{"id":40071,"date":"2025-04-11T23:02:44","date_gmt":"2025-04-11T15:02:44","guid":{"rendered":"https:\/\/17aitech.com\/?p=40071"},"modified":"2025-04-11T23:02:44","modified_gmt":"2025-04-11T15:02:44","slug":"200b%e5%8f%82%e6%95%b0%e5%87%bb%e8%b4%a5%e6%bb%a1%e8%a1%80deepseek-r1%ef%bc%8c%e5%ad%97%e8%8a%82%e8%b1%86%e5%8c%85%e6%8e%a8%e7%90%86%e6%a8%a1%e5%9e%8bseed-thinking-v1-5%e8%a6%81%e6%9d%a5%e4%ba%86","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=40071","title":{"rendered":"200B\u53c2\u6570\u51fb\u8d25\u6ee1\u8840DeepSeek-R1\uff0c\u5b57\u8282\u8c46\u5305\u63a8\u7406\u6a21\u578bSeed-Thinking-v1.5\u8981\u6765\u4e86"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2025-04-11-5\" target=\"_blank\">200B\u53c2\u6570\u51fb\u8d25\u6ee1\u8840DeepSeek-R1\uff0c\u5b57\u8282\u8c46\u5305\u63a8\u7406\u6a21\u578bSeed-Thinking-v1.5\u8981\u6765\u4e86<\/a><\/p>\n<p>\u5b57\u8282\u8df3\u52a8\u8c46\u5305\u56e2\u961f\u4eca\u5929\u53d1\u5e03\u4e86\u81ea\u5bb6\u65b0\u63a8\u7406\u6a21\u578b <strong>Seed-Thinking-v1.5<\/strong> \u7684\u6280\u672f\u62a5\u544a\u3002\u4ece\u62a5\u544a\u4e2d\u53ef\u4ee5\u770b\u5230\uff0c\u8fd9\u662f\u4e00\u4e2a\u62e5\u6709 200B \u603b\u53c2\u6570\u7684 MoE \u6a21\u578b\uff0c\u6bcf\u6b21\u5de5\u4f5c\u65f6\u4f1a\u6fc0\u6d3b\u5176\u4e2d 20B \u53c2\u6570\u3002\u5176\u8868\u73b0\u975e\u5e38\u60ca\u8273\uff0c\u5728\u5404\u4e2a\u9886\u57df\u7684\u57fa\u51c6\u4e0a\u90fd\u8d85\u8fc7\u4e86\u62e5\u6709 671B \u603b\u53c2\u6570\u7684 DeepSeek-R1\u3002\u6709\u4eba\u731c\u6d4b\uff0c\u8fd9\u5c31\u662f\u5b57\u8282\u8c46\u5305\u76ee\u524d\u6b63\u5728\u4f7f\u7528\u7684\u6df1\u5ea6\u601d\u8003\u6a21\u578b\u3002<\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-723b2b626564e42f76cefacb96bc302d.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-723b2b626564e42f76cefacb96bc302d.png\"><\/a><\/section>\n<p>\u5b57\u8282\u8fd1\u671f\u5b98\u5ba3\u7684\u300c2025 \u706b\u5c71\u5f15\u64ce Force Link AI \u521b\u65b0\u5de1\u5c55\u300d\u6d3b\u52a8\u63a8\u6587\u4e2d\u63d0\u5230\uff0c4 \u6708 17 \u65e5\u9996\u53d1\u7ad9\u676d\u5dde\u7ad9\u65f6\uff0c\u8c46\u5305\u5168\u65b0\u6a21\u578b\u5c06\u91cd\u78c5\u4eae\u76f8\uff0c\u8fd9\u4f1a\u662f Seed-Thinking-v1.5 \u7684\u6b63\u5f0f\u53d1\u5e03\u5417\uff1f<\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-6252d1bf496e8772f67d58661fe0b5d9.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-6252d1bf496e8772f67d58661fe0b5d9.png\"><\/a><\/section>\n<ul>\n<li>\n<p>\u62a5\u544a\u6807\u9898\uff1aSeed-Thinking-v1.5: Advancing Superb Reasoning Models with Reinforcement Learning\u00a0<\/p>\n<\/li>\n<li>\n<p>\u9879\u76ee\u5730\u5740\uff1ahttps:\/\/github.com\/ByteDance-Seed\/Seed-Thinking-v1.5<\/p>\n<\/li>\n<li>\n<p>\u62a5\u544a\u5730\u5740\uff1ahttps:\/\/github.com\/ByteDance-Seed\/Seed-Thinking-v1.5\/blob\/main\/seed-thinking-v1.5.pdf<\/p>\n<\/li>\n<\/ul>\n<p>Seed-Thinking-v1.5 \u662f\u4e00\u6b3e\u901a\u8fc7\u6df1\u5ea6\u601d\u8003\u63d0\u5347\u63a8\u7406\u80fd\u529b\u7684\u6a21\u578b\uff0c\u5728\u591a\u4e2a\u6743\u5a01\u57fa\u51c6\u6d4b\u8bd5\u4e2d\u5c55\u73b0\u51fa\u5353\u8d8a\u6027\u80fd\u3002\u5728\u5177\u4f53\u8bc4\u6d4b\u4e2d\uff0c\u8be5\u6a21\u578b\u5728 AIME 2024 \u6d4b\u8bd5\u4e2d\u83b7\u5f97 86.7 \u5206\uff0cCodeforces \u8bc4\u6d4b\u8fbe\u5230 55.0 \u5206\uff0cGPQA \u6d4b\u8bd5\u8fbe\u5230 77.3 \u5206\uff0c\u5145\u5206\u8bc1\u660e\u4e86\u5176\u5728 STEM\uff08\u79d1\u5b66\u3001\u6280\u672f\u3001\u5de5\u7a0b\u548c\u6570\u5b66\uff09\u9886\u57df\u4ee5\u53ca\u7f16\u7a0b\u65b9\u9762\u7684\u51fa\u8272\u63a8\u7406\u80fd\u529b\u3002<\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-eee9588b7f14b377110a6fa821f4643f.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-eee9588b7f14b377110a6fa821f4643f.png\"><\/a><\/section>\n<p>\u9664\u63a8\u7406\u4efb\u52a1\u5916\uff0c\u8be5\u65b9\u6cd5\u5728\u4e0d\u540c\u9886\u57df\u90fd\u8868\u73b0\u51fa\u663e\u8457\u7684\u6cdb\u5316\u80fd\u529b\u3002\u4f8b\u5982\uff0c\u5728\u975e\u63a8\u7406\u4efb\u52a1\u4e2d\uff0c\u5176\u80dc\u7387\u6bd4 DeepSeek R1 \u9ad8\u51fa 8%\uff0c\u8fd9\u8868\u660e\u4e86\u5176\u66f4\u5e7f\u6cdb\u7684\u5e94\u7528\u6f5c\u529b\u3002<\/p>\n<p>\u4ece\u6280\u672f\u67b6\u6784\u770b\uff0cSeed-Thinking-v1.5 \u91c7\u7528\u4e86\u6df7\u5408\u4e13\u5bb6\u6a21\u578b\uff08Mixture-of-Experts\uff0cMoE\uff09\u8bbe\u8ba1\uff0c\u603b\u53c2\u6570\u91cf\u4e3a 200B\uff0c\u5b9e\u9645\u6fc0\u6d3b\u53c2\u6570\u4ec5\u4e3a 20B\uff0c\u76f8\u6bd4\u540c\u7b49\u6027\u80fd\u7684\u5176\u4ed6\u6700\u5148\u8fdb\u63a8\u7406\u6a21\u578b\uff0c\u89c4\u6a21\u76f8\u5bf9\u7d27\u51d1\u9ad8\u6548\u3002<\/p>\n<p>\u4e3a\u5168\u9762\u8bc4\u4f30\u6a21\u578b\u7684\u6cdb\u5316\u63a8\u7406\u80fd\u529b\uff0c\u56e2\u961f\u5f00\u53d1\u4e86 BeyondAIME \u548c Codeforces \u4e24\u4e2a\u5185\u90e8\u57fa\u51c6\u6d4b\u8bd5\uff0c\u8fd9\u4e9b\u6d4b\u8bd5\u5de5\u5177\u5c06\u5411\u516c\u4f17\u5f00\u653e\uff0c\u4ee5\u4fc3\u8fdb\u76f8\u5173\u9886\u57df\u7684\u672a\u6765\u7814\u7a76\u4e0e\u53d1\u5c55\u3002<\/p>\n<p>\u5148\u6765\u770b\u770b\u5176\u5177\u4f53\u8868\u73b0\u3002<\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-5c6fcd30cec44525c818a5b9590b464d.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-5c6fcd30cec44525c818a5b9590b464d.png\"><\/a><\/section>\n<p>\u5728\u6570\u5b66\u63a8\u7406\u65b9\u9762\uff0c\u5728 AIME 2024 \u57fa\u51c6\u4e0a\uff0cSeed-Thinking-v1.5 \u53d6\u5f97\u4e86 86.7 \u7684\u9ad8\u5206\uff0c\u4e0e\u9ad8\u8ba1\u7b97\u91cf\u7684 o3-mini-high \u5dee\u4e0d\u591a\u3002<\/p>\n<p>\u7531\u4e8e AIME 2024 \u5df2\u7ecf\u4e0d\u8db3\u4ee5\u5f70\u663e\u524d\u6cbf\u6a21\u578b\u7684\u5dee\u5f02\uff0c\u8c46\u5305\u56e2\u961f\u8fd8\u4f7f\u7528\u4e86\u53e6\u4e00\u4e2a\u66f4\u5177\u6311\u6218\u6027\u7684\u8bc4\u4f30\u57fa\u51c6 BeyondAIME\uff0c\u5176\u4e2d\u6240\u6709\u95ee\u9898\u90fd\u662f\u4eba\u7c7b\u4e13\u5bb6\u65b0\u6574\u7406\u7f16\u5199\u7684\u3002\u7ed3\u679c\u53ef\u4ee5\u770b\u5230\uff0c\u867d\u7136 Seed-Thinking-v1.5 \u7684\u6210\u7ee9\u8d85\u8fc7\u4e86 R1 \u548c o1\uff0c\u4f46\u76f8\u6bd4\u4e8e o3 \u548c Gemini 2.5 pro \u8fd8\u6709\u6240\u5dee\u8ddd\u3002<\/p>\n<p>\u5728\u7ade\u8d5b\u7f16\u7a0b\u65b9\u9762\uff0c\u5728 Codeforces \u57fa\u51c6\u4e0a\uff0c\u8be5\u56e2\u961f\u6ca1\u6709\u91c7\u7528\u4e4b\u524d\u7684\u4f9d\u8d56 Elo \u5206\u6570\u7684\u8bc4\u4f30\u7b56\u7565\uff0c\u800c\u662f\u91c7\u7528\u4e86\u57fa\u4e8e\u6700\u65b0\u7684 12 \u573a Codeforces \u7ade\u8d5b\u7684\u5177\u4f53\u8bc4\u4f30\u65b9\u6848\u3002<\/p>\n<p>\u5177\u4f53\u6765\u8bf4\uff0c\u4ed6\u4eec\u62a5\u544a\u7684\u662f pass@1 \u548c pass@8 \u6307\u6807\uff0c\u5176\u4e2d pass@k \u8868\u793a\u6a21\u578b\u80fd\u5426\u5728 k \u6b21\u5c1d\u8bd5\u5185\u89e3\u51b3\u95ee\u9898\uff0c\u5373\u4ece k \u6b21\u751f\u6210\u7684\u63d0\u4ea4\u4e2d\u9009\u62e9\u6700\u4f73\u7ed3\u679c\u3002\u4e4b\u6240\u4ee5\u9009\u62e9\u62a5\u544a \u00a0pass@8\uff0c\u662f\u56e0\u4e3a\u80fd\u63d0\u4f9b\u66f4\u7a33\u5b9a\u7684\u7ed3\u679c\uff0c\u5e76\u4e14\u66f4\u63a5\u8fd1\u5b9e\u9645\u7528\u6237\u63d0\u4ea4\u6a21\u5f0f\u3002<\/p>\n<p>\u7ed3\u679c\u6765\u770b\uff0cSeed-Thinking-v1.5 \u5728\u8fd9\u4e24\u4e2a\u6307\u6807\u4e0a\u5747\u8d85\u8fc7 DeepSeek-R1\uff0c\u4e0d\u8fc7\u4e0e o3 \u7684\u5dee\u8ddd\u4ecd\u65e7\u6bd4\u8f83\u660e\u663e\u3002\u8be5\u56e2\u961f\u8868\u793a\u672a\u6765\u5c06\u516c\u5f00\u53d1\u5e03\u8fd9\u4e2a\u8bc4\u4f30\u96c6\u3002<\/p>\n<p>\u5728\u79d1\u5b66\u95ee\u9898\u4e0a\uff0cSeed-Thinking-v1.5 \u5728 GPQA \u57fa\u51c6\u4e0a\u5f97\u5206\u4e3a 77.3\uff0c\u63a5\u8fd1 o3 \u7684\u8868\u73b0\u3002\u8be5\u56e2\u961f\u8868\u793a\uff0c\u8fd9\u4e00\u63d0\u5347\u4e3b\u8981\u5f52\u529f\u4e8e\u6570\u5b66\u8bad\u7ec3\u5e26\u6765\u7684\u6cdb\u5316\u80fd\u529b\u7684\u63d0\u5347\uff0c\u800c\u975e\u589e\u52a0\u4e86\u7279\u5b9a\u9886\u57df\u7684\u79d1\u5b66\u6570\u636e\u3002<\/p>\n<p>\u8c46\u5305\u4e5f\u6d4b\u8bd5\u4e86 Seed-Thinking-v1.5 \u5728\u975e\u63a8\u7406\u4efb\u52a1\u4e0a\u7684\u8868\u73b0\u3002\u8fd9\u91cc\u4ed6\u4eec\u4f7f\u7528\u7684\u6d4b\u8bd5\u96c6\u5c3d\u529b\u590d\u73b0\u4e86\u771f\u5b9e\u7684\u7528\u6237\u9700\u6c42\u3002\u901a\u8fc7\u4eba\u7c7b\u5bf9 Seed-Thinking-v1.5 \u4e0e DeepSeek-R1 \u8f93\u51fa\u7ed3\u679c\u7684\u6bd4\u8f83\u8bc4\u4f30\uff0c\u7ed3\u679c\u53d1\u73b0\uff0cSeed-Thinking-v1.5 \u83b7\u5f97\u7684\u7528\u6237\u79ef\u6781\u53cd\u9988\u603b\u4f53\u9ad8\u51fa 8.0%\uff0c\u51f8\u663e\u4e86\u5176\u5728\u590d\u6742\u7528\u6237\u573a\u666f\u5904\u7406\u80fd\u529b\u65b9\u9762\u7684\u80fd\u529b\u3002<\/p>\n<p>\u4e0b\u9762\u6211\u4eec\u5c31\u6765\u7b80\u5355\u770b\u770b\u8c46\u5305\u662f\u5982\u4f55\u521b\u9020\u51fa Seed-Thinking-v1.5 \u7684\u3002<\/p>\n<p>\u5f00\u53d1\u9ad8\u8d28\u91cf\u63a8\u7406\u6a21\u578b\u6709\u4e09\u5927\u5173\u952e\uff1a\u6570\u636e\u3001\u5f3a\u5316\u5b66\u4e60\u7b97\u6cd5\u548c\u57fa\u7840\u8bbe\u65bd\u3002\u4e3a\u4e86\u6253\u9020\u51fa Seed-Thinking-v1.5\uff0c\u8be5\u56e2\u961f\u5728\u8fd9\u4e09\u4e2a\u65b9\u9762\u90fd\u8fdb\u884c\u4e86\u521b\u65b0\u3002<\/p>\n<p><strong>\u6570\u636e<\/strong><\/p>\n<p>\u63a8\u7406\u6a21\u578b\u4e3b\u8981\u4f9d\u8d56\u601d\u7ef4\u94fe\uff08CoT\uff09\u6570\u636e\uff0c\u8fd9\u79cd\u6570\u636e\u5c55\u793a\u9010\u6b65\u63a8\u7406\u8fc7\u7a0b\u3002\u8be5\u56e2\u961f\u7684\u521d\u6b65\u7814\u7a76\u8868\u660e\uff0c\u8fc7\u591a\u975e\u601d\u7ef4\u94fe\u6570\u636e\u4f1a\u524a\u5f31\u6a21\u578b\u63a2\u7d22\u80fd\u529b\u3002<\/p>\n<p>\u7814\u7a76\u56e2\u961f\u5728\u5f3a\u5316\u5b66\u4e60\u8bad\u7ec3\u4e2d\u6574\u5408\u4e86 STEM \u95ee\u9898\u3001\u4ee3\u7801\u4efb\u52a1\u3001\u903b\u8f91\u63a8\u7406\u548c\u975e\u63a8\u7406\u6570\u636e\u3002\u5176\u4e2d\u903b\u8f91\u63a8\u7406\u6570\u636e\u63d0\u5347\u4e86 ARC-AGI \u6d4b\u8bd5\u8868\u73b0\u3002\u800c\u6570\u5b66\u6570\u636e\u5219\u5c55\u73b0\u9664\u4e86\u4f18\u79c0\u7684\u6cdb\u5316\u80fd\u529b\u3002<\/p>\n<p>\u53e6\u5916\uff0c\u4ed6\u4eec\u8fd8\u6784\u5efa\u4e86\u4e00\u4e2a\u65b0\u7684\u9ad8\u7ea7\u6570\u5b66\u57fa\u51c6 <strong>BeyondAIME<\/strong>\uff0c\u5176\u4e2d\u5305\u542b 100 \u9053\u9898\uff0c\u6bcf\u9053\u9898\u7684\u96be\u5ea6\u7b49\u4e8e\u6216\u9ad8\u4e8e AIME \u4e2d\u6700\u96be\u7684\u9898\u76ee\u3002\u4e0e AIME \u7c7b\u4f3c\uff0c\u6240\u6709\u7b54\u6848\u90fd\u4fdd\u8bc1\u4e3a\u6574\u6570\uff08\u4e0d\u53d7\u7279\u5b9a\u6570\u503c\u8303\u56f4\u7684\u9650\u5236\uff09\uff0c\u8fd9\u80fd\u7b80\u5316\u5e76\u7a33\u5b9a\u8bc4\u4f30\u8fc7\u7a0b\u3002<\/p>\n<p><strong>\u5f3a\u5316\u5b66\u4e60\u7b97\u6cd5<\/strong><\/p>\n<p>\u63a8\u7406\u6a21\u578b\u7684\u5f3a\u5316\u5b66\u4e60\u8bad\u7ec3\u5e38\u51fa\u73b0\u4e0d\u7a33\u5b9a\u6027\uff0c\u5c24\u5176\u5bf9\u672a\u7ecf\u76d1\u7763\u5fae\u8c03\u7684\u6a21\u578b\u3002\u4e3a\u89e3\u51b3\u8fd9\u4e00\u95ee\u9898\uff0c\u7814\u7a76\u56e2\u961f\u63d0\u51fa\u4e86 VAPO \u548c DAPO \u6846\u67b6\uff0c\u5206\u522b\u9488\u5bf9\u57fa\u4e8e\u4ef7\u503c\u548c\u65e0\u4ef7\u503c\u7684\u5f3a\u5316\u5b66\u4e60\u8303\u5f0f\u3002\u4e24\u79cd\u65b9\u6cd5\u5747\u80fd\u63d0\u4f9b\u7a33\u5065\u7684\u8bad\u7ec3\u8f68\u8ff9\uff0c\u6709\u6548\u4f18\u5316\u63a8\u7406\u6a21\u578b\u3002\u53c2\u9605\u673a\u5668\u4e4b\u5fc3\u62a5\u9053\u300a<a data-itemshowtype=\"0\" data-linktype=\"2\" href=\"https:\/\/mp.weixin.qq.com\/s?__biz=MzA3MzI4MjgzMw==&amp;mid=2650960399&amp;idx=1&amp;sn=84a1808e912e49a0c0e421b7168d3aab&amp;scene=21#wechat_redirect\" target=\"_blank\">\u8d85\u8d8a DeepSeek GRPO \u7684\u5173\u952e RL \u7b97\u6cd5\uff0c\u5b57\u8282\u3001\u6e05\u534e AIR \u5f00\u6e90 DAPO<\/a>\u300b\u3002<\/p>\n<p><strong>\u5956\u52b1\u5efa\u6a21<\/strong><\/p>\n<p>\u5956\u52b1\u5efa\u6a21\u662f\u5f3a\u5316\u5b66\u4e60\u7684\u5173\u952e\uff0c\u5b83\u786e\u5b9a\u4e86\u7b56\u7565\u7684\u76ee\u6807\u3002\u826f\u597d\u7684\u5956\u52b1\u673a\u5236\u80fd\u5728\u8bad\u7ec3\u65f6\u63d0\u4f9b\u51c6\u786e\u7684\u4fe1\u53f7\u3002\u56e2\u961f\u9488\u5bf9\u53ef\u9a8c\u8bc1\u548c\u4e0d\u53ef\u9a8c\u8bc1\u7684\u95ee\u9898\u4f7f\u7528\u4e0d\u540c\u7684\u5956\u52b1\u5efa\u6a21\u65b9\u6cd5\u3002<\/p>\n<p>1\u3001\u53ef\u9a8c\u8bc1\u95ee\u9898<\/p>\n<p>\u901a\u8fc7\u9002\u5f53\u7684\u539f\u5219\u548c\u601d\u7ef4\u8f68\u8ff9\uff0c\u56e2\u961f\u5229\u7528 LLMs \u6765\u5224\u65ad\u5404\u79cd\u573a\u666f\u4e0b\u7684\u53ef\u9a8c\u8bc1\u95ee\u9898\u3002\u8fd9\u79cd\u65b9\u6cd5\u63d0\u4f9b\u4e86\u8d85\u8d8a\u57fa\u4e8e\u89c4\u5219\u7684\u5956\u52b1\u7cfb\u7edf\u5c40\u9650\u6027\u7684\u66f4\u666e\u904d\u89e3\u51b3\u65b9\u6848\u3002<\/p>\n<p>\u56e2\u961f\u8bbe\u8ba1\u4e86\u4e24\u4e2a\u9012\u8fdb\u5f0f\u7684\u5956\u52b1\u5efa\u6a21\u65b9\u6848\uff1a<strong>Seed-Verifier<\/strong> \u548c <strong>Seed-Thinking-Verifier<\/strong>\uff1a<\/p>\n<ul>\n<li>\n<p><strong>Seed-Verifier<\/strong> \u00a0\u57fa\u4e8e\u4e00\u5957\u7531\u4eba\u7c7b\u5236\u5b9a\u7684\u539f\u5219\uff0c\u5229\u7528\u5927\u8bed\u8a00\u6a21\u578b\u7684\u80fd\u529b\u8bc4\u4f30\u7531\u95ee\u9898\u3001\u53c2\u8003\u7b54\u6848\u548c\u6a21\u578b\u751f\u6210\u7b54\u6848\u7ec4\u6210\u7684\u4e09\u5143\u7ec4\u3002\u5982\u679c\u53c2\u8003\u7b54\u6848\u4e0e\u6a21\u578b\u751f\u6210\u7684\u7b54\u6848\u672c\u8d28\u4e0a\u7b49\u4ef7\uff0c\u5b83\u8fd4\u56de\u300cYES\u300d\uff1b\u5426\u5219\u8fd4\u56de\u300cNO\u300d\u3002\u8fd9\u91cc\u7684\u7b49\u4ef7\u4e0d\u8981\u6c42\u9010\u5b57\u5339\u914d\uff0c\u800c\u662f\u57fa\u4e8e\u8ba1\u7b97\u89c4\u5219\u548c\u6570\u5b66\u539f\u7406\u8fdb\u884c\u6df1\u5c42\u8bc4\u4f30\uff0c\u786e\u4fdd\u5956\u52b1\u4fe1\u53f7\u51c6\u786e\u53cd\u6620\u6a21\u578b\u56de\u7b54\u7684\u672c\u8d28\u6b63\u786e\u6027\u3002<\/p>\n<\/li>\n<li>\n<p><strong>Seed-Thinking-Verifier <\/strong>\u7684\u7075\u611f\u6765\u81ea\u4eba\u7c7b\u7684\u5224\u65ad\u8fc7\u7a0b\uff0c\u901a\u8fc7\u7ec6\u81f4\u601d\u8003\u548c\u6df1\u5165\u5206\u6790\u5f97\u51fa\u7ed3\u8bba\u3002\u4e3a\u6b64\uff0c\u56e2\u961f\u8bad\u7ec3\u4e86\u4e00\u4e2a\u80fd\u591f\u63d0\u4f9b\u8be6\u7ec6\u63a8\u7406\u8def\u5f84\u7684\u9a8c\u8bc1\u5668\uff0c\u5c06\u5176\u89c6\u4e3a\u53ef\u9a8c\u8bc1\u4efb\u52a1\uff0c\u4e0e\u5176\u4ed6\u6570\u5b66\u63a8\u7406\u4efb\u52a1\u4e00\u8d77\u4f18\u5316\u3002\u8be5\u9a8c\u8bc1\u5668\u80fd\u591f\u5206\u6790\u53c2\u8003\u7b54\u6848\u4e0e\u6a21\u578b\u751f\u6210\u7b54\u6848\u4e4b\u95f4\u7684\u5f02\u540c\uff0c\u63d0\u4f9b\u7cbe\u786e\u7684\u5224\u65ad\u7ed3\u679c\u3002<\/p>\n<\/li>\n<\/ul>\n<p>Seed-Thinking-Verifier \u663e\u8457\u7f13\u89e3\u4e86 Seed-Verifier \u5b58\u5728\u7684\u4e09\u4e2a\u4e3b\u8981\u95ee\u9898\uff1a<\/p>\n<ul>\n<li>\n<p><strong>\u5956\u52b1\u6b3a\u9a97\uff08Reward Hacking\uff09<\/strong>\uff1a\u975e\u601d\u8003\u578b\u6a21\u578b\u53ef\u80fd\u5229\u7528\u6f0f\u6d1e\u83b7\u53d6\u5956\u52b1\uff0c\u800c\u4e0d\u771f\u6b63\u7406\u89e3\u95ee\u9898\u3002Seed-Thinking-Verifier \u7684\u8be6\u7ec6\u63a8\u7406\u8fc7\u7a0b\u4f7f\u8fd9\u79cd\u6b3a\u9a97\u53d8\u5f97\u66f4\u52a0\u56f0\u96be\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u9884\u6d4b\u7684\u4e0d\u786e\u5b9a\u6027<\/strong>\uff1a\u5728\u53c2\u8003\u7b54\u6848\u4e0e\u6a21\u578b\u751f\u6210\u7b54\u6848\u672c\u8d28\u76f8\u540c\u4f46\u683c\u5f0f\u4e0d\u540c\u7684\u60c5\u51b5\u4e0b\uff0cSeed-Verifier \u53ef\u80fd\u6709\u65f6\u8fd4\u56de\u300cYES\u300d\uff0c\u6709\u65f6\u8fd4\u56de\u300cNO\u300d\u3002Seed-Thinking-Verifier \u901a\u8fc7\u6df1\u5165\u5206\u6790\u7b54\u6848\u80cc\u540e\u7684\u63a8\u7406\u8fc7\u7a0b\uff0c\u63d0\u4f9b\u4e00\u81f4\u7684\u7ed3\u679c\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u8fb9\u754c\u60c5\u51b5\u5904\u7406\u5931\u8d25<\/strong>\uff1aSeed-Verifier \u5728\u5904\u7406\u67d0\u4e9b\u8fb9\u754c\u60c5\u51b5\u65f6\u8868\u73b0\u4e0d\u4f73\u3002Seed-Thinking-Verifier \u63d0\u4f9b\u8be6\u7ec6\u63a8\u7406\u7684\u80fd\u529b\u4f7f\u5176\u80fd\u591f\u66f4\u597d\u5730\u5e94\u5bf9\u8fd9\u4e9b\u590d\u6742\u573a\u666f\u3002<\/p>\n<\/li>\n<\/ul>\n<p>\u8868 1 \u5c55\u793a\u4e86\u4e0a\u8ff0\u4e24\u79cd\u9a8c\u8bc1\u5668\u7684\u6027\u80fd\u3002\u7ed3\u679c\u8868\u660e\uff0cSeed-Verifier \u5728\u5904\u7406\u67d0\u4e9b\u7279\u6b8a\u60c5\u51b5\u65f6\u6548\u679c\u6b20\u4f73\uff0c\u800c Seed-Thinking-Verifier \u5c55\u73b0\u51fa\u63d0\u4f9b\u51c6\u786e\u5224\u65ad\u7684\u5353\u8d8a\u80fd\u529b\u3002\u5c3d\u7ba1\u540e\u8005\u7684\u601d\u7ef4\u8fc7\u7a0b\u6d88\u8017\u4e86\u5927\u91cf GPU \u8d44\u6e90\uff0c\u4f46\u5176\u4ea7\u751f\u7684\u7cbe\u786e\u4e14\u7a33\u5065\u7684\u5956\u52b1\u7ed3\u679c\u5bf9\u4e8e\u8d4b\u4e88\u7b56\u7565\u5f3a\u5927\u7684\u63a8\u7406\u80fd\u529b\u81f3\u5173\u91cd\u8981\u3002<\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-1d564997ef5a2fbc0bff5f4609bc42ef.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-1d564997ef5a2fbc0bff5f4609bc42ef.png\"><\/a><\/section>\n<p>2\u3001\u4e0d\u53ef\u9a8c\u8bc1\u95ee\u9898<\/p>\n<p>\u7814\u7a76\u56e2\u961f\u4e3a\u4e0d\u53ef\u9a8c\u8bc1\u95ee\u9898\u8bad\u7ec3\u4e86\u4e00\u4e2a\u5f3a\u5316\u5b66\u4e60\u5956\u52b1\u6a21\u578b\uff0c\u4f7f\u7528\u4e0e Doubao 1.5 Pro \u76f8\u540c\u7684\u4eba\u7c7b\u504f\u597d\u6570\u636e\uff0c\u4e3b\u8981\u8986\u76d6\u521b\u610f\u5199\u4f5c\u548c\u6458\u8981\u751f\u6210\u3002<\/p>\n<p>\u56e2\u961f\u91c7\u7528\u4e86\u6210\u5bf9\u751f\u6210\u5f0f\u5956\u52b1\u6a21\u578b\uff0c\u901a\u8fc7\u76f4\u63a5\u6bd4\u8f83\u4e24\u4e2a\u56de\u7b54\u7684\u4f18\u52a3\u5e76\u5c06\u300c\u662f \/ \u5426\u300d\u6982\u7387\u4f5c\u4e3a\u5956\u52b1\u5206\u6570\u3002\u8fd9\u79cd\u65b9\u6cd5\u8ba9\u6a21\u578b\u4e13\u6ce8\u4e8e\u56de\u7b54\u95f4\u7684\u5b9e\u8d28\u5dee\u5f02\uff0c\u907f\u514d\u5173\u6ce8\u65e0\u5173\u7ec6\u8282\u3002<\/p>\n<p>\u5b9e\u9a8c\u8868\u660e\uff0c\u6b64\u65b9\u6cd5\u63d0\u9ad8\u4e86\u5f3a\u5316\u5b66\u4e60\u7684\u7a33\u5b9a\u6027\uff0c\u5c24\u5176\u5728\u6df7\u5408\u8bad\u7ec3\u573a\u666f\u4e2d\u51cf\u5c11\u4e86\u4e0d\u540c\u5956\u52b1\u6a21\u578b\u95f4\u7684\u51b2\u7a81\uff0c\u4e3b\u8981\u662f\u56e0\u4e3a\u5b83\u80fd\u964d\u4f4e\u5f02\u5e38\u5206\u6570\u7684\u751f\u6210\uff0c\u907f\u514d\u4e0e\u9a8c\u8bc1\u5668\u4ea7\u751f\u663e\u8457\u7684\u5206\u6570\u5206\u5e03\u5dee\u5f02\u3002<\/p>\n<p><strong>\u57fa\u7840\u8bbe\u65bd<\/strong><\/p>\n<p>\u5927\u8bed\u8a00\u6a21\u578b\u5f3a\u5316\u5b66\u4e60\u7cfb\u7edf\u9700\u8981\u5f3a\u5927\u57fa\u7840\u8bbe\u65bd\u652f\u6301\u3002\u56e2\u961f\u5f00\u53d1\u7684\u6d41\u5f0f\u63a8\u6f14\u67b6\u6784\u901a\u8fc7\u4f18\u5148\u7ea7\u6837\u672c\u6c60\u5f02\u6b65\u5904\u7406\u8f68\u8ff9\u751f\u6210\uff0c\u4f7f\u8fed\u4ee3\u901f\u5ea6\u63d0\u5347 3 \u500d\u3002\u7cfb\u7edf\u8fd8\u652f\u6301\u81ea\u52a8\u6545\u969c\u6062\u590d\u7684\u6df7\u5408\u7cbe\u5ea6\u8bad\u7ec3\uff0c\u786e\u4fdd\u5927\u89c4\u6a21\u5f3a\u5316\u5b66\u4e60\u8fd0\u884c\u7684\u7a33\u5b9a\u6027\u3002<\/p>\n<p><strong>\u6846\u67b6<\/strong><\/p>\n<p>Seed-Thinking-v1.5 \u91c7\u7528\u7684\u8bad\u7ec3\u6846\u67b6\u662f\u57fa\u4e8e HybridFlow \u7f16\u7a0b\u62bd\u8c61\u6784\u5efa\u7684\u3002\u6574\u4e2a\u8bad\u7ec3\u5de5\u4f5c\u8d1f\u8f7d\u8fd0\u884c\u5728 Ray \u96c6\u7fa4\u4e4b\u4e0a\u3002\u6570\u636e\u52a0\u8f7d\u5668\u548c\u5f3a\u5316\u5b66\u4e60\u7b97\u6cd5\u5728\u5355\u8fdb\u7a0b Ray Actor\uff08\u5355\u63a7\u5236\u5668\uff09\u4e2d\u5b9e\u73b0\u3002\u6a21\u578b\u8bad\u7ec3\u548c\u54cd\u5e94\u751f\u6210\uff08rollout\uff09\u5728 Ray Worker Group \u4e2d\u5b9e\u73b0\u3002<\/p>\n<p><strong>\u6d41\u5f0f Rollout \u7cfb\u7edf<\/strong><\/p>\n<p>\u5176 SRS \u67b6\u6784\u5f15\u5165\u4e86\u6d41\u5f0f 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