{"id":3665,"date":"2025-04-11T16:47:13","date_gmt":"2025-04-11T08:47:13","guid":{"rendered":"https:\/\/www.ihub1.com\/?p=3665"},"modified":"2025-04-11T16:50:14","modified_gmt":"2025-04-11T08:50:14","slug":"%e5%ad%97%e8%8a%82%e6%96%b0%e6%8e%a8%e7%90%86%e6%a8%a1%e5%9e%8b%e9%80%86%e8%a2%addeepseek%ef%bc%8c200b%e5%8f%82%e6%95%b0%e6%88%98%e8%83%9c671b%ef%bc%8c%e8%b1%86%e5%8c%85%e5%8f%b2%e8%af%97%e7%ba%a7","status":"publish","type":"post","link":"https:\/\/www.ihub1.com\/index.php\/2025\/04\/11\/%e5%ad%97%e8%8a%82%e6%96%b0%e6%8e%a8%e7%90%86%e6%a8%a1%e5%9e%8b%e9%80%86%e8%a2%addeepseek%ef%bc%8c200b%e5%8f%82%e6%95%b0%e6%88%98%e8%83%9c671b%ef%bc%8c%e8%b1%86%e5%8c%85%e5%8f%b2%e8%af%97%e7%ba%a7\/","title":{"rendered":"\u5b57\u8282\u65b0\u63a8\u7406\u6a21\u578b\u9006\u88adDeepSeek\uff0c200B\u53c2\u6570\u6218\u80dc671B\uff0c\u8c46\u5305\u53f2\u8bd7\u7ea7\u52a0\u5f3a\uff1f"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"3665\" class=\"elementor elementor-3665\">\n\t\t\t\t<div class=\"elementor-element elementor-element-297e59a e-flex e-con-boxed e-con e-parent\" data-id=\"297e59a\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-84d1cb8 elementor-widget elementor-widget-text-editor\" data-id=\"84d1cb8\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p class=\"md-block-paragraph md-block-unstyled\"><strong class=\"md-inline-bold\">\u5b57\u7bc0\u6700\u65b0\u6df1\u5ea6\u601d\u8003\u6a21\u578b<\/strong>\uff0c\u5728\u6578\u5b78\u3001\u7a0b\u5f0f\u78bc\u7b49\u591a\u9805\u63a8\u7406\u4efb\u52d9\u4e2d<strong class=\"md-inline-bold\">\u8d85\u904eDeepSeek-R1\u4e86<\/strong>\uff1f\u800c\u4e14\u53c3\u6578\u898f\u6a21\u66f4\u5c0f\u3002<\/p><p class=\"md-block-paragraph md-block-unstyled\">\u540c\u6a23\u662fMoE\u67b6\u69cb\uff0c\u5b57\u7bc0\u65b0\u6a21\u578b<strong class=\"md-inline-bold\">Seed-Thinking-v1.5<\/strong>\u6709200B\u7e3d\u53c3\u6578\u548c20B\u6fc0\u6d3b\u53c3\u6578\u3002<\/p><p class=\"md-block-paragraph md-block-unstyled\">\u6bd4\u8f03DeepSeek-R1\u7684671B\u7e3d\u53c3\u6578\u548c37B\u6fc0\u6d3b\u53c3\u6578\uff0c\u53ef\u4ee5\u7b97\u662f\u8f15\u91cf\u7d1a\u4e86\u3002<\/p><figure class=\"cnyes-picture\"><div class=\"md-block-image-inner-container\"><img decoding=\"async\" role=\"presentation\" src=\"https:\/\/hao.cnyes.com\/download_image.ashx?file=%2FUpload%2F47ad9712fa904419b8430e6872531fb3\" \/><\/div><figcaption class=\"md-block-image-caption\"><\/figcaption><\/figure><p class=\"md-block-paragraph md-block-unstyled\">\u76ee\u524d\uff0c\u5b8c\u6574\u7684\u6280\u8853\u5831\u544a\u5df2\u516c\u958b\u767c\u5e03\uff0c\u5176\u4e2d\u63ed\u793a\u4e86\u8a31\u591a\u79d8\u8a23\u3002<\/p><p class=\"md-block-paragraph md-block-unstyled\">\u5b57\u7bc0Seed\u5718\u968a\u805a\u7126\u5927\u898f\u6a21\u5f37\u5316\u5b78\u7fd2\uff0c\u4e26\u5f9e\u4e09\u500b\u89d2\u5ea6\u63d0\u5347\u4e86\u63a8\u7406\u8868\u73fe\uff1a<strong class=\"md-inline-bold\">\u8cc7\u6599\u3001RL\u7b97\u6cd5\u548cRL\u57fa\u790e\u8a2d\u65bd<\/strong>\u3002<\/p><figure class=\"cnyes-picture\"><div class=\"md-block-image-inner-container\"><img decoding=\"async\" role=\"presentation\" src=\"https:\/\/hao.cnyes.com\/download_image.ashx?file=%2FUpload%2F9d48a1e4a8404f6c9630301f91a56fc8\" \/><\/div><figcaption class=\"md-block-image-caption\"><\/figcaption><\/figure><h3 class=\"md-block-header-three\">\u53ef\u9a57\u8b49\u8207\u4e0d\u53ef\u9a57\u8b49\u554f\u984c<\/h3><p class=\"md-block-paragraph md-block-unstyled\">\u5f9e\u8cc7\u6599\u958b\u59cb\u8aaa\u8d77\uff0c\u5b57\u7bc0\u5718\u968a\u628aRL\u8a13\u7df4\u8cc7\u6599\u5206\u6210\u5169\u500b\u90e8\u5206\uff0c\u6709\u660e\u78ba\u7b54\u6848\u7684<strong class=\"md-inline-bold\">\u53ef\u9a57\u8b49\u554f\u984c<\/strong>\u548c\u6c92\u6709\u660e\u78ba\u7b54\u6848\u7684<strong class=\"md-inline-bold\">\u4e0d\u53ef\u9a57\u8b49\u554f\u984c<\/strong>\uff0c\u63a1\u7528\u4e0d\u540c\u7684\u734e\u52f5\u5efa\u6a21\u65b9\u6cd5\u3002<\/p><p class=\"md-block-paragraph md-block-unstyled\">\u9019\u5176\u4e2d\uff0c<strong class=\"md-inline-bold\">\u6a21\u578b\u7684\u63a8\u7406\u80fd\u529b\u4e3b\u8981\u4f86\u81ea\u53ef\u9a57\u8b49\u554f\u984c\uff0c\u4e26\u4e14\u53ef\u4ee5\u63a8\u5ee3\u5230\u4e0d\u53ef\u9a57\u8b49\u554f\u984c<\/strong>\u3002<\/p><p class=\"md-block-paragraph md-block-unstyled\">\u53ef\u9a57\u8b49\u554f\u984c\u5305\u62ec\u554f\u984c\u8207\u7b54\u6848\u914d\u5c0d\u7684STEM\u554f\u984c\u3001\u9644\u5e36\u55ae\u5143\u6e2c\u9a57\u7684\u7a0b\u5f0f\u78bc\u554f\u984c\uff0c\u4ee5\u53ca\u9069\u5408\u81ea\u52d5\u9a57\u8b49\u7684\u908f\u8f2f\u63a8\u7406\u554f\u984c\uff0824\u9ede\u3001\u8ff7\u5bae\u3001\u6578\u7368\u7b49\uff09\u3002<\/p><p class=\"md-block-paragraph md-block-unstyled\">\u4e0d\u53ef\u9a57\u8b49\u554f\u984c\u4e3b\u8981\u5305\u62ec\u6839\u64da\u4eba\u985e\u504f\u597d\u8a55\u4f30\u7684\u975e\u63a8\u7406\u4efb\u52d9\uff0c\u5982\u5275\u610f\u5beb\u4f5c\u3001\u7ffb\u8b6f\u3001\u77e5\u8b58QA\u3001\u89d2\u8272\u626e\u6f14\u7b49\u3002<\/p><p class=\"md-block-paragraph md-block-unstyled\">\u5c0d\u65bc\u4e0d\u53ef\u9a57\u8b49\u554f\u984c\uff0c\u5b57\u7bc0\u5718\u968a\u4e1f\u68c4\u4e86\u6a23\u672c\u5206\u6578\u8b8a\u7570\u6578\u4f4e\u3001\u96e3\u5ea6\u8f03\u4f4e\u7684\u8cc7\u6599\u3002\u6b64\u985e\u6578\u64da\u53ef\u80fd\u904e\u65bc\u7c21\u55ae\u6216\u5df2\u5728\u6578\u64da\u96c6\u4e2d\u5927\u91cf\u8868\u793a\u3002\u812b\u6a5f\u5be6\u9a57\u8868\u660e\uff0c\u904e\u5ea6\u512a\u5316\u6b64\u985e\u6a23\u672c\u6703\u5c0e\u81f4\u6a21\u578b\u7684\u63a2\u7d22\u7a7a\u9593\u904e\u65e9\u5d29\u6f70\u4e26\u964d\u4f4e\u6548\u80fd\u3002<\/p><p class=\"md-block-paragraph md-block-unstyled\">\u6b64\u5916\uff0c\u5718\u968a\u4e5f\u6253\u9020\u4e86\u5168\u65b0\u6578\u5b78\u63a8\u7406\u8a55\u6e2c\u96c6<strong class=\"md-inline-bold\">BeyondAIME<\/strong>\u3002<\/p><p class=\"md-block-paragraph md-block-unstyled\">\u76ee\u524d\u7684\u63a8\u7406\u6a21\u578b\u901a\u5e38\u4f7f\u7528AIME\u4f5c\u70ba\u8a55\u4f30\u6578\u5b78\u63a8\u7406\u80fd\u529b\u7684\u9996\u9078\u57fa\u6e96\uff0c\u4f46\u8a72\u57fa\u6e96\u6bcf\u5e74\u53ea\u767c\u5e0330\u500b\u554f\u984c\uff0c\u6709\u9650\u7684\u898f\u6a21\u53ef\u80fd\u6703\u5c0e\u81f4\u9ad8\u65b9\u5dee\u7684\u8a55\u4f30\u7d50\u679c\uff0c\u96e3\u4ee5\u6709\u6548\u5340\u5206\u6700\u5148\u9032\u7684\u63a8\u7406\u6a21\u578b\u3002<\/p><p class=\"md-block-paragraph md-block-unstyled\">\u5b57\u7bc0\u8207\u6578\u5b78\u5c08\u5bb6\u5408\u4f5c\uff0c\u6839\u64da\u65e2\u5b9a\u7684\u6bd4\u8cfd\u5f62\u5f0f\u958b\u767c\u539f\u5275\u554f\u984c\u3002\u900f\u904e\u7d50\u69cb\u4fee\u6539\u548c\u60c5\u5883\u91cd\u65b0\u914d\u7f6e\u4f86\u7cfb\u7d71\u6027\u5730\u8abf\u6574\u73fe\u6709\u7684\u6bd4\u8cfd\u554f\u984c\uff0c\u78ba\u4fdd\u4e0d\u6703\u767c\u751f\u76f4\u63a5\u91cd\u8907\u3002\u6b64\u5916\u9084\u78ba\u4fdd\u7b54\u6848\u4e0d\u662f\u5bb9\u6613\u731c\u7684\u6578\u503c\uff08\u4f8b\u5982\u554f\u984c\u9673\u8ff0\u4e2d\u660e\u78ba\u63d0\u5230\u7684\u6578\u5b57\uff09\uff0c\u4ee5\u6e1b\u5c11\u6a21\u578b\u5728\u6c92\u6709\u9069\u7576\u63a8\u7406\u7684\u60c5\u6cc1\u4e0b\u731c\u51fa\u6b63\u78ba\u7b54\u6848\u7684\u6a5f\u6703\u3002<\/p><h3 class=\"md-block-header-three\">RL\u7b97\u6cd5<\/h3><p class=\"md-block-paragraph md-block-unstyled\">\u5f37\u5316\u5b78\u7fd2\u96d6\u7136\u5f37\u5927\uff0c\u4f46\u8a13\u7df4\u8d77\u4f86\u4e5f\u5f88\u4e0d\u7a69\u5b9a\uff0c\u5e38\u5e38\u5d29\u6f70\u3002<\/p><p class=\"md-block-paragraph md-block-unstyled\">\u5b57\u7bc0\u5728\u6280\u8853\u5831\u544a\u4e2d\u63d0\u5230\u300d\u6709\u6642\uff0c\u5169\u6b21\u904b\u884c\u4e4b\u9593\u7684\u5206\u6578\u5dee\u7570\u53ef\u80fd\u9ad8\u905410\u5206\u300d\u3002<\/p><p class=\"md-block-paragraph md-block-unstyled\">\u91dd\u5c0d\u9019\u500b\u554f\u984c\uff0c\u5718\u968a\u63d0\u51fa\u4e86<strong class=\"md-inline-bold\">VAPO<\/strong>\u548c<strong class=\"md-inline-bold\">DAPO<\/strong>\u5169\u500bRL\u6846\u67b6\uff0c\u5206\u5225\u5f9e\u57fa\u65bc\u50f9\u503c\u548c\u7121\u50f9\u503c\u7684RL\u7bc4\u5f0f\u51fa\u767c\u4f86\u7a69\u5b9a\u8a13\u7df4\u3002<\/p><figure class=\"cnyes-picture\"><div class=\"md-block-image-inner-container\"><img decoding=\"async\" role=\"presentation\" src=\"https:\/\/hao.cnyes.com\/download_image.ashx?file=%2FUpload%2F5097f56522404ce6bde838965f2cd963\" \/><\/div><figcaption class=\"md-block-image-caption\"><\/figcaption><\/figure><p class=\"md-block-paragraph md-block-unstyled\">VAPO\u548cDAPO\u5169\u7bc7\u8ad6\u6587\u90fd\u5df2\u55ae\u7368\u767c\u5e03\u3002<\/p><figure class=\"cnyes-picture\"><div class=\"md-block-image-inner-container\"><img decoding=\"async\" role=\"presentation\" src=\"https:\/\/hao.cnyes.com\/download_image.ashx?file=%2FUpload%2F495ab15e6f5f4601ad464e9bb040df49\" \/><\/div><figcaption class=\"md-block-image-caption\"><\/figcaption><\/figure><figure class=\"cnyes-picture\"><div class=\"md-block-image-inner-container\"><img decoding=\"async\" role=\"presentation\" src=\"https:\/\/hao.cnyes.com\/download_image.ashx?file=%2FUpload%2F39bbae20dd8a4ca5aafe730c76e356e2\" \/><\/div><figcaption class=\"md-block-image-caption\"><\/figcaption><\/figure><p class=\"md-block-paragraph md-block-unstyled\">\u6b64\u5916\uff0c\u5728Seed-Thining-v1.5\u4e2d\uff0c\u4e5f\u85c9\u9452\u4e86\u5148\u524d\u5b78\u8853\u754c\u5de5\u4f5c\u4e2d\u7684\u8a31\u591a\u95dc\u9375\u6280\u8853\uff1a<\/p><ul class=\"md-block-unordered-list-item\"><li>\u50f9\u503c\u9810\u8a13\u7df4(Value-Pretraining)\uff0c\u78ba\u4fdd\u50f9\u503c\u7db2\u8207\u7b56\u7565\u7db2\u4e00\u81f4<\/li><li>\u89e3\u8026\u7684GAE(Decoupled-GAE)\uff0c\u8b93\u5169\u500b\u7db2\u8def\u66f4\u7368\u7acb\u9ad8\u6548<\/li><li>\u9577\u5ea6\u81ea\u9069\u61c9GAE(Length-adaptive GAE)\uff0c\u66f4\u597d\u8655\u7406\u4e0d\u540c\u9577\u5ea6\u4e32\u884c<\/li><li>\u89e3\u8026PPO\u640d\u5931(Clip-Higher)\uff0c\u70ba\u4f4e\u6a5f\u7387token\u7684\u6210\u9577\u5275\u9020\uff0c\u4e86\u66f4\u591a\u7a7a\u9593\u9f13\u52f5\u6a21\u578b\u63a2\u7d22\u65b0\u65b9\u6848<\/li><li>Token\u7d1a\u640d\u5931(Token-level Loss)\uff0c\u5e73\u8861\u6bcf\u500btoken\u5c0d\u8a13\u7df4\u904e\u7a0b\u7684\u5f71\u97ff\u3002<\/li><li>\u6b63\u4f8b\u589e\u5f37(Postive Example LM Loss)\uff0c\u63d0\u5347RL\u8a13\u7df4\u904e\u7a0b\u4e2d\u6b63\u6a23\u672c\u7684\u5229\u7528\u6548\u7387\uff0c\u9032\u800c\u63d0\u5347\u6a21\u578b\u6574\u9ad4\u6548\u80fd<\/li><\/ul><figure class=\"cnyes-picture\"><div class=\"md-block-image-inner-container\"><img decoding=\"async\" role=\"presentation\" src=\"https:\/\/hao.cnyes.com\/download_image.ashx?file=%2FUpload%2F1b64997b638444d4abe92f5317c1e0a8\" \/><\/div><figcaption class=\"md-block-image-caption\"><\/figcaption><\/figure><h3 class=\"md-block-header-three\">RL\u57fa\u790e\u8a2d\u65bd<\/h3><p class=\"md-block-paragraph md-block-unstyled\">\u5728Long-CoT\u751f\u6210\u904e\u7a0b\u4e2d\uff0c\u5b57\u7bc0\u5718\u968a\u89c0\u5bdf\u5230\u5404\u7a2e\u63d0\u793a\u5b57\u4e4b\u9593\u7684\u53cd\u61c9\u9577\u5ea6\u5dee\u7570\u8f03\u5927\uff0c\u5728\u751f\u6210\u904e\u7a0b\u4e2d\u51fa\u73fe\u5927\u91cfGPU\u7a7a\u9592\u6642\u9593\u3002<\/p><p class=\"md-block-paragraph md-block-unstyled\">\u70ba\u4e86\u7de9\u89e3\u9577\u5c3e\u97ff\u61c9\u7522\u751f\u7684\u6eef\u5f8c\u554f\u984c\uff0c\u63d0\u51fa\u4e86<strong class=\"md-inline-bold\">SRS<\/strong>\uff08\u6d41\u5f0fRollout\u7cfb\u7d71\uff09\uff0c\u4e00\u7a2e\u8cc7\u6e90\u611f\u77e5\u578b\u8abf\u5ea6\u6846\u67b6\uff0c\u53ef\u7b56\u7565\u6027\u5730\u90e8\u7f72\u7368\u7acb\u7684\u6d41\u5f0f\u8a08\u7b97\u55ae\u5143\uff0c\u5c07\u7cfb\u7d71\u7d04\u675f\u5f9e\u8a18\u61b6\u9ad4\u7d81\u5b9a\u8f49\u63db\u70ba\u8a08\u7b97\u7d81\u5b9a\u3002<\/p><p class=\"md-block-paragraph md-block-unstyled\">\u70ba\u4e86\u6709\u6548\u5730\u5927\u898f\u6a21\u8a13\u7df4\uff0c\u5718\u968a\u9084\u8a2d\u8a08\u4e86\u4e00\u500b\u6df7\u5408\u5206\u6563\u5f0f\u8a13\u7df4\u6846\u67b6\uff0c\u6574\u5408\u9ad8\u968e\u4e26\u884c\u7b56\u7565\u3001\u52d5\u614b\u5de5\u4f5c\u8ca0\u8f09\u5e73\u8861\u548c\u8a18\u61b6\u9ad4\u512a\u5316\uff1a<\/p><ul class=\"md-block-unordered-list-item\"><li>\u5e73\u884c\u6a5f\u5236\uff1a\u5c07TP \uff08\u5f35\u91cf\u4e26\u884c\uff09\/EP \uff08\u5c08\u5bb6\u4e26\u884c\uff09\/CP \uff08\u4e0a\u4e0b\u6587\u4e26\u884c\uff09\u8207\u5168\u5206\u7247\u8cc7\u6599\u4e26\u884c\uff08FSDP\uff09 \u7d44\u5408\u5728\u4e00\u8d77\uff0c\u5177\u9ad4\u4f86\u8aaa\uff0c\u5c07TP\/CP \u61c9\u7528\u65bc\u6ce8\u610f\u529b\u5c64\uff0c\u5c07EP\u61c9\u7528\u65bcMoE \u5c64\u3002<\/li><li>\u4e32\u5217\u9577\u5ea6\u5e73\u8861\uff1aDP\u7b49\u7d1a\u4e4b\u9593\u7684\u6709\u6548\u4e32\u5217\u9577\u5ea6\u53ef\u80fd\u4e0d\u5e73\u8861\uff0c\u5c0e\u81f4\u904b\u7b97\u5de5\u4f5c\u91cf\u4e0d\u5e73\u8861\u548c\u8a13\u7df4\u6548\u7387\u4f4e\u3002\u5229\u7528KARP\u7b97\u6cd5\u5728\u4e00\u500bmini-batch\u5167\u91cd\u65b0\u6392\u5217\u8f38\u5165\u4e32\u884c\uff0c\u4f7f\u5b83\u5011\u5728micro-batch\u4e4b\u9593\u4fdd\u6301\u5e73\u8861\u3002<\/li><li>\u8a18\u61b6\u9ad4\u512a\u5316\uff1a\u63a1\u7528\u9010\u5c64\u91cd\u65b0\u8a08\u7b97\u3001\u555f\u52d5\u5378\u8f09\u548c\u512a\u5316\u5668\u5378\u8f09\u4f86\u652f\u63f4\u66f4\u5927micro-batch\u7684\u8a13\u7df4\uff0c\u4ee5\u8986\u84cbFSDP\u5f15\u8d77\u7684\u901a\u8a0a\u958b\u92b7\u3002<\/li><li>\u81ea\u52d5\u4e26\u884c\uff1a\u70ba\u4e86\u5be6\u73fe\u6700\u4f73\u7cfb\u7d71\u6548\u80fd\uff0c\u958b\u767c\u4e86AutoTuner \u81ea\u52d5\u8abf\u6574\u7cfb\u7d71\uff0c\u6309\u7167\u57fa\u65bc\u8a2d\u5b9a\u6a94\u7684\u89e3\u6c7a\u65b9\u6848\u5c0d\u8a18\u61b6\u9ad4\u4f7f\u7528\u9032\u884c\u5efa\u6a21\u3002\u7136\u5f8c\u4f30\u8a08\u5404\u7a2e\u914d\u7f6e\u7684\u6548\u80fd\u548c\u8a18\u61b6\u9ad4\u4f7f\u7528\u60c5\u6cc1\u4ee5\u7372\u5f97\u6700\u512a\u914d\u7f6e\u3002<\/li><li>\u6aa2\u67e5\u9ede\uff1a\u4f7f\u7528ByteCheckpoint\u652f\u63f4\u5f9e\u4e0d\u540c\u7684\u5206\u6563\u5f0f\u914d\u7f6e\u4e2d\u4ee5\u6700\u5c0f\u7684\u958b\u92b7\u6062\u5fa9\u6aa2\u67e5\u9ede\uff0c\u5f48\u6027\u8a13\u7df4\u4ee5\u63d0\u9ad8\u53e2\u96c6\u6548\u7387\u3002<\/li><\/ul><figure class=\"cnyes-picture\"><div class=\"md-block-image-inner-container\"><img decoding=\"async\" role=\"presentation\" src=\"https:\/\/hao.cnyes.com\/download_image.ashx?file=%2FUpload%2Ff4c386e4da7941d99027f392d12b3fd0\" \/><\/div><figcaption class=\"md-block-image-caption\"><\/figcaption><\/figure><p class=\"md-block-paragraph md-block-unstyled\">\u6700\u7d42\uff0c\u5728\u591a\u9805\u81ea\u52d5\u8a55\u4f30\u4e2d\uff0cSeed-Thinking-v1.5\u5728AIME 2024\u57fa\u6e96\u6e2c\u8a66\u4e2d\u53d6\u5f9786.7\uff0c\u8207OpenAI\u7684o3-mini-high\u6a21\u578b\u7684\u8868\u73fe\u76f8\u7576\u3002\u4f46\u5728\u6700\u8fd1\u7684AIME 2025\u548cBeyondAIME\u4e2d\uff0cSeed-Thinking-v1.5\u4ecd\u843d\u5f8c\u65bco3\u7b49\u7d1a\u7684\u8868\u73fe\u3002<\/p><p class=\"md-block-paragraph md-block-unstyled\">\u5c0d\u65bcGPQA\u4efb\u52d9\uff0cSeed-Thinking-v1.5\u9054\u523077.3%\u7684\u6e96\u78ba\u7387\uff0c\u63a5\u8fd1o3-mini-high\u7684\u8868\u73fe\u3002<\/p><p class=\"md-block-paragraph md-block-unstyled\">\u5728Codeforces\u7b49\u7a0b\u5f0f\u78bc\u7522\u751f\u5834\u666f\u4e2d\uff0cSeed-Thinking-v1.5\u7684\u6548\u80fd\u8207Gemini 2.5 Pro \u7684\u6548\u80fd\u76f8\u7576\uff0c\u4f46\u4ecd\u843d\u5f8c\u65bco3-mini-high\u3002<\/p><p class=\"md-block-paragraph md-block-unstyled\">Seed-Thinking-v1.5\u5728SimpleQA\u4e0a\u7684\u8868\u73fe\u4e0d\u592a\u7406\u60f3\u3002\u4f46\u5718\u968a\u8a8d\u70ba\uff0c\u6b64\u57fa\u6e96\u6e2c\u8a66\u9810\u8a13\u7df4\u6a21\u578b\u898f\u6a21\u7684\u76f8\u95dc\u6027\u66f4\u5f37\uff0c\u800c\u4e0d\u662f\u8003\u9a57\u63a8\u7406\u80fd\u529b\u3002<\/p><figure class=\"cnyes-picture\"><div class=\"md-block-image-inner-container\"><img decoding=\"async\" role=\"presentation\" src=\"https:\/\/hao.cnyes.com\/download_image.ashx?file=%2FUpload%2F61ba535efe934a47bf7c574a9faebe00\" \/><\/div><figcaption class=\"md-block-image-caption\"><\/figcaption><\/figure><p class=\"md-block-paragraph md-block-unstyled\">\u8a31\u591a\u4eba\u770b\u5b8c\u9019\u7bc7\u6280\u8853\u5831\u544a\uff0c\u90fd\u5f88\u611f\u8208\u8da3\uff0c\u4e0d\u904e\u627e\u4e86\u4e00\u5708\u4e5f\u6c92\u627e\u5230\u6a21\u578b\u5728\u90a3\u88e1\u767c\u5e03\u3002<\/p><figure class=\"cnyes-picture\"><div class=\"md-block-image-inner-container\"><img decoding=\"async\" role=\"presentation\" src=\"https:\/\/hao.cnyes.com\/download_image.ashx?file=%2FUpload%2F751b9233224e42bfbb7c6e764f5cfd49\" \/><\/div><figcaption class=\"md-block-image-caption\"><\/figcaption><\/figure><p class=\"md-block-paragraph md-block-unstyled\">\u5f9e\u6280\u8853\u5831\u544a\u7684\u53e3\u5f91\u4f86\u770b\uff0c\u8a72\u578b\u865f\u8207\u76ee\u524d\u8c46\u5305\u4e2d\u7684Doubao-1.5 Pro\u4e26\u4e0d\u662f\u4e00\u56de\u4e8b\u3002<\/p><p class=\"md-block-paragraph md-block-unstyled\">\u4f46\u5f9e\u4f5c\u8005\u540d\u55ae\u770b\uff0c\u9019\u662f\u7531\u5b57\u7bc0Seed\u5718\u968a\u8ca0\u8cac\u4eba\u5433\u6c38\u8f1d\u5e36\u968a\uff0c\u4e3b\u8981\u6210\u54e1\u90fd\u53c3\u8207\u7684\u5927\u5c08\u6848\u3002<\/p><p class=\"md-block-paragraph md-block-unstyled\">\u90a3\u9ebc\u662f\u5426\u5c07\u4f86\u6703\u90e8\u7f72\u5230\u8c46\u5305APP\uff0c\u53ef\u4ee5\u671f\u5f85\u4e00\u6ce2\u4e86\u3002<\/p><figure class=\"cnyes-picture\"><div class=\"md-block-image-inner-container\"><img decoding=\"async\" role=\"presentation\" src=\"https:\/\/hao.cnyes.com\/download_image.ashx?file=%2FUpload%2Ffb954557102545489effbc77511b36b4\" \/><\/div><figcaption class=\"md-block-image-caption\"><\/figcaption><\/figure><p class=\"md-block-paragraph md-block-unstyled\">\u8ad6\u6587\u5730\u5740\uff1ahttps:\/\/github.com\/ByteDance-Seed\/Seed-Thinking-v1.5\/<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>\u68a6\u6668 \u53d1\u81ea \u51f9\u975e\u5bfa<\/p>\n","protected":false},"author":1,"featured_media":3667,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-3665","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-uncategorized"],"aioseo_notices":[],"_links":{"self":[{"href":"https:\/\/www.ihub1.com\/index.php\/wp-json\/wp\/v2\/posts\/3665","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.ihub1.com\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.ihub1.com\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.ihub1.com\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.ihub1.com\/index.php\/wp-json\/wp\/v2\/comments?post=3665"}],"version-history":[{"count":10,"href":"https:\/\/www.ihub1.com\/index.php\/wp-json\/wp\/v2\/posts\/3665\/revisions"}],"predecessor-version":[{"id":3677,"href":"https:\/\/www.ihub1.com\/index.php\/wp-json\/wp\/v2\/posts\/3665\/revisions\/3677"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.ihub1.com\/index.php\/wp-json\/wp\/v2\/media\/3667"}],"wp:attachment":[{"href":"https:\/\/www.ihub1.com\/index.php\/wp-json\/wp\/v2\/media?parent=3665"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.ihub1.com\/index.php\/wp-json\/wp\/v2\/categories?post=3665"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.ihub1.com\/index.php\/wp-json\/wp\/v2\/tags?post=3665"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}