{"id":3544,"date":"2026-01-28T22:33:56","date_gmt":"2026-01-28T22:33:56","guid":{"rendered":"https:\/\/umaax.com\/beijingdaxuedeepseekr1jileiqiangtuilimoxingkaifajiedupdfwenj\/"},"modified":"2026-01-28T22:33:56","modified_gmt":"2026-01-28T22:33:56","slug":"beijingdaxuedeepseekr1jileiqiangtuilimoxingkaifajiedupdfwenj","status":"publish","type":"post","link":"https:\/\/umaax.com\/en\/beijingdaxuedeepseekr1jileiqiangtuilimoxingkaifajiedupdfwenj\/","title":{"rendered":"\u5317\u4eac\u5927\u5b66\u300aDeepSeek-R1\u53ca\u7c7b\u5f3a\u63a8\u7406\u6a21\u578b\u5f00\u53d1\u89e3\u8bfb\u300b\uff08PDF\u6587\u4ef6\uff09 \u2013 AI\u6559\u7a0b\u8d44\u6599"},"content":{"rendered":"<p>\u672c\u6587\u662f\u5173\u4e8eDeepSeek-R1\u53ca\u7c7b\u5f3a\u63a8\u7406\u6a21\u578b\u5f00\u53d1\u7684\u6df1\u5ea6\u89e3\u8bfb\u3002\u8be6\u7ec6\u5256\u6790\u4e86DeepSeek-R1\u7684\u6280\u672f\u67b6\u6784\uff0c\u5305\u62ec\u5176\u57fa\u4e8e\u89c4\u5219\u7684\u5956\u52b1\u673a\u5236\u3001\u7ec4\u76f8\u5bf9\u7b56\u7565\u4f18\u5316\uff08GRPO\uff09\u7b97\u6cd5\u4ee5\u53ca\u591a\u9636\u6bb5\u8bad\u7ec3\u6d41\u7a0b\uff0c\u63ed\u793a\u4e86\u5176\u5728\u63a8\u7406\u80fd\u529b\u3001\u8bed\u8a00\u4e00\u81f4\u6027\u548c\u5b89\u5168\u6027\u65b9\u9762\u7684\u4f18\u5316\u7b56\u7565\u3002\u63a2\u8ba8\u4e86DeepSeek-R1\u7684\u793e\u4f1a\u548c\u7ecf\u6d4e\u6548\u76ca\uff0c\u5206\u6790\u4e86\u5176\u5728\u591a\u6a21\u6001\u573a\u666f\u4e0b\u7684\u5e94\u7528\u6f5c\u529b\uff0c\u5e76\u5bf9\u672a\u6765\u6280\u672f\u53d1\u5c55\u65b9\u5411\u5982\u6a21\u6001\u7a7f\u900f\u3001\u5f62\u5f0f\u5316\u9a8c\u8bc1\u548c\u5ba1\u8ba1\u5bf9\u9f50\u7b49\u8fdb\u884c\u4e86\u5c55\u671b\u3002\u6df1\u5165\u7406\u89e3DeepSeek-R1\u7684\u6280\u672f\u521b\u65b0\u548c\u5f3a\u63a8\u7406\u6a21\u578b\u7684\u5f00\u53d1\u63d0\u4f9b\u4e86\u5168\u9762\u800c\u7cfb\u7edf\u7684\u89c6\u89d2\u3002<\/p>\n<p>  <img fetchpriority=\"high\" decoding=\"async\" class=\"wp-image-35469 aligncenter\" src=\"https:\/\/ai-bot.cn\/wp-content\/uploads\/2024\/12\/AI-bot.png\"  alt=\"\" width=\"250\" height=\"250\" \/> <\/p>\n<p style=\"text-align: center;\">\u83b7\u53d6<strong>\u300aDeepSeek-R1\u53ca\u7c7b\u5f3a\u63a8\u7406\u6a21\u578b\u5f00\u53d1\u89e3\u8bfb\u300b PDF\u539f\u6587\u4ef6<\/strong>\uff0c\u626b\u7801\u5173\u6ce8\u56de\u590d\uff1a <strong><span style=\"color: #ff0000;\">20250225<\/span><\/strong><\/p>\n<p><strong class=\"\">DeepSeek-R1\u53ca\u7c7b\u5f3a\u63a8\u7406\u6a21\u578b\u5f00\u53d1\u89e3\u8bfb<\/strong><\/p>\n<ul>\n<li>\n<div class=\"paragraph\">\u4ecb\u7ecd\u5927\u8bed\u8a00\u6a21\u578b\u5bf9\u9f50\u4e0e\u53ef\u6269\u5c55\u76d1\u7763\u7684\u4e3b\u8981\u7814\u7a76\u65b9\u5411\uff0c\u91cd\u70b9\u63a2\u8ba8DeepSeek-R1\u3001Kimi 1.5\u53ca\u7c7b\u5f3a\u63a8\u7406\u6a21\u578b\u7684\u5f00\u53d1\u80cc\u666f\u548c\u610f\u4e49\u3002<\/div>\n<\/li>\n<\/ul>\n<p><strong class=\"\">DeepSeek-R1\u5f00\u521bRL\u52a0\u6301\u4e0b\u5f3a\u63a8\u7406\u6162\u601d\u8003\u8303\u5f0f\u65b0\u8fb9\u754c<\/strong><\/p>\n<ul>\n<li>\n<div class=\"paragraph\">\u6df1\u5165\u5206\u6790DeepSeek-R1\u5982\u4f55\u5728\u5f3a\u5316\u5b66\u4e60\uff08RL\uff09\u7684\u652f\u6301\u4e0b\uff0c\u5f00\u521b\u5f3a\u63a8\u7406\u6162\u601d\u8003\u8303\u5f0f\u7684\u65b0\u8fb9\u754c\u3002\u8ba8\u8bba\u5176\u5728\u6570\u5b66\u4ee3\u7801\u4efb\u52a1\u3001\u77e5\u8bc6\u7c7b\u95ee\u7b54\u53ca\u957f\u6587\u672c\u4f9d\u8d56\u4efb\u52a1\u4e2d\u7684\u5353\u8d8a\u8868\u73b0\uff0c\u5e76\u5bf9\u6bd4OpenAI o1\u7cfb\u5217\u6a21\u578b\u3002<\/div>\n<\/li>\n<\/ul>\n<p> <img decoding=\"async\" class=\"wp-image-43992 aligncenter\" src=\"https:\/\/ai-bot.cn\/wp-content\/uploads\/2025\/03\/tutorials-deepseek-r1-2.png\"  alt=\"\" width=\"670\" height=\"377\" \/> <\/p>\n<p><strong class=\"\">DeepSeek-R1\u6280\u672f\u5256\u6790<\/strong><\/p>\n<ul>\n<li>\n<div class=\"paragraph\"><strong>DeepSeek-R1 Zero<\/strong><\/div>\n<p>\u8be6\u7ec6\u89e3\u8bfbDeepSeek-R1 Zero\u4f5c\u4e3a\u65e0\u9700\u76d1\u7763\u5fae\u8c03\uff08SFT\uff09\u7684\u7eaf\u5f3a\u5316\u5b66\u4e60\u9a71\u52a8\u5f3a\u63a8\u7406\u6a21\u578b\u7684\u6280\u672f\u7ec6\u8282\uff0c\u5305\u62ec\u5956\u52b1\u5efa\u6a21\u3001\u8bad\u7ec3\u6a21\u677f\u53ca\u5173\u952e\u542f\u793a\u3002<\/li>\n<li>\n<div class=\"paragraph\"><strong>DeepSeek-R1\u6280\u672fPipeline\u603b\u89c8<\/strong><\/div>\n<p>\u5c55\u793aDeepSeek-R1\u6280\u672f\u7684\u6574\u4f53\u6d41\u7a0b\uff0c\u6db5\u76d6\u4eceDeepSeek-V3 Base\u5230\u6700\u7ec8\u6a21\u578b\u7684\u591a\u9636\u6bb5\u8bad\u7ec3\u8fc7\u7a0b\uff0c\u5305\u62ec\u51b7\u542f\u52a8\u3001\u63a8\u7406\u4e3a\u4e2d\u5fc3\u7684\u5f3a\u5316\u5b66\u4e60\u3001\u62d2\u7edd\u91c7\u6837\u548c\u5168\u9886\u57dfSFT\u7b49\u73af\u8282\u3002<\/li>\n<\/ul>\n<p> <img decoding=\"async\" class=\"wp-image-43993 aligncenter\" src=\"https:\/\/ai-bot.cn\/wp-content\/uploads\/2025\/03\/tutorials-deepseek-r1-3.png\"  alt=\"\" width=\"670\" height=\"377\" \/> <\/p>\n<p><strong class=\"\">DeepSeek-R1\u80cc\u540e\u7684Insights &#038; Takeaways<\/strong><\/p>\n<ul>\n<li>\n<div class=\"paragraph\">\u603b\u7ed3DeepSeek-R1\u5f00\u53d1\u8fc7\u7a0b\u4e2d\u7684\u5173\u952e\u89c1\u89e3\u548c\u6280\u672f\u4eae\u70b9\uff0c\u5982\u7eafRL\u5f00\u53d1\u63a8\u7406\u80fd\u529b\u3001\u591a\u9636\u6bb5\u8bad\u7ec3\u7684\u4f18\u52bf\u3001\u63a8\u7406\u4e3a\u4e2d\u5fc3\u7684RL\u8bad\u7ec3\u53caGRPO\u8d4b\u80fdRL-Scale\u7b49\u3002<\/div>\n<\/li>\n<\/ul>\n<p><strong class=\"\">DeepSeek-R1\u793e\u4f1a\u53ca\u7ecf\u6d4e\u6548\u76ca<\/strong><\/p>\n<ul>\n<li>\n<div class=\"paragraph\">\u63a2\u8ba8DeepSeek-R1\u5728\u793e\u4f1a\u548c\u7ecf\u6d4e\u9886\u57df\u7684\u6f5c\u5728\u5f71\u54cd\uff0c\u5305\u62ec\u4f4e\u6210\u672c\u9ad8\u8d28\u91cf\u8bed\u8a00\u6a21\u578b\u7684\u63a2\u7d22\u3001\u5782\u76f4\u9886\u57df\u548c\u6a2a\u5411\u62d3\u5c55\u7684\u5e94\u7528\u524d\u666f\u3001\u8d44\u672c\u5e02\u573a\u7684\u5f71\u54cd\u3001\u8d44\u6e90\u4f18\u5316\u3001\u5e02\u573a\u6fc0\u6d3b\u53ca\u9ad8\u6548\u521b\u65b0\u7b49\u65b9\u9762\u3002<\/div>\n<\/li>\n<\/ul>\n<p> <img loading=\"lazy\" decoding=\"async\" class=\"wp-image-43995 aligncenter\" src=\"https:\/\/ai-bot.cn\/wp-content\/uploads\/2025\/03\/tutorials-deepseek-r1-5-1.png\"  alt=\"\" width=\"670\" height=\"377\" \/> <\/p>\n<p><strong class=\"\">\u6280\u672f\u5bf9\u6bd4\u63a2\u8ba8<\/strong><\/p>\n<ul>\n<li>\n<div class=\"paragraph\"><strong>STaR-based Methods vs. RL-based Methods<\/strong><\/div>\n<p>\u5bf9\u6bd4\u57fa\u4e8eSTaR\uff08Bootstrapping Reasoning With Reasoning\uff09\u7684\u65b9\u6cd5\u4e0e\u57fa\u4e8e\u5f3a\u5316\u5b66\u4e60\u7684\u65b9\u6cd5\u5728\u5f3a\u63a8\u7406\u8def\u5f84\u4e0a\u7684\u4f18\u7f3a\u70b9\u3002<\/li>\n<li>\n<div class=\"paragraph\"><strong>\u84b8\u998fvs.\u5f3a\u5316\u5b66\u4e60\u9a71\u52a8<\/strong><\/div>\n<p>\u5206\u6790\u6a21\u578b\u84b8\u998f\u4e0e\u5f3a\u5316\u5b66\u4e60\u5728\u63d0\u5347\u6a21\u578b\u5f3a\u63a8\u7406\u80fd\u529b\u65b9\u9762\u7684\u4e0d\u540c\u7b56\u7565\u548c\u6548\u679c\uff0c\u63a2\u8ba8\u5404\u81ea\u7684\u4f18\u52bf\u4e0e\u5c40\u9650\u6027\u3002<\/li>\n<\/ul>\n<p> <img loading=\"lazy\" decoding=\"async\" class=\"wp-image-43996 aligncenter\" src=\"https:\/\/ai-bot.cn\/wp-content\/uploads\/2025\/03\/tutorials-deepseek-r1-6-1.png\"  alt=\"\" width=\"672\" height=\"378\" \/> <\/p>\n<ul>\n<li>\n<div class=\"paragraph\"><strong>PRM &#038; MCTS\u7684\u4f5c\u7528<\/strong><\/div>\n<p>\u8ba8\u8bbaPRM\uff08Preference Reward Model\uff09\u548cMCTS\uff08Monte Carlo Tree Search\uff09\u5728\u5f3a\u63a8\u7406\u6a21\u578b\u4e2d\u7684\u5e94\u7528\u53ca\u5176\u9762\u4e34\u7684\u6311\u6218\u3002<\/li>\n<li>\n<div class=\"paragraph\"><strong>\u4ece\u6587\u672c\u6a21\u6001\u5230\u591a\u6a21\u6001<\/strong><\/div>\n<p>\u63a2\u7d22\u5f3a\u63a8\u7406\u6a21\u578b\u4ece\u6587\u672c\u6a21\u6001\u5411\u591a\u6a21\u6001\u6269\u5c55\u7684\u53ef\u80fd\u6027\u548c\u9762\u4e34\u7684\u6311\u6218\uff0c\u5c55\u671b\u6a21\u6001\u7a7f\u900f\u548c\u6a21\u6001\u8054\u52a8\u5bf9\u5f3a\u63a8\u7406\u80fd\u529b\u7684\u63d0\u5347\u6f5c\u529b\u3002<\/li>\n<\/ul>\n<p> <img loading=\"lazy\" decoding=\"async\" class=\"wp-image-43997 aligncenter\" src=\"https:\/\/ai-bot.cn\/wp-content\/uploads\/2025\/03\/tutorials-deepseek-r1-7.png\"  alt=\"\" width=\"670\" height=\"377\" \/> <\/p>\n<ul>\n<li>\n<div class=\"paragraph\"><strong>\u5176\u4ed6\u8ba8\u8bba\uff1aOver-Thinking\u7b49<\/strong><\/div>\n<p>\u5206\u6790\u5f3a\u63a8\u7406\u6a21\u578b\u4e2d\u53ef\u80fd\u51fa\u73b0\u7684Over-Thinking\u73b0\u8c61\u53ca\u5176\u5bf9\u8bad\u7ec3\u548c\u63a8\u7406\u8fc7\u7a0b\u7684\u5f71\u54cd\uff0c\u63a2\u8ba8\u5982\u4f55\u5408\u7406\u5206\u914dTest-Time Compute\u4ee5\u4f18\u5316\u6a21\u578b\u8868\u73b0\u3002<\/li>\n<\/ul>\n<p><strong class=\"\">\u672a\u6765\u65b9\u5411\u5206\u6790\u63a2\u8ba8<\/strong><\/p>\n<ul>\n<li>\n<div class=\"paragraph\"><strong>\u6a21\u6001\u7a7f\u900f\u8d4b\u80fd\u63a8\u7406\u8fb9\u754c\u62d3\u5c55\uff1aAlign-DS-V<\/strong><\/div>\n<p>\u63a2\u8ba8\u6a21\u6001\u7a7f\u900f\u6280\u672f\u5982\u4f55\u8d4b\u80fd\u63a8\u7406\u8fb9\u754c\u62d3\u5c55\uff0c\u5c55\u671bAlign-DS-V\u7b49\u6280\u672f\u5728\u672a\u6765\u5f3a\u63a8\u7406\u6a21\u578b\u4e2d\u7684\u5e94\u7528\u524d\u666f\u3002<\/li>\n<\/ul>\n<p> <img loading=\"lazy\" decoding=\"async\" class=\"wp-image-43998 aligncenter\" src=\"https:\/\/ai-bot.cn\/wp-content\/uploads\/2025\/03\/tutorials-deepseek-r1-8.png\"  alt=\"\" width=\"670\" height=\"377\" \/> <\/p>\n<ul>\n<li>\n<div class=\"paragraph\"><strong>\u5408\u6210\u6570\u636e\u53caTest-Time Scaling<\/strong><\/div>\n<p>\u5206\u6790\u5408\u6210\u6570\u636e\u548cTest-Time Scaling\u5728\u7a81\u7834\u6570\u636e\u518d\u751f\u4ea7\u9677\u9631\u3001\u63d0\u5347\u6a21\u578b\u6027\u80fd\u65b9\u9762\u7684\u6f5c\u529b\u548c\u91cd\u8981\u6027\u3002<\/li>\n<li>\n<div class=\"paragraph\"><strong class=\"\">\u5f3a\u63a8\u7406\u4e0b\u7684\u5b89\u5168\uff1a\u5f62\u5f0f\u5316\u9a8c\u8bc1\u4e0e\u5ba1\u8ba1\u5bf9\u9f50<\/strong><\/div>\n<p>\u8ba8\u8bba\u5728\u5f3a\u63a8\u7406\u6a21\u578b\u4e2d\u5982\u4f55\u901a\u8fc7\u5f62\u5f0f\u5316\u9a8c\u8bc1\u548c\u5ba1\u8ba1\u5bf9\u9f50\u7b49\u6280\u672f\u624b\u6bb5\uff0c\u786e\u4fdd\u6a21\u578b\u7684\u5b89\u5168\u6027\u548c\u53ef\u9760\u6027\u3002<\/li>\n<\/ul>\n<p> <img loading=\"lazy\" decoding=\"async\" class=\"wp-image-43999 aligncenter\" src=\"https:\/\/ai-bot.cn\/wp-content\/uploads\/2025\/03\/tutorials-deepseek-r1-9.png\"  alt=\"\" width=\"670\" height=\"377\" \/> <img fetchpriority=\"high\" decoding=\"async\" class=\"wp-image-35469 aligncenter\" src=\"https:\/\/ai-bot.cn\/wp-content\/uploads\/2024\/12\/AI-bot.png\"  alt=\"\" width=\"250\" height=\"250\" \/> <\/p>\n<p style=\"text-align: center;\">\u83b7\u53d6<strong>\u300aDeepSeek-R1\u53ca\u7c7b\u5f3a\u63a8\u7406\u6a21\u578b\u5f00\u53d1\u89e3\u8bfb\u300b PDF\u539f\u6587\u4ef6<\/strong>\uff0c\u626b\u7801\u5173\u6ce8\u56de\u590d\uff1a <strong><span style=\"color: #ff0000;\">20250225<\/span><\/strong><\/p>","protected":false},"excerpt":{"rendered":"<p>\u672c\u6587\u662f\u5173\u4e8eDeepSeek-R1\u53ca\u7c7b\u5f3a\u63a8\u7406\u6a21\u578b\u5f00\u53d1\u7684\u6df1\u5ea6\u89e3\u8bfb\u3002\u8be6\u7ec6\u5256\u6790\u4e86DeepSeek-R1\u7684\u6280\u672f\u67b6\u6784\uff0c\u5305\u62ec\u5176\u57fa\u4e8e\u89c4\u5219\u7684\u5956\u52b1\u673a\u5236\u3001\u7ec4\u76f8\u5bf9\u7b56\u7565\u4f18\u5316\uff08GRPO\uff09\u7b97\u6cd5\u4ee5\u53ca\u591a\u9636\u6bb5\u8bad\u7ec3\u6d41\u7a0b\uff0c\u63ed\u793a\u4e86\u5176\u5728\u63a8\u7406\u80fd\u529b\u3001\u8bed\u8a00\u4e00\u81f4\u6027\u548c\u5b89\u5168\u6027\u65b9\u9762\u7684\u4f18\u5316\u7b56\u7565\u3002\u63a2\u8ba8\u4e86DeepSeek-R1\u7684\u793e\u4f1a\u548c\u7ecf\u6d4e\u6548\u76ca\uff0c\u5206\u6790\u4e86\u5176\u5728\u591a\u6a21\u6001\u573a\u666f\u4e0b\u7684\u5e94\u7528\u6f5c\u529b\uff0c\u5e76\u5bf9\u672a\u6765\u6280\u672f\u53d1\u5c55\u65b9\u5411\u5982\u6a21\u6001\u7a7f\u900f\u3001\u5f62\u5f0f\u5316\u9a8c\u8bc1\u548c\u5ba1\u8ba1\u5bf9\u9f50\u7b49\u8fdb\u884c\u4e86\u5c55\u671b\u3002\u6df1\u5165\u7406\u89e3DeepSeek-R1\u7684\u6280\u672f\u521b\u65b0\u548c\u5f3a\u63a8\u7406\u6a21\u578b\u7684\u5f00\u53d1\u63d0\u4f9b\u4e86\u5168\u9762\u800c\u7cfb\u7edf\u7684\u89c6\u89d2\u3002 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