{"id":751600,"date":"2026-03-21T14:39:01","date_gmt":"2026-03-21T06:39:01","guid":{"rendered":"https:\/\/www.alphaseek.cn\/?p=751600"},"modified":"2026-03-21T14:39:01","modified_gmt":"2026-03-21T06:39:01","slug":"%e4%b8%ba%e4%bb%80%e4%b9%88%e5%a4%a7%e5%8e%82%e5%bf%85%e9%a1%bb%e6%8a%a2%e9%83%ad%e8%be%be%e9%9b%85%ef%bc%9f","status":"publish","type":"post","link":"https:\/\/www.alphaseek.cn\/?p=751600","title":{"rendered":"\u4e3a\u4ec0\u4e48\u5927\u5382\u5fc5\u987b\u62a2\u90ed\u8fbe\u96c5\uff1f"},"content":{"rendered":"<p><img data-lazyload=\"https:\/\/x0.ifengimg.com\/ucms\/2026_12\/51C3FE7DC6DBC170CBC9C5115779BA60D9C82B61_size718_w1080_h669.png\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"\u4e3a\u4ec0\u4e48\u5927\u5382\u5fc5\u987b\u62a2\u90ed\u8fbe\u96c5\uff1f\"  \/><\/p>\n<p>\u6709\u8fd9\u6837\u4e00\u5219\u6d88\u606f\u5728AI\u5708\u6084\u7136\u6d41\u4f20\uff1aDeepSeek\u7814\u7a76\u5458\u90ed\u8fbe\u96c5\u5df2\u7ecf\u79bb\u804c\u3002<\/p>\n<p>\u5927\u5bb6\u7b2c\u4e00\u65f6\u95f4\u7684\u53cd\u5e94\u666e\u904d\u662f\u201c\u8c01\uff1f\u8c01\u662f\u90ed\u8fbe\u96c5\uff1f\u201d<\/p>\n<p>\u8fd9\u4e0d\u96be\u7406\u89e3\uff0c\u56e0\u4e3a\u90ed\u8fbe\u96c5\u7684\u77e5\u540d\u5ea6\u8fdc\u4e0d\u5982\u521b\u59cb\u4eba\u6881\u6587\u950b\u4ee5\u53ca\u201c\u5929\u624dAI\u5c11\u5973\u201d\u7f57\u798f\u8389\u3002<\/p>\n<p>\u4f46\u662f\u5728\u5b66\u672f\u7814\u7a76\u4ee5\u53ca\u5bf9DeepSeek\u5927\u6a21\u578b\u7684\u8d21\u732e\u4e0a\uff0c\u90ed\u8fbe\u96c5\u8981\u6bd4\u540e\u4e24\u8005\u9ad8\u8bb8\u591a\u3002<\/p>\n<p>\u622a\u6b62\u81f3\u53d1\u7a3f\uff0c\u90ed\u8fbe\u96c5\u53d1\u8868\u7684\u8bba\u6587\u5df2\u7ecf\u88ab\u5f15\u7528\u8d85\u8fc737000\u6b21\uff0c\u8fdc\u8fdc\u8d85\u8fc7\u4e86\u540c\u9f84\u7684\u7814\u7a76\u8005\u3002<\/p>\n<p>\u90ed\u8fbe\u96c5\u7684h\u6307\u6570\u4e3a37\uff0ci-10\u6307\u6570\u4e3a46\uff0c\u8bf4\u660e\u4ed6\u4e0d\u4ec5\u5b66\u672f\u4ea7\u51fa\u975e\u5e38\u7a33\u5b9a\uff0c\u800c\u4e14\u4ed6\u8fd8\u53d1\u8868\u4e86\u591a\u7bc7\u62e5\u6709\u6781\u9ad8\u5f71\u54cd\u529b\u7684\u8bba\u6587\u3002<\/p>\n<p>\u751a\u81f3\u53ef\u4ee5\u8fd9\u4e48\u8bf4\uff0c\u53ea\u8981\u4f60\u4e86\u89e3\u8fc7\u90ed\u8fbe\u96c5\u7684\u7814\u7a76\u65b9\u5411\u4ee5\u53ca\u4ed6\u6240\u4e3b\u5bfc\u7684\u7814\u7a76\u540e\uff0c\u4f60\u5c31\u4f1a\u8ba4\u8bc6\u5230\uff0c\u5f53\u5e74\u4e4b\u6240\u4ee5\u80fd\u51fa\u73b0DeepSeek\u65f6\u523b\uff0c\u90ed\u8fbe\u96c5\u7edd\u5bf9\u529f\u4e0d\u53ef\u6ca1\u3002<\/p>\n<p>\u90a3\u4ed6\u53bb\u54ea\u4e86\uff1f\u76ee\u524d\u6709\u4e24\u79cd\u8bf4\u6cd5\uff0c\u4e00\u79cd\u8bf4\u662f<a href=\"https:\/\/www.alphaseek.cn\/?tag=%e7%99%be%e5%ba%a6\" title=\"View all posts in \u767e\u5ea6\" target=\"_blank\" class=\"tag_link\">\u767e\u5ea6<\/a>\uff0c\u4e00\u79cd\u8bf4\u662f\u5b57\u8282\u3002<\/p>\n<p>\u5b9e\u9645\u4e0a\u8fd9\u4e24\u5e74\u52a0\u5165\u5b57\u8282\u7684\u8fd9\u51e0\u4e2a\u5927\u725b\uff0c\u5468\u7545\u3001\u90c1\u535a\u6587\u3001\u848b\u8def\uff0c\u4ed6\u4eec\u90fd\u662f\u89c6\u9891\u65b9\u5411\u7684\u3002<\/p>\n<p>\u90ed\u8fbe\u96c5\u4e0d\u4e00\u6837\uff0c\u4ed6\u662f\u4ee3\u7801\u667a\u80fd\u548c\u6570\u5b66\u65b9\u5411\u7684\uff0c\u4ed6\u521a\u597d\u53ef\u4ee5\u8865\u5f3a\u5b57\u8282\u5728Vibe Coding\u4ee5\u53caAGI\u8fd9\u4e24\u5927\u677f\u5757\u3002<\/p>\n<p>\u5982\u679c\u662f\u53bb\u767e\u5ea6\uff0c\u90a3\u4e5f\u8bf4\u5f97\u901a\u3002\u6587\u5fc3\u5feb\u7801\u57283\u6708\u4efd\u521a\u521a\u5b8c\u6210\u4e864.0\u7248\u672c\u8fed\u4ee3\uff0c\u63a8\u51fa\u4e86\u591aagent\u534f\u540c\u5168\u94fe\u8def\u5f00\u53d1\u7684\u529f\u80fd\u3002<\/p>\n<p>\u4f46\u662f\u4f60\u77e5\u9053\u6587\u5fc3\u5feb\u78013.0\u662f\u4ec0\u4e48\u65f6\u5019\u53d1\u5e03\u7684\u5417\uff1f\u662f2024\u5e7411\u6708\u3002\u4e24\u4e2a\u5927\u7248\u672c\u4e2d\u95f4\u76f8\u9694\u4e86\u4e00\u5e74\u591a\uff0c\u8fd9\u5728\u4ee5\u5468\u4e3a\u5355\u4f4d\u7684AI\u5708\u662f\u4e0d\u592a\u5e38\u89c1\u7684\u3002<\/p>\n<p>\u8fd9\u4e48\u770b\u4e0b\u6765\uff0c\u767e\u5ea6\u5176\u5b9e\u6bd4\u5b57\u8282\u66f4\u9700\u8981\u90ed\u8fbe\u96c5\u3002<\/p>\n<p>\u7136\u800c\u5bf9\u4e8e\u8fdf\u8fdf\u4e0d\u53d1\u5e03V4\u7684DeepSeek\uff0c\u90ed\u8fbe\u96c5\u7684\u79bb\u804c\uff0c\u65e0\u7591\u662f\u96ea\u4e0a\u52a0\u971c\u3002<\/p>\n<p><strong>01<\/strong><\/p>\n<p><strong>\u90ed\u8fbe\u96c5\u5176\u4eba<\/strong><\/p>\n<p>\u90ed\u8fbe\u96c51995\u5e74\u51fa\u751f\u4e8e\u5e7f\u4e1c\u73e0\u6d77\uff0c2014\u5e74\u8003\u5165\u4e2d\u5c71\u5927\u5b66\u6570\u636e\u79d1\u5b66\u4e0e\u8ba1\u7b97\u673a\u5b66\u9662\u3002\u5927\u56db\u65f6\u5165\u9009\u4e2d\u5c71\u5927\u5b66\u4e0e<a href=\"https:\/\/www.alphaseek.cn\/?tag=%e5%be%ae%e8%bd%af\" title=\"View all posts in \u5fae\u8f6f\" target=\"_blank\" class=\"tag_link\">\u5fae\u8f6f<\/a>\u4e9a\u6d32\u7814\u7a76\u9662\u8054\u5408\u57f9\u517b\u535a\u58eb\u751f\u9879\u76ee\uff0c\u5728\u5370\u9274\u6559\u6388\u548c\u5468\u660e\u535a\u58eb\u6307\u5bfc\u4e0b\u653b\u8bfb\u535a\u58eb\u5b66\u4f4d\uff0c\u7814\u7a76\u65b9\u5411\u662f\u81ea\u7136\u8bed\u8a00\u5904\u7406\u3002<\/p>\n<p>2020\u5e74\u83b7\u5f97\u5fae\u8f6f\u5b66\u8005\u5956\u5b66\u91d1\uff0c\u8fd9\u4e2a\u5956\u9879\u6bcf\u5e74\u53ea\u6388\u4e88\u4e9a\u592a\u5730\u533a12\u540d\u535a\u58eb\u751f\u30022023\u5e74\u535a\u58eb\u6bd5\u4e1a\u540e\uff0c\u4ed6\u52a0\u5165DeepSeek\u62c5\u4efb\u7814\u7a76\u5458\uff0c\u4e13\u6ce8\u4ee3\u7801\u667a\u80fd\u548c\u5927\u8bed\u8a00\u6a21\u578b\u63a8\u7406\u3002<\/p>\n<p>\u90ed\u8fbe\u96c5\u5728\u535a\u58eb\u671f\u95f4\u7684\u4e00\u4e2a\u7ec6\u8282\u503c\u5f97\u6ce8\u610f\u3002\u4ed6\u5728\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u5b9e\u4e60\u65f6\uff0c\u5206\u522b\u5728EMNLP\u548cNeurIPS\u8fd9\u4e24\u4e2a\u9876\u4f1a\u53d1\u8868\u4e86\u8bba\u6587\u3002<\/p>\n<p>\u5982\u679c\u6309\u7167\u4e2d\u5c71\u5927\u5b66\u7684\u6bd5\u4e1a\u8981\u6c42\uff0c\u90ed\u8fbe\u96c5\u5728\u535a\u58eb\u5165\u5b66\u7684\u7b2c\u4e09\u5929\uff0c\u5c31\u5df2\u7ecf\u5b8c\u6210\u4e86\u535a\u58eb\u5b66\u4f4d\u6700\u96be\u7684\u8bba\u6587\u53d1\u8868\u8981\u6c42\u3002<\/p>\n<p>\u4ed6\u672c\u4eba\u5728\u63a5\u53d7\u91c7\u8bbf\u65f6\u4e5f\u63d0\u5230\u4e86\u8fd9\u4ef6\u4e8b\u3002\u90a3\u6211\u4eec\u4e0d\u59a8\u6311\u4e00\u7bc7\u5176\u4e2d\u5f71\u54cd\u529b\u6700\u9ad8\u7684\u6765\u4e00\u8d77\u8fc7\u4e00\u904d\u3002<\/p>\n<p>2020\u5e74\uff0c\u90ed\u8fbe\u96c5\u4f5c\u4e3a\u5171\u540c\u7b2c\u4e00\u4f5c\u8005\uff0c\u5728EMNLP 2020\u4e0a\u53d1\u8868\u4e86CodeBERT\u3002\u53e6\u4e00\u4f4d\u5171\u540c\u7b2c\u4e00\u4f5c\u8005\u662f\u54c8\u5c14\u6ee8\u5de5\u4e1a\u5927\u5b66\u7684\u51af\u7ae0\u5370\u3002<\/p>\n<p>CodeBERT\u662f\u9996\u4e2a\u5c06\u53cc\u6a21\u6001\u9884\u8bad\u7ec3\u7684\u6548\u679c\u505a\u5230\u8de8\u8bed\u8a00\u901a\u7528\u7684SOTA\uff0c\u5b83\u80fd\u540c\u65f6\u5904\u7406\u81ea\u7136\u8bed\u8a00\u548c\u7f16\u7a0b\u8bed\u8a00\u3002\u5728\u6b64\u4e4b\u524d\uff0cBERT\u7b49\u9884\u8bad\u7ec3\u6a21\u578b\uff0c\u867d\u7136\u5728\u81ea\u7136\u8bed\u8a00\u5904\u7406\u9886\u57df\u53d6\u5f97\u4e86\u6210\u529f\uff0c\u4f46\u9488\u5bf9\u7f16\u7a0b\u8bed\u8a00\u7684\u9884\u8bad\u7ec3\u6a21\u578b\u7814\u7a76\u76f8\u5bf9\u532e\u4e4f\u3002<\/p>\n<p>CodeBERT\u7684\u6838\u5fc3<a href=\"https:\/\/www.alphaseek.cn\/?tag=%e5%88%9b%e6%96%b0\" title=\"View all posts in \u521b\u65b0\" target=\"_blank\" class=\"tag_link\">\u521b\u65b0<\/a>\u5728\u4e8e\u5f15\u5165\u4e86\u66ff\u6362\u6807\u8bb0\u68c0\u6d4b\u4efb\u52a1\u3002\u4f20\u7edf\u7684\u63a9\u7801\u8bed\u8a00\u5efa\u6a21\u53ea\u80fd\u5229\u7528\u914d\u5bf9\u7684\u81ea\u7136\u8bed\u8a00-\u4ee3\u7801\u6570\u636e\uff0c\u800c\u66ff\u6362\u6807\u8bb0\u68c0\u6d4b\u501f\u9274\u4e86ELECTRA\u7684\u601d\u60f3\uff0c\u901a\u8fc7\u68c0\u6d4b\u751f\u6210\u5668\u4ea7\u751f\u7684\u4f3c\u662f\u800c\u975e\u7684\u66ff\u4ee3\u6807\u8bb0\u6765\u8bad\u7ec3\u6a21\u578b\u3002<\/p>\n<p>\u8fd9\u4f7f\u5f97CodeBERT\u80fd\u591f\u5229\u7528\u5927\u91cf\u5355\u6a21\u6001\u4ee3\u7801\u6570\u636e\uff0c\u5927\u5927\u6269\u5c55\u4e86\u8bad\u7ec3\u6570\u636e\u89c4\u6a21\u3002\u6a21\u578b\u5728\u4ee3\u7801\u641c\u7d22\u548c\u4ee3\u7801\u6587\u6863\u751f\u6210\u4efb\u52a1\u4e0a\u53d6\u5f97\u4e86\u5f53\u65f6\u7684\u6700\u4f18\u6027\u80fd\u3002<\/p>\n<p><img data-lazyload=\"https:\/\/x0.ifengimg.com\/ucms\/2026_12\/3796F359DBDE19CC8B1EE4B8E5F0A2F6D153AE2C_size748_w987_h542.png\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"\u4e3a\u4ec0\u4e48\u5927\u5382\u5fc5\u987b\u62a2\u90ed\u8fbe\u96c5\uff1f\"  \/><\/p>\n<p>\u6216\u8005\u6211\u6362\u4e00\u79cd\u65b9\u5f0f\u6765\u63cf\u8ff0\uff0cCodeBERT\u5b83\u80fd\u8ba9AI\u65e2\u80fd\u8bfb\u61c2\u4eba\u7c7b\u8bed\u8a00\u7684\u9700\u6c42\u63cf\u8ff0\uff0c\u53c8\u80fd\u7406\u89e3\u4ee3\u7801\u7684\u903b\u8f91\u7ed3\u6784\u3002\u6bd4\u5982\u4f60\u7528\u4e2d\u6587\u8bf4\u201c\u7ed9\u6211\u627e\u4e00\u4e2a\u6392\u5e8f\u7b97\u6cd5\u201d\uff0c\u5b83\u5c31\u80fd\u5e2e\u4f60\u627e\u5230\u76f8\u5173\u7684\u4ee3\u7801\uff1b\u6216\u8005\u4f60\u7ed9\u5b83\u4e00\u6bb5\u4ee3\u7801\uff0c\u5b83\u80fd\u7528\u4eba\u8bdd\u89e3\u91ca\u8fd9\u6bb5\u4ee3\u7801\u5728\u5e72\u4ec0\u4e48\u3002<\/p>\n<p>\u867d\u7136\u73b0\u5728\u770b\u6765\u8fd9\u6ca1\u4ec0\u4e48\uff0c\u53ef\u8fd9\u7bc7\u8bba\u6587\u662f2020\u5e74\u53d1\u8868\u7684\uff0c\u5728\u5f53\u65f6\uff0c\u4ee3\u7801\u5c31\u662f\u4ee3\u7801\uff0c\u81ea\u7136\u8bed\u8a00\u5c31\u662f\u81ea\u7136\u8bed\u8a00\uff0c\u8fd9\u4e24\u8005\u4e4b\u95f4\u9694\u7740\u4e00\u6761\u901a\u5929\u6cb3\u3002<\/p>\n<p><strong>\u56e0\u6b64\uff0cCodeBERT\u7684\u51fa\u73b0\uff0c\u5176\u5b9e\u53ef\u4ee5\u88ab\u770b\u505a\u662f\u73b0\u5982\u4ecaVibe Coding\u7684\u5f00\u7aef\u3002<\/strong><\/p>\n<p>\u52a0\u5165DeepSeek\u4ee5\u540e\uff0c\u5982\u679c\u4f60\u8981\u95ee\u90ed\u8fbe\u96c5\u53c2\u4e0e\u8fc7\u7684\u6700\u6709\u5f71\u54cd\u529b\u7684\u5b66\u672f\u6210\u679c\uff0c\u90a3\u80af\u5b9a\u662f\u975eDeepSeek-R1\u83ab\u5c5e\u4e86\u3002<\/p>\n<p>\u4f46\u5982\u679c\u4f60\u8981\u95ee\u6392\u540d\u7b2c\u4e8c\u7684\u662f\u54ea\u7bc7\uff0c\u90a3\u6211\u544a\u8bc9\u4f60\uff0c\u7b54\u6848\u4e0d\u662fDeepSeek-V3\uff0c\u800c\u662fDeepSeekMath\u3002<\/p>\n<p>DeepSeek-V3\u7684\u6280\u672f\u62a5\u544a\u5f15\u7528\u6570\u91cf\u4e3a3890\uff0c\u800cDeepSeekMath\u7684\u5f15\u7528\u6570\u91cf\u4e3a5182\u3002<\/p>\n<p>2024\u5e742\u6708\uff0c\u90ed\u8fbe\u96c5\u4f5c\u4e3a\u6838\u5fc3\u8d21\u732e\u8005\u53c2\u4e0e\u4e86DeepSeekMath\u7684\u7814\u53d1\u3002\u8fd9\u662f\u7ee7\u90ed\u8fbe\u96c5\u4ee5\u7b2c\u4e00\u4f5c\u8005\u8eab\u4efd\u53d1\u8868DeepSeek-Coder\u540e\u7684\u53c8\u4e00\u529b\u4f5c\uff0c\u8fd9\u4e2a\u9879\u76ee\u7684\u76ee\u6807\u662f\u63d0\u5347\u5927\u8bed\u8a00\u6a21\u578b\u5728\u6570\u5b66\u63a8\u7406\u65b9\u9762\u7684\u80fd\u529b\u3002<\/p>\n<p><strong>DeepSeekMath\u7684\u5173\u952e\u521b\u65b0\u662f\u5f15\u5165\u4e86GRPO\uff0c\u5373\u7fa4\u4f53\u76f8\u5bf9<a href=\"https:\/\/www.alphaseek.cn\/?tag=%e7%ad%96%e7%95%a5\" title=\"View all posts in \u7b56\u7565\" target=\"_blank\" class=\"tag_link\">\u7b56\u7565<\/a>\u4f18\u5316\u3002<\/strong>\u8fd9\u662f\u8fd1\u7aef\u7b56\u7565\u4f18\u5316PPO\u7684\u4e00\u79cd\u53d8\u4f53\u3002<\/p>\n<p>\u4f20\u7edf\u7684PPO\u9700\u8981\u8bad\u7ec3\u4e00\u4e2a\u72ec\u7acb\u7684\u4ef7\u503c\u51fd\u6570\u6a21\u578b\uff0c\u8fd9\u589e\u52a0\u4e86\u5185\u5b58\u4f7f\u7528\u548c\u8ba1\u7b97\u5f00\u9500\u3002<\/p>\n<p>\u6240\u4ee5GRPO\u5e72\u8106\u76f4\u63a5\u653e\u5f03\u4e86\u5bf9\u72ec\u7acb\u4ef7\u503c\u51fd\u6570\u6a21\u578b\u7684\u4f9d\u8d56\uff0c\u8f6c\u800c\u901a\u8fc7\u7fa4\u4f53\u5185\u7684\u76f8\u5bf9\u6bd4\u8f83\u6765\u4f30\u8ba1\u4f18\u52bf\uff0c\u56e0\u6b64\u964d\u4f4e\u4e86\u8bad\u7ec3<a href=\"https:\/\/www.alphaseek.cn\/?tag=%e8%b5%84%e6%ba%90\" title=\"View all posts in \u8d44\u6e90\" target=\"_blank\" class=\"tag_link\">\u8d44\u6e90<\/a>\u9700\u6c42\u3002<\/p>\n<p>GRPO\u7684\u5de5\u4f5c\u6d41\u7a0b\u662f\u8fd9\u6837\u7684\uff1a\u5bf9\u4e8e\u540c\u4e00\u4e2a\u6570\u5b66\u95ee\u9898\uff0c\u6a21\u578b\u751f\u6210\u591a\u4e2a\u5019\u9009\u7b54\u6848\uff0c\u7136\u540e\u6839\u636e\u8fd9\u4e9b\u7b54\u6848\u7684\u6b63\u786e\u6027\u8fdb\u884c\u6392\u5e8f\uff0c\u5c06\u6b63\u786e\u7b54\u6848\u7684\u6982\u7387\u63d0\u9ad8\uff0c\u9519\u8bef\u7b54\u6848\u7684\u6982\u7387\u964d\u4f4e\u3002<\/p>\n<p>\u8fd9\u6837\u4e00\u6765\uff0c\u5927\u6a21\u578b\u5728\u4e0b\u6b21\u9047\u5230\u7c7b\u4f3c\u95ee\u9898\u5c31\u77e5\u9053\u8be5\u600e\u4e48\u505a\u4e86\u3002<\/p>\n<p>\u8fd9\u79cd\u65b9\u6cd5\u4e0d\u9700\u8981\u989d\u5916\u7684\u4ef7\u503c\u7f51\u7edc\uff0c\u53ea\u9700\u8981\u4e00\u4e2a\u80fd\u591f\u9a8c\u8bc1\u7b54\u6848\u6b63\u786e\u6027\u7684\u5956\u52b1\u51fd\u6570\u3002\u5728\u6570\u5b66\u63a8\u7406\u4efb\u52a1\u4e2d\uff0c\u5956\u52b1\u51fd\u6570\u53ef\u4ee5\u76f4\u63a5\u68c0\u67e5\u6700\u7ec8\u7b54\u6848\u662f\u5426\u6b63\u786e\u3002<\/p>\n<p><strong>\u76f8\u5f53\u4e8e\u8ba9\u6a21\u578b\u5728\u5224\u65ad\u95ee\u9898\u7684\u65f6\u5019\uff0c\u53c8\u5feb\u53c8\u51c6\u786e\uff0c\u5173\u952e\u662f\u8fd8\u8282\u7701\u4e86\u5185\u5b58\u5360\u7528\u3002<\/strong><\/p>\n<p>\u7ecf\u8fc7GRPO\u5f3a\u5316\u5b66\u4e60\u4f18\u5316\u540e\u7684DeepSeekMath-RL 7B\uff0c\u5728\u65e0\u5916\u90e8\u5de5\u5177\u3001\u65e0\u6295\u7968\u96c6\u6210\u7684\u6761\u4ef6\u4e0b\uff0c\u5728MATH\u57fa\u51c6\u4e0a\u53d6\u5f97\u4e8651.7%\u7684\u6210\u7ee9\uff0c\u8fd9\u548c\u540c\u671f\u7684Gemini-Ultra\u548cGPT-4\u63a5\u8fd1\uff0c\u5728\u5f53\u65f6\u7684\u5f00\u6e90\u5927\u6a21\u578b\u9886\u57df\uff0c\u5df2\u7ecf\u975e\u5e38\u96be\u5f97\u4e86\u3002<\/p>\n<p>\u56e0\u6b64\uff0cGRPO\u5728\u540e\u6765\u4e5f\u88ab\u5e94\u7528\u5230\u4e86DeepSeek-R1\u7684\u8bad\u7ec3\u5f53\u4e2d\u3002<\/p>\n<p><strong>02<\/strong><\/p>\n<p><strong>\u90ed\u8fbe\u96c5\u53bb\u54ea\uff1f<\/strong><\/p>\n<p>\u5176\u5b9e\u5982\u679c\u54b1\u4eec\u4ece\u6280\u672f\u8d21\u732e\u7684\u89d2\u5ea6\u770b\uff0c\u867d\u7136\u6881\u6587\u950b\u3001\u7f57\u798f\u8389\u7684\u77e5\u540d\u5ea6\u66f4\u9ad8\uff0c\u4f46\u662f\u90ed\u8fbe\u96c5\u5bf9DeepSeek\u7684\u8d21\u732e\u8981\u6bd4\u4ed6\u4eec\u4fe9\u90fd\u9ad8\u3002\u8fd9\u70b9\u548c\u516c\u4f17\u8ba4\u77e5\u662f\u76f8\u53cd\u7684\u3002<\/p>\n<p>\u6881\u6587\u950b\u7684\u4f5c\u7528\u662f\u63d0\u4f9b\u7814\u7a76\u65b9\u5411\u548c\u8d44\u6e90\u652f\u6301\u3002\u4ed6\u5728\u591a\u7bc7\u8bba\u6587\u4e2d\u7684\u7f72\u540d\u4f4d\u7f6e\u901a\u5e38\u9760\u540e\uff0c\u8868\u660e\u4ed6\u4e0d\u662f\u4e3b\u8981\u7684\u6280\u672f\u8d21\u732e\u8005\u3002<\/p>\n<p>\u7f57\u798f\u8389\u867d\u7136\u4e5f\u53c2\u4e0e\u4e86DeepSeek-V2\u7684\u7814\u53d1\u3002\u4e0d\u8fc7\u4ece\u8bba\u6587\u4f5c\u8005\u540d\u5355\u770b\uff0c\u5979\u7684\u540d\u5b57\u5e76\u6ca1\u6709\u6807\u6ce8\u4e3a\u6838\u5fc3\u8d21\u732e\u8005\u3002<\/p>\n<p>\u8a00\u5f52\u6b63\u4f20\uff0c\u5728agent\u7684\u672c\u8d28\uff0c\u5c31\u662f\u4ee3\u7801\u7406\u89e3\uff08Code Understanding\uff09\u3001\u4ee3\u7801\u751f\u6210\uff08Code Generation\uff09\u548c\u7a0b\u5e8f\u7efc\u5408\uff08Program Synthesis\uff09\u8fd9\u4e09\u4ef6\u4e8b\u3002<\/p>\n<p>\u800c\u5de7\u5408\u7684\u662f\uff0c\u4eceCodeBERT\u5f00\u59cb\uff0c\u90ed\u8fbe\u96c5\u7684\u7814\u7a76\u65b9\u5411\u5c31\u662f\u5982\u6b64\u3002<\/p>\n<p><strong>\u56e0\u6b64\u6211\u8ba4\u4e3a\uff0c\u90ed\u8fbe\u96c5\u7684\u79bb\u804c\uff0c\u5bf9\u4e8eDeepSeek\u6765\u8bf4\uff0c\u5f71\u54cd\u662f\u975e\u5e38\u5927\u7684\u3002<\/strong><\/p>\n<p>\u9664\u4e86\u524d\u6587\u63d0\u5230\u7684CodeBERT\uff0c\u90ed\u8fbe\u96c5\u8fd8\u4e3b\u5bfc\u4e86GraphCodeBERT\u548cDeepSeek-Coder\u3002<\/p>\n<p><img data-lazyload=\"https:\/\/x0.ifengimg.com\/ucms\/2026_12\/F56A581DDC94B93802BB8368FD8A6D95DD91E398_size592_w878_h542.png\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"\u4e3a\u4ec0\u4e48\u5927\u5382\u5fc5\u987b\u62a2\u90ed\u8fbe\u96c5\uff1f\"  \/><\/p>\n<p>\u524d\u8005\u662f\u8ba9AI\u80fd\u7406\u89e3\u4ee3\u7801\u4e2d\u53d8\u91cf\u4e4b\u95f4\u7684\u4f9d\u8d56\u5173\u7cfb\uff0c\u6bd4\u5982\u8bf4\u6539\u4e86a\u4f1a\u5f71\u54cdb\uff0c\u6539\u4e86b\u53c8\u4f1a\u5f71\u54cdc\u3002\u8fd9\u5bf9\u4ee3\u7801\u91cd\u6784\u548c\u4fee\u590dBug\u7279\u522b\u6709\u5e2e\u52a9\u3002<\/p>\n<p>\u540e\u8005\u5219\u662f\u901a\u8fc7\u652f\u6301\u591a\u79cd\u7f16\u7a0b\u8bed\u8a00\u548c\u66f4\u957f\u7684\u4e0a\u4e0b\u6587\uff0c\u8ba9\u6a21\u578b\u80fd\u4e00\u6b21\u6027\u7406\u89e3\u6574\u4e2a\u9879\u76ee\u7684\u4ee3\u7801\u67b6\u6784\u3002DeepSeek-Coder-V2\u7684\u4ee3\u7801\u6027\u80fd\u4e0e\u540c\u671f\u7684GPT-4 Turbo\u76f8\u5f53\u3002<\/p>\n<p>2024\u5e74\u7684\u65f6\u5019\uff0c\u5b57\u8282\u4ece\u963f\u91cc\u6316\u8d70\u4e86\u5468\u7545\u3002\u5468\u7545\u5728\u963f\u91cc\u901a\u4e49\u5343\u95ee\u8d1f\u8d23\u591a\u6a21\u6001\u76f8\u5173\u7814\u7a76\uff0c\u52a0\u5165\u5b57\u8282\u540e\u62c5\u4efbSeed\u89c6\u89c9\u591a\u6a21\u6001\u8d1f\u8d23\u4eba\uff0c\u4e3b\u5bfcSeedream\u548cSeedance\u7684\u7814\u53d1\u3002<\/p>\n<p>2026\u5e74\u6625\u8282\uff0c\u5468\u7545\u4ea4\u51fa\u4e86\u5728\u5b57\u8282\u7684\u7b2c\u4e00\u4efd\u7b54\u5377Seedance 2.0\uff0c\u51ed\u501f\u201c\u5bfc\u6f14\u7ea7\u201d\u7684\u89c6\u9891\u751f\u6210\u80fd\u529b\u5728\u5168\u7403\u8303\u56f4\u5185\u5f15\u53d1\u8f70\u52a8\u3002<\/p>\n<p>\u73b0\u5728\uff0c\u5b57\u8282\u7528\u540c\u6837\u7684\u65b9\u5f0f\u6316\u8d70\u4e86\u90ed\u8fbe\u96c5\u3002\u5468\u7545\u8865\u5f3a\u7684\u662f\u89c6\u89c9\u591a\u6a21\u6001\uff0c\u90ed\u8fbe\u96c5\u8981\u8865\u5f3a\u7684\uff0c\u662f\u4ee3\u7801\u667a\u80fd\u548c\u63a8\u7406\u80fd\u529b\u3002<\/p>\n<p>\u5b57\u8282Seed\u56e2\u961f\u57282025\u5e74\u521d\u7ecf\u5386\u4e86\u4e00\u6b21<a href=\"https:\/\/www.alphaseek.cn\/?tag=%e9%87%8d%e7%bb%84\" title=\"View all posts in \u91cd\u7ec4\" target=\"_blank\" class=\"tag_link\">\u91cd\u7ec4<\/a>\u3002<\/p>\n<p>\u5434\u6c38\u8f89\u63a5\u7ba1\u540e\uff0c\u6253\u7834\u4e86\u6a21\u578b\u90e8\u95e8\u95f4\u7684\u6570\u636e\u58c1\u5792\uff0c\u7ec4\u5efa\u4e86\u4e09\u5c42\u67b6\u6784\uff1aEdge\u56e2\u961f\u8d1f\u8d23\u957f\u5468\u671f\u7684AGI\u8bfe\u9898\uff0cFocus\u56e2\u961f\u8d1f\u8d23\u6838\u5fc3\u6280\u672f\u653b\u575a\uff0cBase\u56e2\u961f\u786e\u4fdd\u5f53\u524d\u4e00\u4ee3\u6a21\u578b\u7684\u7a33\u5b9a\u4ea4\u4ed8\u3002<\/p>\n<p>\u4ece\u6280\u672f\u5339\u914d\u5ea6\u770b\uff0c<strong>\u90ed\u8fbe\u96c5\u6700\u53ef\u80fd\u8d1f\u8d23\u7684\uff0c\u662f\u4ee3\u7801\u5927\u6a21\u578b\u7684\u5168\u94fe\u8def\u6280\u672f\u653b\u575a\u3002<\/strong><\/p>\n<p>\u6bd4\u5982\u8bf4\u4e3b\u5bfc\u5b57\u8282Code-LLM\u7684\u4e0b\u4e00\u4e2a\u8fed\u4ee3\u4e4b\u7c7b\u7684\u3002<\/p>\n<p>\u56e0\u4e3a\u90ed\u8fbe\u96c5\u64c5\u957f\u9884\u8bad\u7ec3\u67b6\u6784\u4f18\u5316\u3001\u8d85\u957f\u4e0a\u4e0b\u6587\u9002\u914d\u3001\u591a\u8bed\u8a00\u652f\u6301\u7b49\u6838\u5fc3\u6280\u672f\u7684\u7814\u53d1\uff0c\u6240\u4ee5\u4ed6\u5f88\u53ef\u80fd\u4f1a\u4e3a\u5b57\u8282\u5e26\u6765\u90a3\u79cd\u201c\u9879\u76ee\u7ea7\u201d\u7684\u4ee3\u7801\u751f\u6210agent\u3002<\/p>\n<p>\u7b2c\u4e8c\u4e2a\u6838\u5fc3\u65b9\u5411\u662f\u63a8\u7406\u80fd\u529b\u3002<\/p>\n<p>\u76ee\u524d\u5b57\u8282Seed\u56e2\u961f\u7684\u6838\u5fc3\u6218\u7565\u4e4b\u4e00\uff0c\u5c31\u662f\u7c7bo1\u7684\u901a\u7528\u63a8\u7406\u5927\u6a21\u578b\uff0c\u90ed\u8fbe\u96c5\u7684\u52a0\u5165\uff0c\u5c06\u76f4\u63a5\u7ed9\u5b57\u8282\u5e26\u6765\u884c\u4e1a\u6700\u6210\u719f\u7684GRPO\u843d\u5730\u7ecf\u9a8c\u3002<\/p>\n<p>\u4ed6\u5927\u6982\u7387\u4f1a\u8d1f\u8d23\u63a8\u7406\u65b9\u5411\u7684\u5f3a\u5316\u5b66\u4e60\u7b97\u6cd5\u7814\u53d1\uff0c\u4f18\u5316\u8c46\u5305\u5927\u6a21\u578b\u7684\u6570\u5b66\u63a8\u7406\u3001\u591a\u6b65\u903b\u8f91\u63a8\u7406\u3001\u590d\u6742\u4efb\u52a1\u62c6\u89e3\u80fd\u529b\u3002<\/p>\n<p>\u7b2c\u4e09\u4e2a\u65b9\u5411\u662f\u6570\u5b66\u63a8\u7406\u4e13\u9879\u6a21\u578b\u7814\u53d1\u3002<\/p>\n<p>\u6570\u5b66\u63a8\u7406\u80fd\u529b\u662f\u5927\u6a21\u578b\u901a\u7528\u903b\u8f91\u80fd\u529b\u7684\u6838\u5fc3\u5e95\u5ea7\u3002Seed\u56e2\u961f\u4e13\u95e8\u8bbe\u7acb\u7684Edge\u56e2\u961f\uff0c\u805a\u71263\u5e74\u4ee5\u4e0a\u7684\u957f\u671fAGI\u57fa\u7840\u7814\u7a76\u3002<\/p>\n<p>\u5e76\u4e14\u53d6\u6d88\u4e86\u77ed\u671f\u5b63\u5ea6\u8003\u6838\uff0c\u5141\u8bb8\u56e2\u961f\u6295\u5165\u8d44\u6e90\u505a\u63a2\u7d22\u6027\u7814\u7a76\u3002<\/p>\n<p>\u90ed\u8fbe\u96c5\u6240\u53c2\u4e0e\u8fc7\u7684DeepSeekMath\uff0c\u6b63\u662f\u8fd9\u4e2a\u65b9\u5411\u3002<\/p>\n<p>\u5982\u679c\u90ed\u8fbe\u96c5\u9009\u62e9\u52a0\u5165\u767e\u5ea6\uff0c\u4ed6\u540c\u6837\u80fd\u5728\u4ee3\u7801\u667a\u80fd\u9886\u57df\u53d1\u6325\u91cd\u8981\u4f5c\u7528\u3002<\/p>\n<p>\u524d\u6587\u63d0\u5230\uff0c\u6587\u5fc3\u5feb\u7801\u57282026\u5e743\u6708\u521a\u521a\u5b8c\u6210\u4e86\u91cd\u5927\u5347\u7ea7\uff0c\u66f4\u65b0\u7684\u91cd\u70b9\u662f\u591aagent\u534f\u540c\u3002<\/p>\n<p>\u5b83\u5177\u4f53\u7684\u534f\u540c\u65b9\u5f0f\u662f\uff1aPlan agent\u8d1f\u8d23\u9700\u6c42\u6f84\u6e05\u548c\u4efb\u52a1\u89c4\u5212\uff0cArchitect agent\u901a\u8fc7SubAgents\u673a\u5236\u62c6\u89e3\u590d\u6742\u4efb\u52a1\uff0c\u6bcf\u4e2a\u5b50agent\u62e5\u6709\u72ec\u7acb\u4e0a\u4e0b\u6587\uff0c\u4ee5\u89e3\u51b3\u957fContext\u4e0b\u7684\u201c\u9057\u5fd8\u201d\u95ee\u9898\u3002<\/p>\n<p>\u800c\u90ed\u8fbe\u96c5\u521a\u597d\u7814\u7a76\u8fc7\u8fd9\u5957\u5168\u94fe\u8def\u73af\u8282\u4e0a\u7684\u6bcf\u4e00\u4e2a\u8282\u70b9\uff0c<strong>\u6362\u53e5\u8bdd\u8bf4\uff0c\u767e\u5ea6\u6b63\u5728\u505a\u7684\u4e8b\u60c5\uff0c\u548c\u90ed\u8fbe\u96c5\u7684\u7814\u7a76\u65b9\u5411\u5b8c\u5168\u91cd\u5408\u4e86\u3002<\/strong><\/p>\n<p>\u56e0\u6b64\uff0c\u5982\u679c\u4ed6\u52a0\u5165\u6587\u5fc3\u56e2\u961f\uff0c\u5f88\u53ef\u80fd\u4f1a\u8d1f\u8d23\u4f18\u5316\u8fd9\u4e9bagent\u4e4b\u95f4\u7684\u534f\u540c\u673a\u5236\uff0c\u63d0\u5347\u4ee3\u7801\u751f\u6210\u7684\u51c6\u786e\u6027\u548c\u9879\u76ee\u7ea7\u7406\u89e3\u80fd\u529b\u3002<\/p>\n<p>\u8bf4\u5230\u6316\u89d2DeepSeek\u6838\u5fc3\u4eba\u624d\uff0c\u963f\u91cc\u4e5f\u4e0d\u5bb9\u5ffd\u89c6\u30022026\u5e743\u6708\u521d\uff0c\u963f\u91cc\u901a\u4e49\u5343\u95ee\u6280\u672f\u8d1f\u8d23\u4eba\u6797\u4fca\u65f8\u5728\u793e\u4ea4\u5e73\u53f0\u7a81\u7136\u5ba3\u5e03\u79bb\u804c\u3002<\/p>\n<p>\u66f4\u7cdf\u7cd5\u7684\u662f\uff0c\u9664\u4e86\u6797\u4fca\u65f8\u5916\uff0c\u5343\u95ee\u57282026\u5e74\u8fd8\u5931\u53bb\u4e86\u540e\u8bad\u7ec3\u8d1f\u8d23\u4eba\u90c1\u535a\u6587\u3001\u4ee3\u7801\u6a21\u578b\u8d1f\u8d23\u4eba\u60e0\u5f6c\u539f\u7b49\u591a\u540d\u6280\u672f\u9aa8\u5e72\u3002<\/p>\n<p>\u5c31\u5728\u8fd9\u4e2a\u5173\u952e\u65f6\u523b\uff0c\u963f\u91ccCEO\u5434\u6cf3\u94ed\u57283\u670819\u65e5\u7684\u8d22\u62a5\u7535\u8bdd\u4f1a\u4e0a\u653e\u51fa\u72e0\u8bdd\uff0c\u8bf4\u5f53\u524d\u963f\u91cc\u7684ATH\u4e8b\u4e1a\u7fa4\uff0c\u66f4\u9ad8\u4f18\u5148\u7ea7\u662f\u201c\u6253\u9020\u667a\u80fd\u80fd\u529b\u6700\u5f3a\u7684\u6a21\u578b\u201d\u3002<\/p>\n<p>\u8fd9\u65f6\u5019\uff0c\u5982\u679c\u963f\u91cc\u80fd\u591f\u5f15\u8fdb\u90ed\u8fbe\u96c5\u8fd9\u6837\u7684\u9876\u7ea7\u4e13\u5bb6\uff0c\u90a3\u65e0\u7591\u662f\u4e00\u7bad\u53cc\u96d5\u3002\u65e2\u80fd\u586b\u8865\u6797\u4fca\u65f8\u79bb\u804c\u7559\u4e0b\u7684\u6280\u672f\u7a7a\u767d\uff0c\u53c8\u80fd\u76f4\u63a5\u83b7\u5f97DeepSeek\u5728\u4ee3\u7801\u667a\u80fd\u548c\u63a8\u7406\u80fd\u529b\u65b9\u9762\u7684\u6838\u5fc3\u7ecf\u9a8c\u3002<\/p>\n<p>\u8bb2\u771f\u7684\uff0c\u6bd4\u8d77\u8fdf\u8fdf\u4e0d\u53d1V4\u7684DeepSeek\uff0c\u90ed\u8fbe\u96c5\u6709\u7406\u7531\u8d81\u7740\u5e74\u8f7b\uff0c\u53bb\u5b57\u8282\u6216\u8005\u767e\u5ea6\u3001\u963f\u91cc\u505a\u51fa\u70b9\u6210\u7ee9\u3002<\/p>\n<p><strong>03<\/strong><\/p>\n<p><strong>DeepSeek-V4\u8fd8\u4f1a\u6765\u5417\uff1f<\/strong><\/p>\n<p>2026\u5e741\u6708\u521d\uff0c\u5916\u5a92\u63f4\u5f15\u4e24\u540d\u77e5\u60c5\u4eba\u58eb\u7684\u6d88\u606f\u79f0\uff0cDeepSeek\u8ba1\u5212\u5728\u6625\u8282\u671f\u95f4\u63a8\u51fa\u4e0b\u4e00\u4ee3\u65d7\u8230\u6a21\u578bV4\u3002\u6d88\u606f\u8fd8\u63d0\u5230\uff0cV4 \u5728\u5185\u90e8\u6d4b\u8bd5\u4e2d\u7684\u7f16\u7a0b\u80fd\u529b\u5df2\u7ecf\u8d85\u8d8a\u4e86Claude 3.5 Sonnet\u548cGPT-4o\u3002<\/p>\n<p>\u8fd9\u4e2a\u6d88\u606f\u8ba9\u6574\u4e2aAI\u5708\u90fd\u5174\u594b\u8d77\u6765\u3002<\/p>\n<p>\u81ea2025\u5e741\u670820\u65e5\u53d1\u5e03 DeepSeek-R1 \u4ee5\u6765\uff0cDeepSeek\u6ca1\u6709\u53d1\u5e03\u8fc7\u4efb\u4f55\u4e00\u4e2a\u5927\u7248\u672c\u7684\u8fed\u4ee3\uff0c\u6700\u65b0\u7684\u6a21\u578b\u4e5f\u53ea\u5230\u4e86DeepSeek-V3.2\u3002<\/p>\n<p>\u6625\u8282\u6765\u4e86\uff0cV4\u6ca1\u6765\u3002<\/p>\n<p>2\u670811\u65e5\uff0c\u6709\u7528\u6237\u53d1\u73b0DeepSeek\u7684App\u7248\u672c\u53f7\u66f4\u65b0\u4e3a1.7.4\uff0c\u4e0a\u4e0b\u6587\u7a97\u53e3\u4ece128K\u63d0\u5347\u81f31M\uff0c\u77e5\u8bc6\u5e93\u622a\u6b62\u65f6\u95f4\u66f4\u65b0\u52302025\u5e745\u6708\u3002<\/p>\n<p>\u793e\u533a\u7acb\u523b\u6cb8\u817e\u4e86\uff0c\u5927\u5bb6\u7eb7\u7eb7\u5728\u731c\uff0c\u8bf4\u8fd9\u5c31\u662f\u4f20\u8bf4\u4e2d\u7684V4\u7070\u5ea6\u6d4b\u8bd5\u5417\uff1f<\/p>\n<p>\u4f46\u63a5\u8fd1DeepSeek\u7684\u4eba\u58eb\u5f88\u5feb\u7ed9\u51fa\u4e86\u5426\u5b9a\u7b54\u6848\uff1a\u201c\u8fd9\u4e0d\u662fV4\uff0c\u5c31\u662f\u4e00\u4e2a\u5c0f\u7248\u672c\u66f4\u65b0\u3002\u201d<\/p>\n<p>\u968f\u540e\u5916\u5a92\u53c8\u62a5\u9053\u79f0\uff0cDeepSeek\u5c06\u57283\u67082\u65e5\u53d1\u5e03 V4\u3002\u62a5\u9053\u8fd8\u8868\u793a\uff0cV4 \u5c06\u9488\u5bf9\u56fd\u4ea7<a href=\"https:\/\/www.alphaseek.cn\/?tag=%e8%8a%af%e7%89%87\" title=\"View all posts in \u82af\u7247\" target=\"_blank\" class=\"tag_link\">\u82af\u7247<\/a>\u8fdb\u884c\u4f18\u5316\uff0c\u662f\u8be5\u7cfb\u5217\u5927\u6a21\u578b\u4e2d\u7b2c\u4e00\u4e2a\u5b8c\u5168\u57fa\u4e8e\u56fd\u4ea7\u7b97\u529b\u751f\u6001\u7684\u7248\u672c\u3002<\/p>\n<p>\u8fd9\u4e00\u6d88\u606f\u5f88\u5feb\u88ab\u5927\u91cf\u56fd\u5185<a href=\"https:\/\/www.alphaseek.cn\/?tag=%e5%aa%92%e4%bd%93\" title=\"View all posts in \u5a92\u4f53\" target=\"_blank\" class=\"tag_link\">\u5a92\u4f53<\/a>\u8f6c\u8f7d\u3002<\/p>\n<p>3\u67082\u65e5\u5230\u4e86\uff0c\u65e0\u4e8b\u53d1\u751f\u3002<\/p>\n<p>\u7d27\u63a5\u7740\u7b2c\u4e8c\u5929\uff0c\u53c8\u6709\u6d88\u606f\u79f0V4\u201c\u6781\u5927\u6982\u7387\u201d\u5c06\u5728\u672c\u5468\u53d1\u5e03\uff0c\u8fd8\u6709\u6cc4\u9732\u7684\u57fa\u51c6\u6d4b\u8bd5\u6570\u636e\u663e\u793a\uff0cV4\u5728HumanEval\u4e0a\u5f97\u5206 90%\uff0c\u4f5c\u4e3a\u5bf9\u6bd4\uff0cDeepSeek 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