{"id":4421,"date":"2025-02-01T19:53:18","date_gmt":"2025-02-01T11:53:18","guid":{"rendered":"https:\/\/infernews.com\/?p=4421"},"modified":"2025-03-17T01:17:14","modified_gmt":"2025-03-16T17:17:14","slug":"deepseek-r1-%e8%ab%96%e6%96%87","status":"publish","type":"post","link":"https:\/\/infernews.com\/blog\/deepseek-r1-%e8%ab%96%e6%96%87\/","title":{"rendered":"DeepSeek R1 \u8ad6\u6587"},"content":{"rendered":"\n<p>\u9019\u7bc7\u8ad6\u6587\u4ecb\u7d39\u4e86 DeepSeek \u5718\u968a\u958b\u767c\u7684\u5169\u500b\u5927\u578b\u8a9e\u8a00\u6a21\u578b\uff1a<a href=\"https:\/\/arxiv.org\/pdf\/2501.12948\" target=\"_blank\" rel=\"noreferrer noopener\">DeepSeek-R1<\/a>-Zero \u548c DeepSeek-R1\uff0c\u5b83\u5011\u7684\u6838\u5fc3\u76ee\u6a19\u662f\u63d0\u5347 LLM \u7684\u63a8\u7406\u80fd\u529b\u3002DeepSeek-R1-Zero \u5229\u7528\u5927\u898f\u6a21\u5f37\u5316\u5b78\u7fd2 (RL) \u5f9e\u982d\u8a13\u7df4\uff0c\u5c55\u73fe\u51fa\u4ee4\u4eba\u9a5a\u8c54\u7684\u63a8\u7406\u80fd\u529b\uff0c\u5118\u7ba1\u5b58\u5728\u53ef\u8b80\u6027\u548c\u8a9e\u8a00\u6df7\u96dc\u7b49\u554f\u984c\u3002DeepSeek-R1 \u5247\u5728 DeepSeek-R1-Zero\u7684\u57fa\u790e\u4e0a\uff0c\u52a0\u5165\u591a\u968e\u6bb5\u8a13\u7df4\u548c\u51b7\u555f\u52d5\u6578\u64da\uff0c\u9032\u4e00\u6b65\u63d0\u5347\u6548\u80fd\uff0c\u5176\u63a8\u7406\u80fd\u529b\u5df2\u80fd\u8207 OpenAI \u7684 o1-1217 \u6a21\u578b\u76f8\u5ab2\u7f8e\u3002\u8ad6\u6587\u4e5f\u5c55\u793a\u4e86\u5c07DeepSeek-R1 \u7684\u63a8\u7406\u80fd\u529b\u84b8\u993e\u5230\u8f03\u5c0f\u6a21\u578b\u7684\u6210\u679c\uff0c\u4e26\u516c\u958b\u91cb\u51fa\u591a\u500b\u4e0d\u540c\u898f\u6a21\u7684\u6a21\u578b\uff0c\u4f9b\u7814\u7a76\u793e\u7fa4\u4f7f\u7528\u3002 \u8ad6\u6587\u8a73\u7d30\u95e1\u8ff0\u4e86\u8a13\u7df4\u65b9\u6cd5\u3001\u8a55\u4f30\u7d50\u679c\u4ee5\u53ca\u4e00\u4e9b\u5931\u6557\u7684\u5617\u8a66\uff0c\u70baLLM\u63a8\u7406\u80fd\u529b\u7684\u63d0\u5347\u63d0\u4f9b\u4e86\u5bf6\u8cb4\u7684\u7d93\u9a57\u548c\u898b\u89e3\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><a href=\"https:\/\/arxiv.org\/pdf\/2501.12948\" target=\"_blank\"><img data-dominant-color=\"e9e9e9\" data-has-transparency=\"false\" style=\"--dominant-color: #e9e9e9;\" loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"490\" src=\"\/blog\/wp-content\/uploads\/2025\/02\/image-1024x490.png\" alt=\"\" class=\"wp-image-4422 not-transparent\" srcset=\"https:\/\/infernews.com\/blog\/wp-content\/uploads\/2025\/02\/image-1024x490.png 1024w, https:\/\/infernews.com\/blog\/wp-content\/uploads\/2025\/02\/image-300x144.png 300w, https:\/\/infernews.com\/blog\/wp-content\/uploads\/2025\/02\/image-768x368.png 768w, https:\/\/infernews.com\/blog\/wp-content\/uploads\/2025\/02\/image-640x306.png 640w, https:\/\/infernews.com\/blog\/wp-content\/uploads\/2025\/02\/image.png 1400w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/a><\/figure>\n\n\n\n<p><strong>\u7e3d\u7d50\u6a21\u578b\u80fd\u529b\u5c0d\u6bd4<\/strong><br>DeepSeek-R1 \u5728\u51fd\u6578\u8abf\u7528\u3001\u591a\u56de\u5408\u4efb\u52d9\u3001\u8907\u96dc\u89d2\u8272\u626e\u6f14\u4ee5\u53ca JSON \u8f38\u51fa\u7b49\u65b9\u9762\u7684\u80fd\u529b\u512a\u65bc DeepSeek-V3\u3002<\/p>\n\n\n\n<p><strong>\u672a\u4f86\u7814\u7a76\u65b9\u5411<\/strong><br>\u89e3\u6c7a\u8a9e\u8a00\u6df7\u5408\u554f\u984c\uff0c\u76ee\u6a19\u662f\u5728\u672a\u4f86\u89e3\u6c7a\u9019\u4e00\u9650\u5236\u3002<br>\u63d0\u5347\u63d0\u793a\u5de5\u7a0b\u7684\u7a69\u5065\u6027\uff0c\u5efa\u8b70\u7528\u6236\u76f4\u63a5\u63cf\u8ff0\u554f\u984c\u4e26\u4f7f\u7528\u96f6\u6a23\u672c\u8a2d\u7f6e\u6307\u5b9a\u8f38\u51fa\u683c\u5f0f\u4ee5\u7372\u5f97\u6700\u4f73\u6548\u679c\u3002<br>\u63a2\u7d22\u5229\u7528 CoT\uff08Chain-of-Thought\uff09\u4f86\u589e\u5f37\u9019\u4e9b\u9818\u57df\u7684\u4efb\u52d9\u80fd\u529b\u3002<\/p>\n\n\n\n<p><strong>\u63a8\u7406\u904e\u7a0b\u7684\u6311\u6230<\/strong><br>\u5118\u7ba1 MCTS \u8207\u9810\u8a13\u7df4\u50f9\u503c\u6a21\u578b\u7d50\u5408\u4f7f\u7528\u53ef\u4ee5\u63d0\u9ad8\u63a8\u7406\u6548\u7387\uff0c\u4f46\u901a\u904e\u81ea\u6211\u641c\u7d22\u8fed\u4ee3\u63d0\u5347\u6a21\u578b\u6548\u80fd\u4ecd\u7136\u662f\u91cd\u5927\u6311\u6230\u3002<\/p>\n\n\n\n<p><strong>\u51b7\u5553\u52d5\u5f37\u5316\u5b78\u7fd2<\/strong><br>\u5728\u51b7\u5553\u52d5\u968e\u6bb5\uff0c\u5229\u7528\u6aa2\u67e5\u9ede\u6536\u96c6\u6578\u64da\u4e26\u7d50\u5408\u76e3\u7763\u5fae\u8abf\uff08SFT\uff09\u4f86\u81ea\u5176\u4ed6\u9818\u57df\u7684\u6578\u64da\uff0c\u589e\u5f37\u6a21\u578b\u5728\u5beb\u4f5c\u3001\u89d2\u8272\u626e\u6f14\u548c\u5176\u4ed6\u901a\u7528\u4efb\u52d9\u4e2d\u7684\u80fd\u529b\u3002<br>\u91dd\u5c0d CoT \u5728\u8a9e\u8a00\u6df7\u5408\u65b9\u9762\u7684\u554f\u984c\uff0c\u5f15\u5165\u4e86\u8a9e\u8a00\u4e00\u81f4\u6027\u734e\u52f5\uff0c\u4ee5\u63d0\u9ad8\u6a21\u578b\u7684\u6027\u80fd\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u9019\u7bc7\u8ad6\u6587\u4ecb\u7d39\u4e86 DeepSeek \u5718\u968a\u958b\u767c\u7684\u5169\u500b\u5927\u578b\u8a9e\u8a00\u6a21\u578b\uff1aDeepSeek-R1-Zero \u548c DeepSeek-R1\uff0c\u5b83\u5011\u7684\u6838\u5fc3\u76ee\u6a19\u662f\u63d0\u5347 LLM \u7684\u63a8\u7406\u80fd\u529b\u3002DeepSeek-R1-Zero \u5229\u7528\u5927\u898f\u6a21\u5f37\u5316\u5b78\u7fd2 (RL) \u5f9e\u982d\u8a13\u7df4\uff0c\u5c55\u73fe\u51fa\u4ee4\u4eba\u9a5a\u8c54\u7684\u63a8\u7406\u80fd\u529b\uff0c\u5118\u7ba1\u5b58\u5728\u53ef\u8b80\u6027\u548c\u8a9e\u8a00\u6df7\u96dc\u7b49\u554f\u984c\u3002DeepSeek-R1 \u5247\u5728 DeepSeek-R1-Zero\u7684\u57fa\u790e\u4e0a\uff0c\u52a0\u5165\u591a\u968e\u6bb5\u8a13\u7df4\u548c\u51b7\u555f\u52d5\u6578\u64da\uff0c\u9032\u4e00\u6b65\u63d0\u5347\u6548\u80fd\uff0c\u5176\u63a8\u7406\u80fd\u529b\u5df2\u80fd\u8207 OpenAI \u7684 o1-1217 \u6a21\u578b\u76f8\u5ab2\u7f8e\u3002\u8ad6\u6587\u4e5f\u5c55\u793a\u4e86\u5c07DeepSeek-R1 \u7684\u63a8\u7406\u80fd\u529b\u84b8\u993e\u5230\u8f03\u5c0f\u6a21\u578b\u7684\u6210\u679c\uff0c\u4e26\u516c\u958b\u91cb\u51fa\u591a\u500b\u4e0d\u540c\u898f\u6a21\u7684\u6a21\u578b\uff0c\u4f9b\u7814\u7a76\u793e\u7fa4\u4f7f\u7528\u3002 \u8ad6\u6587\u8a73\u7d30\u95e1\u8ff0\u4e86\u8a13\u7df4\u65b9\u6cd5\u3001\u8a55\u4f30\u7d50\u679c\u4ee5\u53ca\u4e00\u4e9b\u5931\u6557\u7684\u5617\u8a66\uff0c\u70baLLM\u63a8\u7406\u80fd\u529b\u7684\u63d0\u5347\u63d0\u4f9b\u4e86\u5bf6\u8cb4\u7684\u7d93\u9a57\u548c\u898b\u89e3\u3002 \u7e3d\u7d50\u6a21\u578b\u80fd\u529b\u5c0d\u6bd4DeepSeek-R1 \u5728\u51fd\u6578\u8abf\u7528\u3001\u591a\u56de\u5408\u4efb\u52d9\u3001\u8907\u96dc\u89d2\u8272\u626e\u6f14\u4ee5\u53ca JSON \u8f38\u51fa\u7b49\u65b9\u9762\u7684\u80fd\u529b\u512a\u65bc DeepSeek-V3\u3002 \u672a\u4f86\u7814\u7a76\u65b9\u5411\u89e3\u6c7a\u8a9e\u8a00\u6df7\u5408\u554f\u984c\uff0c\u76ee\u6a19\u662f\u5728\u672a\u4f86\u89e3\u6c7a\u9019\u4e00\u9650\u5236\u3002\u63d0\u5347\u63d0\u793a\u5de5\u7a0b\u7684\u7a69\u5065\u6027\uff0c\u5efa\u8b70\u7528\u6236\u76f4\u63a5\u63cf\u8ff0\u554f\u984c\u4e26\u4f7f\u7528\u96f6\u6a23\u672c\u8a2d\u7f6e\u6307\u5b9a\u8f38\u51fa\u683c\u5f0f\u4ee5\u7372\u5f97\u6700\u4f73\u6548\u679c\u3002\u63a2\u7d22\u5229\u7528 CoT\uff08Chain-of-Thought\uff09\u4f86\u589e\u5f37\u9019\u4e9b\u9818\u57df\u7684\u4efb\u52d9\u80fd\u529b\u3002 \u63a8\u7406\u904e\u7a0b\u7684\u6311\u6230\u5118\u7ba1 MCTS \u8207\u9810\u8a13\u7df4\u50f9\u503c\u6a21\u578b\u7d50\u5408\u4f7f\u7528\u53ef\u4ee5\u63d0\u9ad8\u63a8\u7406\u6548\u7387\uff0c\u4f46\u901a\u904e\u81ea\u6211\u641c\u7d22\u8fed\u4ee3\u63d0\u5347\u6a21\u578b\u6548\u80fd\u4ecd\u7136\u662f\u91cd\u5927\u6311\u6230\u3002 \u51b7\u5553\u52d5\u5f37\u5316\u5b78\u7fd2\u5728\u51b7\u5553\u52d5\u968e\u6bb5\uff0c\u5229\u7528\u6aa2\u67e5\u9ede\u6536\u96c6\u6578\u64da\u4e26\u7d50\u5408\u76e3\u7763\u5fae\u8abf\uff08SFT\uff09\u4f86\u81ea\u5176\u4ed6\u9818\u57df\u7684\u6578\u64da\uff0c\u589e\u5f37\u6a21\u578b\u5728\u5beb\u4f5c\u3001\u89d2\u8272\u626e\u6f14\u548c\u5176\u4ed6\u901a\u7528\u4efb\u52d9\u4e2d\u7684\u80fd\u529b\u3002\u91dd\u5c0d CoT \u5728\u8a9e\u8a00\u6df7\u5408\u65b9\u9762\u7684\u554f\u984c\uff0c\u5f15\u5165\u4e86\u8a9e\u8a00\u4e00\u81f4\u6027\u734e\u52f5\uff0c\u4ee5\u63d0\u9ad8\u6a21\u578b\u7684\u6027\u80fd\u3002<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"googlesitekit_rrm_CAowvqSiDA:productID":"","footnotes":""},"categories":[23],"tags":[],"class_list":["post-4421","post","type-post","status-publish","format-standard","hentry","category-news"],"_links":{"self":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/4421","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/comments?post=4421"}],"version-history":[{"count":0,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/4421\/revisions"}],"wp:attachment":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media?parent=4421"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/categories?post=4421"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/tags?post=4421"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}