u662f OpenAI-o1 \u7684\u4e00\u5c0f\u90e8\u5206\uff0c\u8bad\u7ec3\u6210\u672c\u4e5f\u4f4e\u5f97\u591a\u3002<\/p>\n
\u4e4b\u524d\uff0c\u6211\u5199\u4e86\u4e00\u7bc7\u6587\u7ae0\uff0c\u5c55\u793a\u4e86 GPT-4o \u65e0\u6cd5\u6709\u6548\u63a8\u7406\u7684\u5b9e\u4f8b\u3002\u5176\u4e2d\u4e00\u4e2a\u4f8b\u5b50\u5c31\u662f\u201c\u6b7b\u859b\u5b9a\u8c14\u732b\u201d\u95ee\u9898\u3002<\/p>\n
\u6211\u7684\u4e00\u4f4d\u8bfb\u8005\u5728 DeepSeek-R1 \u4e0a\u5c1d\u8bd5\u4e86\u540c\u6837\u7684\u63d0\u793a\uff0c\u4ed6\u544a\u8bc9\u6211 DeepSeek \u7684\u8f93\u51fa\uff0c\u5b9e\u9645\u4e0a\u975e\u5e38\u4ee4\u4eba\u5370\u8c61\u6df1\u523b\uff01<\/p>\n
\u5f53\u6211\u95ee GPT-4o \u65f6\uff0c\u5b83\u7684\u56de\u7b54\u662f\u8fd9\u6837\u7684\u3002\u663e\u7136\uff0c\u5b83\u6ca1\u6709\u610f\u8bc6\u5230\u732b\u5df2\u7ecf\u6b7b\u4e86\uff0c\u732b\u8fd8\u6d3b\u7740\u7684\u6982\u7387\u662f 0\u3002<\/p>\n
\u4fee\u6539\u540e\u7684\u859b\u5b9a\u8c14\u732b\u95ee\u9898\u63d0\u4ea4\u7ed9 GPT-4o\u3002\u5b83\u6ca1\u6709\u610f\u8bc6\u5230\u732b\u5df2\u7ecf\u6b7b\u4e86\uff0c\u56e0\u6b64\u6982\u7387\u663e\u7136\u662f\u96f6\u3002 <\/p>\n
\u5f53\u6211\u5728 DeepSeek \u4e0a\u5c1d\u8bd5\u540c\u6837\u7684\u95ee\u9898\u65f6\uff0c\u6211\u6ce8\u610f\u5230 LLM \u50cf\u4e00\u4e2a\u806a\u660e\u7684\u4eba\u4e00\u6837\u601d\u8003\uff0c\u8bd5\u56fe\u8003\u8651\u6240\u6709\u53ef\u80fd\u6027\uff0c\u907f\u514d\u5728\u6700\u7ec8\u786e\u5b9a\u7b54\u6848\u4e4b\u524d\u72af\u611a\u8822\u7684\u9519\u8bef\u3002\u6700\u7ec8\uff0c\u5b83\u4e0d\u4ec5\u7ed9\u51fa\u4e86\u6b63\u786e\u7684\u7b54\u6848\uff0c\u800c\u4e14\u89e3\u91ca\u5f97\u5f88\u597d\u3002<\/p>\n
\u540c\u6837\u7684\u95ee\u9898\u95ee\u4e86 DeepSeek-R1\u3002\u5b83\u56de\u7b54\u6b63\u786e\uff080%\uff09\u3002 <\/p>\n
\u5982\u679c\u4f60\u60f3\u8981\u66f4\u591a GPT-4o \u63a8\u7406\u5931\u8d25\u7684\u4f8b\u5b50\uff0c\u8bf7\u67e5\u770b \u3002<\/p>\n
\u90a3\u65f6\u6211\u51b3\u5b9a\u9700\u8981\u8fdb\u4e00\u6b65\u8c03\u67e5\u3002DeepSeek \u6539\u8fdb\u63a8\u7406\u7684\u79d8\u8bc0\u662f\u4ec0\u4e48\uff1f<\/p>\n
\u8bad\u7ec3\u5178\u578b LLM \u7684\u4e0d\u540c\u9636\u6bb5 \u8bad\u7ec3 DeepSeek \u6a21\u578b\u7684\u4e0d\u540c\u9636\u6bb5\u3002\u6211\u4eec\u5c06\u5728\u6b64\u535a\u5ba2\u4e2d\u91cd\u70b9\u4ecb\u7ecd RL \u9636\u6bb5\u3002 <\/p>\n
\u6240\u6709\u8bad\u7ec3\u65b9\u6cd5\uff0c\u5305\u62ec DeepSeek \u7684\u65b9\u6cd5\uff0c\u90fd\u4ece\u9884\u8bad\u7ec3\u9636\u6bb5\u5f00\u59cb\uff0c\u7136\u540e\u8fdb\u5165\u201c\u57fa\u7840\u6a21\u578b\u201d\u3002<\/p>\n
\u57fa\u7840\u6a21\u578b\u662f\u9884\u8bad\u7ec3\u540e\u7acb\u5373\u51fa\u73b0\u7684 LLM\uff0c\u4f46\u5728\u4efb\u4f55\u5f62\u5f0f\u7684\u76d1\u7763\u5fae\u8c03\u4e4b\u524d\u3002<\/p>\n
\n \u9884\u8bad\u7ec3\uff08\u5728 LLM \u4e2d\uff09\u6d89\u53ca\u5c06 LLM \u66b4\u9732\u4e8e\u5927\u91cf\u7684\u4e92\u8054\u7f51\u6587\u672c\u8bed\u6599\u5e93\uff0c\u4ece\u800c\u63d0\u9ad8 LLM \u9884\u6d4b\u4e0b\u4e00\u4e2a\u5355\u8bcd\u7684\u80fd\u529b\u3002\u51fa\u73b0\u7684\u57fa\u7840\u6a21\u578b\u4e0d\u4e00\u5b9a\u4f1a\u7ed9\u51fa\u6709\u7528\u7684\u7b54\u6848\uff0c\u4f46\u5b83\u4eec\u5c06\u76f8\u5f53\u719f\u7ec3\u5730\u638c\u63e1\u8bed\u8a00\u7ed3\u6784\uff0c\u5e76\u4e14\u77e5\u9053\u5728\u7ed9\u5b9a\u6587\u672c\u5e8f\u5217\u7684\u60c5\u51b5\u4e0b\u5b83\u4eec\u53ef\u4ee5\u9884\u6d4b\u54ea\u4e9b\u5355\u8bcd\u3002\n<\/p><\/blockquote>\n
\u9884\u8bad\u7ec3\u8fc7\u7a0b\u7684\u8bf4\u660e\u3002 <\/p>\n
\u6700\u7ec8\u51fa\u73b0\u7684\u57fa\u7840\u6a21\u578b\u5177\u6709\u4ee5\u4e0b\u7279\u70b9\uff1a<\/p>\n
\n
- \u5b83\u7406\u89e3\u8bed\u8a00\u7684\u7ed3\u6784\u3002\u5b83\u53ef\u4ee5\u5728\u7ed9\u5b9a\u8f93\u5165\u95ee\u9898\u7684\u60c5\u51b5\u4e0b\u9884\u6d4b\u4e00\u7ec4\u8bed\u6cd5\u6d41\u7545\u7684\u4e0b\u4e00\u4e2a\u6807\u8bb0\u3002<\/li>\n
- \u5b83\u53ef\u80fd\u65e0\u6cd5\u63d0\u4f9b\u6709\u7528\u7684\u54cd\u5e94\uff0c\u4f8b\u5982\u5b83\u56de\u7b54\u4e86\u4e00\u4e2a\u6d41\u7545\u7684\u53e5\u5b50\u4f46\u63d0\u4f9b\u4e86\u4e0d\u51c6\u786e\u6216\u4e0d\u76f8\u5173\u7684\u7b54\u6848\u7684\u60c5\u51b5\u3002<\/li>\n
- \u5b83\u53ef\u80fd\u4f1a\u5bfc\u81f4\u6709\u5bb3\u7684\u8f93\u51fa\uff0c\u5305\u62ec\u4ee4\u4eba\u53cd\u611f\u7684\u7b54\u6848\u6216\u65e0\u6cd5\u62d2\u7edd\u6709\u5bb3\u7684\u8bf7\u6c42\uff08\u4f8b\u5982\uff0c\u201c\u5982\u4f55\u5165\u4fb5\u67d0\u4eba\u7684\u7535\u5b50\u90ae\u4ef6\u201d\uff09\u3002<\/li>\n<\/ul>\n
\u5927\u591a\u6570\u57fa\u7840\u6a21\u578b\u90fd\u53ef\u4ee5\u5728 HuggingFace \u4e0a\u627e\u5230\uff0c\u4f60\u53ef\u4ee5\u8bd5\u7528\u5b83\u4eec\u3002\u8fd9\u4e9b\u6a21\u578b\u901a\u5e38\u4e0d\u9002\u7528\u4e8e\u751f\u4ea7\u7528\u4f8b\uff0c\u56e0\u4e3a\u5b83\u4eec\u5ffd\u7565\u4e86\u6709\u52a9\u4e8e\u4f7f\u5b83\u4eec\u66f4\u9002\u5408\u751f\u4ea7\u7684\u540e\u7eed\u6b65\u9aa4\u3002<\/p>\n
2\u3001DeepSeek \u7684\u65b9\u6cd5<\/h2>\n
DeepSeek-R1 \u4e0e\u5176\u4ed6\u65b9\u6cd5\u7684\u4e3b\u8981\u533a\u522b\u5728\u4e8e\u5b83\u4eec\u5728\u8bad\u7ec3\u671f\u95f4\u5f15\u5165\u7684\u7279\u6b8a\u201c\u81ea\u4e3b\u201d RL \u6b65\u9aa4\u3002\u8bf7\u6ce8\u610f\uff0c\u8fd9\u4e0e LLM \u4e2d\u5df2\u7ecf\u5b58\u5728\u7684 RLHF \u6b65\u9aa4\u975e\u5e38\u4e0d\u540c\u3002<\/p>\n
RL \u5230\u5e95\u662f\u4ec0\u4e48\uff1f\u6211\u5c06\u5728\u8fd9\u91cc\u7b80\u8981\u89e3\u91ca\u8fd9\u4e2a\u60f3\u6cd5\u3002<\/p>\n
2.1 RL \u7b80\u4ecb<\/h3>\n
\u5047\u8bbe\u4e00\u53ea\u8001\u9f20\u9700\u8981\u5b66\u4e60\u5bfb\u627e\u98df\u7269\u3002<\/p>\n
\u6700\u521d\uff0c\u8001\u9f20\u4f1a\u201c\u63a2\u7d22\u201d\u5f88\u591a\u6b21\uff0c\u5c1d\u8bd5\u968f\u673a\u52a8\u4f5c\u5e76\u67e5\u770b\u54ea\u4e9b\u6709\u6548\u3002<\/p>\n
\u968f\u7740\u65f6\u95f4\u7684\u63a8\u79fb\uff0c\u7279\u5b9a\u7684\u52a8\u4f5c\u5e8f\u5217\u4f1a\u5f15\u5bfc\u8001\u9f20\u83b7\u5f97\u5956\u52b1\uff08\u4f8b\u5982\u98df\u7269\uff09\uff0c\u8001\u9f20\u4f1a\u5b66\u4f1a\u4f18\u5148\u8003\u8651\u8fd9\u4e9b\u52a8\u4f5c\u3002\u5728\u8fd9\u4e2a\u9636\u6bb5\uff0c\u8001\u9f20\u201c\u5229\u7528\u201d\u5b83\u5df2\u7ecf\u77e5\u9053\u7684\u4e1c\u897f\u6765\u6700\u5927\u5316\u5b83\u7684\u5956\u52b1\u3002<\/p>\n
GridWorld \u95ee\u9898\u7684\u4e00\u4e2a\u4f8b\u5b50\u3002\u8001\u9f20\u9700\u8981\u9009\u62e9\u80fd\u591f\u8ba9\u5b83\u6700\u5927\u5316\u5956\u52b1\u7684\u52a8\u4f5c <\/p>\n
\u5f3a\u5316\u5b66\u4e60\u95ee\u9898\u6709\u4e09\u4e2a\u53d8\u91cf\u2014\u2014\u72b6\u6001\u3001\u52a8\u4f5c\u548c\u5956\u52b1\u3002<\/p>\n
\u7ed9\u5b9a\u4e00\u4e2a\u7279\u5b9a\u72b6\u6001\uff0c\u8001\u9f20\u5e94\u8be5\u201c\u5b66\u4e60\u4e00\u4e2a\u7b56\u7565\u201d\uff0c\u8fd9\u4f7f\u5b83\u80fd\u591f\u786e\u5b9a\u5e94\u8be5\u91c7\u53d6\u4ec0\u4e48\u884c\u52a8\u6765\u83b7\u5f97\u6700\u5927\u5956\u52b1\u3002<\/p>\n
\u4e00\u4e2a\u7b56\u7565\u51fd\u6570\uff0c\u6839\u636e\u5f53\u524d\u72b6\u6001\u786e\u5b9a\u8001\u9f20\u79fb\u52a8\u5230\u54ea\u91cc <\/p>\n
\u90a3\u4e48 DeepSeek \u7a76\u7adf\u7528\u5f3a\u5316\u5b66\u4e60\u505a\u4e86\u4ec0\u4e48\uff1f<\/p>\n
2.2 DeepSeek-R1-Zero \u7684\u5f3a\u5316\u5b66\u4e60\u7b56\u7565<\/h3>\n
\u6211\u4eec\u5c06\u4ece DeepSeek-R1-Zero \u5f00\u59cb\uff0c\u5b83\u662f DeepSeek-R1 \u7684\u7b80\u5316\u7248\u672c\u3002<\/p>\n
\u65e9\u4e9b\u65f6\u5019\uff0cDeepSeek \u53d1\u5e03\u4e86\u4e00\u7bc7\u540d\u4e3a DeepSeekMath \u7684\u8bba\u6587\uff0c\u4ed6\u4eec\u9996\u6b21\u4ecb\u7ecd\u4e86\u8fd9\u79cd\u5f3a\u5316\u5b66\u4e60\u7b56\u7565\u3002<\/p>\n
\u8fd9\u662f\u4ed6\u4eec\u7b2c\u4e8c\u6b21\u4f7f\u7528\u5b83\u3002<\/p>\n
\u5f3a\u5316\u5b66\u4e60\u7b56\u7565\u7684\u76ee\u6807\u662f\u8ba9 LLM \u5728\u751f\u6210\u8f93\u51fa\u65f6\u66f4\u597d\u5730\u63a8\u7406\u3002\u52a8\u4f5c\u5bf9\u5e94\u4e8e LLM \u751f\u6210\u7684\u4e0b\u4e00\u4e2a\u6807\u8bb0\uff0c\u800c\u72b6\u6001\u5bf9\u5e94\u4e8e\u5230\u76ee\u524d\u4e3a\u6b62\u751f\u6210\u7684\u6807\u8bb0\uff0c\u5956\u52b1\u7531\u5956\u52b1\u201c\u826f\u597d\u8f93\u51fa\u201d\u7684\u7279\u6b8a\u5956\u52b1\u51fd\u6570\u786e\u5b9a\u3002<\/p>\n
LLM \u4f5c\u4e3a RL \u4ee3\u7406\u3002\u95ee\u9898\u662f\u72b6\u6001\uff0c\u800c\u751f\u6210\u7684\u4e0b\u4e00\u4e2a\u4ee4\u724c\u662f\u52a8\u4f5c\u3002\u7531\u4e8e LLM \u8f93\u51fa\u4e86\u6b63\u786e\u7684\u7b54\u6848\uff0c\u56e0\u6b64\u89c2\u5bdf\u5230\u5956\u52b1 10\u3002 <\/p>\n
\u4f60\u4e00\u5b9a\u542c\u8bf4\u8fc7 RLHF\uff0c\u8fd9\u662f\u5178\u578b\u7684 LLM \u8bad\u7ec3\u9636\u6bb5\u4e4b\u4e00\u3002<\/p>\n
\u6211\u60f3\u5728\u672c\u535a\u5ba2\u4e2d\u8c08\u5230\u7684\u4e3b\u8981\u533a\u522b\u662f\u5956\u52b1\u7684\u5b9a\u4e49\u65b9\u5f0f\u3002<\/p>\n
\u5956\u52b1\u51fd\u6570\u4e0d\u518d\u57fa\u4e8e\u201c\u4eba\u5de5\u53cd\u9988\u201d\u3002\u5956\u52b1\u662f\u6839\u636e\u4ee5\u4e0b\u6761\u4ef6\u81ea\u52a8\u786e\u5b9a\u7684\uff1a<\/p>\n
\n
- \u7b54\u6848\u7684\u6b63\u786e\u6027\u3002\u6a21\u578b\u4f1a\u5f97\u5230\u4e00\u4e9b\u6570\u5b66\u95ee\u9898\uff0c\u901a\u5e38\u4f1a\u5c06\u5f97\u5230\u7684\u6700\u7ec8\u7b54\u6848\u6846\u8d77\u6765\uff0c\u5e76\u4e14\u6a21\u578b\u4f1a\u56e0\u201c\u6b63\u786e\u7684\u6700\u7ec8\u7b54\u6848\u201d\u800c\u83b7\u5f97\u5956\u52b1\u3002\u56e0\u6b64\uff0c\u901a\u8fc7 RL\uff0c\u6a21\u578b\u4f1a\u5c1d\u8bd5\u4f18\u5316\u5176\u8fc7\u7a0b\u4ee5\u7ed9\u51fa\u66f4\u591a\u6b63\u786e\u7684\u7b54\u6848\u3002<\/li>\n<\/ul>\n
\u53ef\u80fd\u7684\u95ee\u9898\u548c\u7b54\u6848\u3002\u6a21\u578b\u53ef\u4ee5\u56e0\u8f93\u51fa\u6b63\u786e\u7684\u6700\u7ec8\u7b54\u6848\u800c\u83b7\u5f97\u79ef\u6781\u7684\u5956\u52b1\u3002 <\/p>\n
\n
- \u4ee3\u7801\u8f93\u51fa\u7684\u6b63\u786e\u6027\u3002\u8bad\u7ec3\u6570\u636e\u96c6\u8fd8\u5305\u542b\u7f16\u7801\u95ee\u9898\uff0cLLM \u7684\u4ee3\u7801\u8f93\u51fa\u53ef\u4ee5\u7b80\u5355\u5730\u4f20\u9012\u5230\u7f16\u8bd1\u5668\u4e2d\uff0c\u5e76\u5728\u4e00\u7ec4\u9884\u5b9a\u7684\u6d4b\u8bd5\u7528\u4f8b\u4e0a\u8fdb\u884c\u8bc4\u4f30\uff0c\u7c7b\u4f3c\u4e8e LeetCode \u7b49\u7ade\u4e89\u6027\u7f16\u7a0b\u7f51\u7ad9\u3002<\/li>\n<\/ul>\n
\u4e00\u4e2a\u7b80\u5355\u7684\u7f16\u7a0b\u95ee\u9898\uff0c\u52a0\u4e0a\u6d4b\u8bd5\u7528\u4f8b\uff08\u5982 LeetCode \u4e2d\uff09\u6765\u9a8c\u8bc1 LLM \u7684\u8f93\u51fa\u4ee3\u7801 <\/p>\n
\n
- \u5bf9\u601d\u8003\u8fc7\u7a0b\u7684\u5956\u52b1\u3002\u6709\u4eba\u8bf4\u8fd9\u5c31\u662f DeepSeek \u5982\u6b64\u6709\u6548\u7684\u79d8\u8bc0\u3002\u5b83\u7279\u522b\u5956\u52b1\u5728
<think><\/think><\/code> \u6807\u7b7e\u5185\u52a0\u5165\u601d\u8003\u6807\u8bb0\u7684 LLM\u3002\u8fd9\u8feb\u4f7f LLM \u601d\u8003\uff0c\u9f13\u52b1 LLM \u5728\u56de\u7b54\u4e4b\u524d\u627e\u51fa\u7b54\u6848\u3002<\/li>\n<\/ul>\n\u8be5\u6a21\u578b\u56e0\u751f\u6210\u601d\u8003\u6807\u8bb0\u800c\u83b7\u5f97\u5956\u52b1 <\/p>\n
\u8fd9\u4e2a\u8fc7\u7a0b\u5f88\u6709\u5e2e\u52a9\uff0c\u56e0\u4e3a\u5b83\u786e\u4fdd\u6211\u4eec\u53ef\u4ee5\u4f7f\u7528 RL \u7528\u5927\u91cf\u793a\u4f8b\u548c\u9ad8\u8d28\u91cf\u6570\u636e\u6765\u8bad\u7ec3 LLM\u3002\u4eba\u7c7b\u53cd\u9988\u6570\u636e\u53ef\u80fd\u5f88\u5608\u6742\uff0c\u4f46\u50cf\u8fd9\u91cc\u4f7f\u7528\u7684\u5ba2\u89c2\u5956\u52b1\u610f\u5473\u7740\u66f4\u5e72\u51c0\u7684\u6570\u636e\uff0c\u8ba9 LLM \u5b66\u4e60\u5982\u4f55\u4f18\u5316\u4ee5\u83b7\u5f97\u6b63\u786e\u7b54\u6848\u3002<\/p>\n
3\u3001\u7ed3\u679c\u5982\u4f55\uff1f<\/h2>\n
AIME \u57fa\u51c6\u7684\u51c6\u786e\u7387\u4f1a\u968f\u7740\u8bad\u7ec3\u8fed\u4ee3\u6b21\u6570\u7684\u589e\u52a0\u800c\u63d0\u9ad8\u3002\uff08\u6765\u6e90\uff1aDeepSeek-R1 \u8bba\u6587\uff09 <\/p>\n
\u6b64\u5904\u7684\u56fe\u8868\u8868\u793a LLM \u5728\u7f8e\u56fd\u6570\u5b66\u9080\u8bf7\u8003\u8bd5 (AIME) \u57fa\u51c6\u4e0a\u7684\u51c6\u786e\u7387\u3002<\/p>\n
\n
- \u84dd\u8272\u56fe\u8868\u663e\u793a\u901a\u8fc7\u5355\u4e2a\u6a21\u578b\u7684\u9884\u6d4b\u83b7\u5f97\u7684\u51c6\u786e\u7387\u3002<\/li>\n
- \u7ea2\u8272\u56fe\u8868\u8868\u793a 16 \u4e2a\u6a21\u578b\u7684\u4e00\u81f4\u9884\u6d4b\u3002\u8fd9\u610f\u5473\u7740\u6bcf\u4e2a\u95ee\u9898\u90fd\u4f1a\u8be2\u95ee\u6211\u4eec\u7684 16 \u4e2a DeepSeek \u6a21\u578b\uff0c\u5728\u8ba1\u7b97\u51c6\u786e\u7387\u65f6\u5c06\u201c\u591a\u6570\u7968\u201d\u4f5c\u4e3a\u6700\u7ec8\u7b54\u6848\u3002<\/li>\n<\/ul>\n
RL \u8fc7\u7a0b\u663e\u7136\u4f1a\u968f\u7740\u65f6\u95f4\u7684\u63a8\u79fb\u63d0\u9ad8 LLM \u7684\u63a8\u7406\u80fd\u529b\uff0c\u663e\u793a\u51fa\u8fd9\u79cd\u6280\u672f\u7684\u5f3a\u5927\u4e4b\u5904\u3002\u4e8b\u5b9e\u4e0a\uff0c\u8be5\u6a21\u578b\u5728\u51e0\u4e2a\u63a8\u7406\u57fa\u51c6\u4e0a\u7684\u8868\u73b0\u4e0e OpenAI-o1 \u76f8\u4f3c\uff01<\/p>\n
4\u3001DeepSeek-R1<\/h2>\n
DeepSeek-R1-Zero \u7684\u95ee\u9898\u5728\u4e8e\uff0c\u867d\u7136\u5b83\u5728\u63a8\u7406\u65b9\u9762\u8868\u73b0\u51fa\u8272\uff0c\u4f46\u5e76\u6ca1\u6709\u4ea7\u751f\u53ef\u8bfb\u7684\u8f93\u51fa\u3002<\/p>\n
\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\uff0c\u4ed6\u4eec\u5b9e\u65bd\u4e86\u4e00\u4e9b\u989d\u5916\u7684\u6b65\u9aa4\uff0c\u4f8b\u5982\u76d1\u7763\u5fae\u8c03\u548c\u5f3a\u5316\u5b66\u4e60\u6b65\u9aa4\uff0c\u8fd9\u4e9b\u6b65\u9aa4\u4e0d\u4ec5\u4f18\u5148\u8003\u8651\u63a8\u7406\uff0c\u8fd8\u4f18\u5148\u8003\u8651\u5176\u4ed6\u4efb\u52a1\u3002<\/p>\n
\u8bad\u7ec3 DeepSeek \u6a21\u578b\u7684\u4e0d\u540c\u9636\u6bb5 <\/p>\n
\u4f8b\u5982\uff0c\u7531\u4e8e\u6211\u4eec\u901a\u5e38\u5e0c\u671b LLM \u65e0\u5bb3\uff0c\u6211\u4eec\u53ef\u80fd\u4f1a\u8bad\u7ec3\u5b83\u62d2\u7edd\u56de\u7b54\u4efb\u4f55\u6709\u5bb3\u7684\u95ee\u9898\uff0c\u4f8b\u5982\u201c\u5982\u4f55\u5165\u4fb5\u67d0\u4eba\u7684\u7535\u5b50\u90ae\u4ef6\u201d\u3002<\/p>\n
\u4f46 DeepSeek-R1 \u7684\u4e00\u4e2a\u6838\u5fc3\u533a\u522b\u662f\u51b7\u542f\u52a8\u3002<\/p>\n
\u8fd9\u6837\u60f3\uff1a<\/p>\n
\n
- DeepSeek-R1-Zero \u901a\u8fc7\u53cd\u590d\u8bd5\u9a8c\uff0c\u4ee5\u8270\u96be\u7684\u65b9\u5f0f\uff08\u5982\u4f55\u63a8\u7406\uff09\u627e\u5230\u4e86\u7b54\u6848\u3002<\/li>\n
- DeepSeek-R1-Zero \u7136\u540e\u901a\u8fc7\u591a\u4e2a\u9ad8\u8d28\u91cf\u793a\u4f8b\u5c06\u5176\u5b66\u4e60\u5230\u7684\u77e5\u8bc6\u4f20\u6388\u7ed9 DeepSeek-R1\u3002\u8fd9\u4f7f\u5f97 DeepSeek-R1 \u80fd\u591f\u4ee5\u66f4\u5c11\u7684\u8bad\u7ec3\u8fed\u4ee3\u53d6\u5f97\u66f4\u5927\u7684\u8fdb\u6b65\u3002<\/li>\n<\/ul>\n
\u8fd9\u5c31\u662f\u51b7\u542f\u52a8\u3002\u5728\u8fd9\u4e2a\u9636\u6bb5\uff0cDeepSeek-R1-Zero \u751f\u6210\u7684\u601d\u7ef4\u94fe\u63a8\u7406\u793a\u4f8b\u88ab\u6e05\u7406\u3001\u53d8\u5f97\u53ef\u8bfb\uff0c\u5e76\u7528\u4e8e\u5fae\u8c03 DeepSeek-R1\u3002<\/p>\n
\u51b7\u542f\u52a8\u540e\uff0cDeepSeek-R1 \u4f1a\u7ecf\u5386\u76f8\u540c\u7684 RL \u8fc7\u7a0b\u2014\u2014\u5b83\u5df2\u7ecf\u4ece R1-Zero \u4e2d\u5b66\u5230\u4e86\u5f88\u591a\u4e1c\u897f\uff0c\u4f46\u73b0\u5728\u7ee7\u7eed\u81ea\u5df1\u89e3\u51b3\u95ee\u9898\u3002<\/p>\n
\u51b7\u542f\u52a8\u6709\u52a9\u4e8e\u8df3\u8fc7 RL \u8bad\u7ec3\u7684\u4e0d\u7a33\u5b9a\u9636\u6bb5 <\/p>\n
5\u3001\u7ed3\u675f\u8bed<\/h2>\n
\u8fd9\u4e2a\u65b0\u7684 RL \u7ba1\u9053\u5728\u5f88\u5927\u7a0b\u5ea6\u4e0a\u4fc3\u8fdb\u4e86\u63a8\u7406\u3002 \u4f46\u8fd9\u662f\u7ed3\u5c40\u5417\uff1f<\/p>\n
\u6211\u8ba4\u4e3a\u4e0d\u662f\u3002<\/p>\n
\u4e00\u4e2a\u5e72\u51c0\u5ba2\u89c2\u7684\u5956\u52b1\u51fd\u6570\u5141\u8bb8 LLM \u53ef\u4ee5\u4f7f\u7528\u5927\u91cf\u6570\u636e\u6765\u5b66\u4e60\u5982\u4f55\u5f97\u51fa\u6b63\u786e\u7b54\u6848\u3002
\u9f13\u52b1 LLM \u5728\u56de\u7b54\u4e4b\u524d\u591a\u201c\u601d\u8003\u201d\u53ef\u4ee5\u786e\u4fdd LLM \u9a8c\u8bc1\u5176\u7b54\u6848\u5e76\u7ed9\u51fa\u66f4\u51c6\u786e\u7684\u7b54\u6848\u3002
\u67d0\u4e9b\u201c\u806a\u660e\u201d\u7684\u884c\u4e3a\u5c31\u662f\u4ece\u8fd9\u4e2a\u5b66\u4e60\u8fc7\u7a0b\u4e2d\u53d1\u5c55\u800c\u6765\u7684\u3002\u4f8b\u5982\uff0cLLM\u5b66\u4e60\u4e86\u8bf8\u5982\u91cd\u65b0\u9605\u8bfb\u95ee\u9898\u3001\u8003\u8651\u6240\u6709\u53ef\u80fd\u6027\u4ee5\u53ca\u91cd\u65b0\u5ba1\u89c6\/\u91cd\u65b0\u8bc4\u4f30\u5176\u5148\u524d\u6b65\u9aa4\u7b49\u884c\u4e3a\u3002\u8fd9\u4e9b\u201c\u667a\u80fd\u201d\u884c\u4e3a\u5e76\u672a\u660e\u786e\u7f16\u5165LLM\u7684\u7a0b\u5e8f\u4e2d\uff0c\u800c\u662f\u901a\u8fc7\u4e3a\u6a21\u578b\u63d0\u4f9b\u6b63\u786e\u7684\u6fc0\u52b1\u800c\u53d1\u5c55\u8d77\u6765\u7684\u3002<\/p>\n\u53ea\u8981\u63d0\u4f9b\u6b63\u786e\u7684\u6fc0\u52b1\uff0c\u4eba\u5de5\u667a\u80fd\u7cfb\u7edf\u5c31\u53ef\u4ee5\u5f00\u53d1\u51fa\u4eba\u7c7b\u90fd\u4e0d\u77e5\u9053\u7684\u65b0\u63a8\u7406\u89c4\u5219\u3002<\/p>\n
\u8fd9\u610f\u5473\u7740\u5b83\u4eec\u201c\u53ef\u80fd\u201d\u6709\u4e00\u5929\u4f1a\u6bd4\u4eba\u7c7b\u66f4\u806a\u660e\uff0c\u5373\u4f7f\u5b83\u4eec\u662f\u7531\u4eba\u7c7b\u5efa\u9020\u7684\u3002<\/p>\n
\u5f3a\u5316\u5b66\u4e60\u4f1a\u6210\u4e3a\u5b9e\u73b0\u76ee\u6807\u7684\u79d8\u8bc0\u5417\uff1f<\/p>\n
\n","protected":false},"excerpt":{"rendered":"DeepSeek \u63d0\u51fa\u4e86\u4e00\u4e2a\u6a21\u578b\uff0c\u8be5\u6a21\u578b\u7684\u63a8\u7406\u80fd\u529b\u53ef\u4e0e OpenAI-o1 \u76f8\u5ab2\u7f8e\uff0c\u5c3d\u7ba1\u5176\u53c2\u6570\u53ea\u662f OpenAI-o1 \u7684\u4e00\u5c0f\u90e8\u5206\uff0c\u8bad\u7ec3\u6210\u672c\u4e5f\u4f4e\u5f97\u591a\u3002 \u4e4b\u524d\uff0c\u6211\u5199\u4e86\u4e00\u7bc7\u6587\u7ae0\uff0c\u5c55\u793a\u4e86 GPT-4o \u65e0\u6cd5\u6709\u6548\u63a8\u7406\u7684\u5b9e\u4f8b\u3002\u5176\u4e2d\u4e00\u4e2a\u4f8b\u5b50\u5c31\u662f\u201c\u6b7b\u859b\u5b9a\u8c14\u732b\u201d\u95ee\u9898\u3002 \u6211\u7684\u4e00\u4f4d\u8bfb\u8005\u5728 DeepSeek-R1 \u4e0a\u5c1d\u8bd5\u4e86\u540c\u6837\u7684\u63d0\u793a\uff0c\u4ed6\u544a\u8bc9\u6211 DeepSeek \u7684\u8f93\u51fa\uff0c\u5b9e\u9645\u4e0a\u975e\u5e38\u4ee4\u4eba\u5370\u8c61\u6df1\u523b\uff01 \u5f53\u6211\u95ee GPT-4o \u65f6\uff0c\u5b83\u7684\u56de\u7b54\u662f\u8fd9\u6837\u7684\u3002\u663e\u7136\uff0c\u5b83\u6ca1\u6709\u610f\u8bc6\u5230\u732b\u5df2\u7ecf\u6b7b\u4e86\uff0c\u732b\u8fd8\u6d3b\u7740\u7684\u6982\u7387\u662f 0\u3002 \u4fee\u6539\u540e\u7684\u859b\u5b9a\u8c14\u732b\u95ee\u9898\u63d0\u4ea4\u7ed9 GPT-4o\u3002\u5b83\u6ca1\u6709\u610f\u8bc6\u5230\u732b\u5df2\u7ecf\u6b7b\u4e86\uff0c\u56e0\u6b64\u6982\u7387\u663e\u7136\u662f\u96f6\u3002 \u5f53\u6211\u5728 DeepSeek \u4e0a\u5c1d\u8bd5\u540c\u6837\u7684\u95ee\u9898\u65f6\uff0c\u6211\u6ce8\u610f\u5230 LLM \u50cf\u4e00\u4e2a\u806a\u660e\u7684\u4eba\u4e00\u6837\u601d\u8003\uff0c\u8bd5\u56fe\u8003\u8651\u6240\u6709\u53ef\u80fd\u6027\uff0c\u907f\u514d\u5728\u6700\u7ec8\u786e\u5b9a\u7b54\u6848\u4e4b\u524d\u72af\u611a\u8822\u7684\u9519\u8bef\u3002\u6700\u7ec8\uff0c\u5b83\u4e0d\u4ec5\u7ed9\u51fa\u4e86\u6b63\u786e\u7684\u7b54\u6848\uff0c\u800c\u4e14\u89e3\u91ca\u5f97\u5f88\u597d\u3002 \u540c\u6837\u7684\u95ee\u9898\u95ee\u4e86 DeepSeek-R1\u3002\u5b83\u56de\u7b54\u6b63\u786e\uff080%\uff09\u3002 \u5982\u679c\u4f60\u60f3\u8981\u66f4\u591a GPT-4o \u63a8\u7406\u5931\u8d25\u7684\u4f8b\u5b50\uff0c\u8bf7\u67e5\u770b \u3002 \u90a3\u65f6\u6211\u51b3\u5b9a\u9700\u8981\u8fdb\u4e00\u6b65\u8c03\u67e5\u3002DeepSeek \u6539\u8fdb\u63a8\u7406\u7684\u79d8\u8bc0\u662f\u4ec0\u4e48\uff1f \u8bad\u7ec3\u5178\u578b LLM \u7684\u4e0d\u540c\u9636\u6bb5 \u8bad\u7ec3 DeepSeek \u6a21\u578b\u7684\u4e0d\u540c\u9636\u6bb5\u3002\u6211\u4eec\u5c06\u5728\u6b64\u535a\u5ba2\u4e2d\u91cd\u70b9\u4ecb\u7ecd RL \u9636\u6bb5\u3002 1\u3001\u57fa\u7840\u6a21\u578b \u6240\u6709\u8bad\u7ec3\u65b9\u6cd5\uff0c\u5305\u62ec DeepSeek \u7684\u65b9\u6cd5\uff0c\u90fd\u4ece\u9884\u8bad\u7ec3\u9636\u6bb5\u5f00\u59cb\uff0c\u7136\u540e\u8fdb\u5165\u201c\u57fa\u7840\u6a21\u578b\u201d\u3002 \u57fa\u7840\u6a21\u578b\u662f\u9884\u8bad\u7ec3\u540e\u7acb\u5373\u51fa\u73b0\u7684 LLM\uff0c\u4f46\u5728\u4efb\u4f55\u5f62\u5f0f\u7684\u76d1\u7763\u5fae\u8c03\u4e4b\u524d\u3002 \u9884\u8bad\u7ec3\uff08\u5728 LLM \u4e2d\uff09\u6d89\u53ca\u5c06 LLM \u66b4\u9732\u4e8e\u5927\u91cf\u7684\u4e92\u8054\u7f51\u6587\u672c\u8bed\u6599\u5e93\uff0c\u4ece\u800c\u63d0\u9ad8 LLM \u9884\u6d4b\u4e0b\u4e00\u4e2a\u5355\u8bcd\u7684\u80fd\u529b\u3002\u51fa\u73b0\u7684\u57fa\u7840\u6a21\u578b\u4e0d\u4e00\u5b9a\u4f1a\u7ed9\u51fa\u6709\u7528\u7684\u7b54\u6848\uff0c\u4f46\u5b83\u4eec\u5c06\u76f8\u5f53\u719f\u7ec3\u5730\u638c\u63e1\u8bed\u8a00\u7ed3\u6784\uff0c\u5e76\u4e14\u77e5\u9053\u5728\u7ed9\u5b9a\u6587\u672c\u5e8f\u5217\u7684\u60c5\u51b5\u4e0b\u5b83\u4eec\u53ef\u4ee5\u9884\u6d4b\u54ea\u4e9b\u5355\u8bcd\u3002 \u9884\u8bad\u7ec3\u8fc7\u7a0b\u7684\u8bf4\u660e\u3002 […]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[13],"tags":[],"class_list":["post-53784","post","type-post","status-publish","format-standard","hentry","category-ai"],"_links":{"self":[{"href":"https:\/\/fwq.ai\/blog\/wp-json\/wp\/v2\/posts\/53784","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/fwq.ai\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/fwq.ai\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/fwq.ai\/blog\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/fwq.ai\/blog\/wp-json\/wp\/v2\/comments?post=53784"}],"version-history":[{"count":0,"href":"https:\/\/fwq.ai\/blog\/wp-json\/wp\/v2\/posts\/53784\/revisions"}],"wp:attachment":[{"href":"https:\/\/fwq.ai\/blog\/wp-json\/wp\/v2\/media?parent=53784"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/fwq.ai\/blog\/wp-json\/wp\/v2\/categories?post=53784"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/fwq.ai\/blog\/wp-json\/wp\/v2\/tags?post=53784"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}