{"id":725123,"date":"2026-02-16T16:13:07","date_gmt":"2026-02-16T08:13:07","guid":{"rendered":"https:\/\/www.alphaseek.cn\/?p=725123"},"modified":"2026-02-16T16:13:07","modified_gmt":"2026-02-16T08:13:07","slug":"%e5%88%9a%e5%88%9a%ef%bc%8cdeepseek-v4%e5%9f%ba%e5%87%86%e6%b5%8b%e8%af%95%e6%b3%84%e9%9c%b2%ef%bc%81%e7%96%91%e4%bc%bc%e6%98%8e%e5%a4%a9%e5%8f%91%e5%b8%83%ef%bc%8c%e5%85%a8%e5%9c%ba%e6%83%8a%e5%91%bc","status":"publish","type":"post","link":"https:\/\/www.alphaseek.cn\/?p=725123","title":{"rendered":"\u521a\u521a\uff0cDeepSeek V4\u57fa\u51c6\u6d4b\u8bd5\u6cc4\u9732\uff01\u7591\u4f3c\u660e\u5929\u53d1\u5e03\uff0c\u5168\u573a\u60ca\u547c\u65b0\u738b\u5f52\u6765"},"content":{"rendered":"

\"\u521a\u521a\uff0cDeepSeek<\/p>\n

\u65b0\u667a\u5143\u62a5\u9053<\/strong><\/p>\n

\u7f16\u8f91\uff1aAeneas kingHZ<\/p>\n

\u3010\u65b0\u667a\u5143\u5bfc\u8bfb\u3011DeepSeek V4\uff0c\u636e\u8bf4\u660e\u5929\u5c31\u8981\u4e0a\u7ebf\u4e86\uff1f\u8fd9\u662f\u9996\u4e2a\u5339\u654c\u9876\u5c16\u95ed\u6e90\u6a21\u578b\u7684\u5f00\u6e90\u6a21\u578b\uff0c\u88ab\u7f51\u53cb\u8bc4\u4e3a\u300c\u4e00\u9cb8\u843d\u4e07\u7269\u751f\u300d\u3002\u6cc4\u9732\u7684\u57fa\u51c6\u6d4b\u8bd5\u663e\u793a\uff0c\u5b83\u5728SWE-bench Verified\u4e0a\u53d6\u5f97\u4e8683.7%\uff0c\u5df2\u7ecf\u8d85\u8d8aOpus 4.5\u548cGPT-5.2\uff01<\/strong><\/p>\n

\u5c31\u5728\u521a\u521a\uff0c\u4e00\u5f20\u56fe\u5728\u5168\u7f51\u75af\u72c2\u5237\u5c4f\u4e86\uff01<\/p>\n

\u636e\u8bf4\uff0cDeepSeek V4\u7684\u57fa\u51c6\u6d4b\u8bd5\u5df2\u7ecf\u6cc4\u9732\uff0c\u6574\u4e2aAI\u5708\u90fd\u9707\u4e86\u3002<\/p>\n

\u6709\u5927V\u603b\u7ed3\u9053\uff1aAI\u7f16\u7a0b\u5927\u6218\uff0c\u5df2\u7ecf\u8fbe\u5230\u4e86\u65b0\u7684\u9ad8\u5cf0\u3002<\/p>\n

\u6cc4\u9732\u4fe1\u606f\u663e\u793a\uff0cDeepSeek V4\u5728SWE-bench Verified\u4e0a\u53d6\u5f97\u4e86\u60ca\u4eba\u768483.7%\uff0c\u8d85\u8fc7\u4e86Claude Opus 4.5\uff0880.9%\uff09\u548cGPT-5.2\uff0880%\uff09\u3002<\/p>\n

\u53ef\u4ee5\u8bf4\uff0c100\u4e07+\u4e0a\u4e0b\u6587\u957f\u5ea6+Engram\u8bb0\u5fc6\u673a\u5236=\u771f\u6b63\u7684\u5168\u4ed3\u5e93\u7ea7\u63a8\u7406\u80fd\u529b\u3002<\/p>\n

\u4ed6\u60ca\u547c\uff1a\u95ed\u6e90\u6a21\u578b\u5360\u636e\u4e3b\u5bfc\u7684\u65f6\u4ee3\uff0c\u662f\u5426\u6b63\u5728\u8d70\u5411\u7ec8\u7ed3\uff1f<\/p>\n

\"\u521a\u521a\uff0cDeepSeek<\/p>\n

\u540c\u65f6\u6cc4\u9732\u7684\uff0c\u8fd8\u6709\u4e0b\u9762\u8fd9\u4e00\u5f20\u56fe\u3002<\/p>\n

\u5176\u4e2d\uff0c\u5b83\u7684SWE-Bench Verified\u5f97\u5206\uff0c\u8fbe\u5230\u4e8683.7%\u3002\u5982\u679c\u8fd9\u4e2a\u6570\u5b57\u6700\u7ec8\u88ab\u786e\u8ba4\uff0c\u5c06\u76f4\u63a5\u6539\u5199\u5f53\u524d\u300c\u6700\u5f3a\u4ee3\u7801\u6a21\u578b\u300d\u6392\u540d\uff01<\/p>\n

\"\u521a\u521a\uff0cDeepSeek<\/p>\n

\u76f8\u6bd4\u4e4b\u4e0b\uff0c\u5176\u4ed6\u6a21\u578b\u7684\u5f97\u5206\u90fd\u6bd4\u8f83\u843d\u540e\u2014\u2014<\/p>\n

DeepSeek V3.2 Thinking\uff1a73.1%<\/p>\n

GPT-5.2 High\uff1a80.0%<\/p>\n

Kimi K2.5 Thinking\uff1a76.8%<\/p>\n

Gemini 3.0 Pro\uff1a76.2%<\/p>\n

\u8fd9\u4e0d\u662f\u5c0f\u5e45\u9886\u5148\uff0c\u800c\u662f\u76f4\u63a5\u8dc3\u5347\u5230\u7b2c\u4e00\u68af\u961f\u9876\u7aef\uff01<\/p>\n

\u4e0d\u4ec5\u5982\u6b64\uff0c\u771f\u6b63\u4ee4\u4eba\u8b66\u60d5\u7684\uff0c\u5e76\u4e0d\u53ea\u6709\u7f16\u7a0b\u80fd\u529b\uff0cV4\u7684\u5176\u4ed6\u5206\u6570\u4e5f\u5f88\u60ca\u4eba\u3002<\/p>\n

AIME 2026\uff1a99.4%<\/p>\n

IMO Answer Bench\uff1a88.4%<\/p>\n

FrontierMath Tier 4\uff1a23.5% \uff08\u76f4\u63a5\u8fbe\u5230GPT-5.2\u768411\u500d\uff09<\/p>\n

\u8fd9\u610f\u5473\u7740\u4ec0\u4e48\uff1f<\/p>\n

\u5982\u679c\u8fd9\u4e9b\u6570\u636e\u5c5e\u5b9e\uff0cDeepSeek V4\u4e0d\u662f\u300c\u53c8\u4e00\u4e2a\u5f3a\u6a21\u578b\u300d\uff0c\u800c\u662f\u4e00\u6b21\u80fd\u529b\u66f2\u7ebf\u7684\u9661\u5ced\u62ac\u5347\uff01<\/p>\n

\u5b83\u53ef\u80fd\u4f1a\u540c\u65f6\u5728\u4ee3\u7801\u3001\u7ade\u8d5b\u6570\u5b66\u3001\u524d\u6cbf\u6570\u5b66\u63a8\u7406\u4e09\u4e2a\u9ad8\u96be\u5ea6\u7ef4\u5ea6\u4e0a\uff0c\u5237\u65b0\u73b0\u6709\u5929\u82b1\u677f\u3002<\/p>\n

\u8fd8\u6709\u7f51\u53cb\u7efc\u5408\u4e86\u5168\u7f51DeepSeek V4\u6d88\u606f\uff0c\u4e0d\u4ec5\u5728HumanEval\u3001SWE_bench\u3001\u4e0a\u4e0b\u6587\u548c\u6210\u672c\u4e0a\u5237\u65b0\u6210\u7ee9\uff0c\u800c\u4e14\u53d1\u5e03\u65f6\u95f4\u9884\u8ba1\u5728\u6625\u8282\uff0c\u4e5f\u5c31\u662f\u660e\u5929\uff01<\/p>\n

\"\u521a\u521a\uff0cDeepSeek<\/p>\n

HumanEval\uff1a\u7ea690%\uff08\u6765\u81eaReddit\u793e\u533a\u6cc4\u9732 + Skywork AI\u603b\u7ed3\uff09<\/p>\n

SWE-bench\uff1a\u8fdb\u5165\u300c>80%\u300d\u533a\u95f4\uff08\u5728Wavespeed\u5bf9\u6bd4\u5e16\u4e2d\u5f15\u7528\uff0c\u6839\u636e Claude Opus \u57fa\u51c6\u63a8\u6d4b\u5f97\u51fa\uff09<\/p>\n

\u4e0a\u4e0b\u6587\u957f\u5ea6\uff1a\u9ad8\u8fbe 100 \u4e07 token\uff08\u5728Reddit AI Insider\u548c\u535a\u5ba2\u603b\u7ed3\u5e16\u4e2d\u53cd\u590d\u51fa\u73b0\u7684\u4f20\u95fb\uff09<\/p>\n

\u6210\u672c\uff1a\u636e\u79f0\u6bd4OpenAI<\/a>\u4fbf\u5b9c20\u523040\u500d\uff08\u6839\u636eDeepSeek V3\/R1 API \u5b9a\u4ef7\u4e0e\u524d\u6cbf\u6a21\u578b\u5c42\u7ea7\u7684\u5bf9\u6bd4\u63a8\u7b97\uff09<\/p>\n

\u9884\u8ba1\u53d1\u5e03\u65f6\u95f4\uff1a2\u670817\u65e5\uff08\u519c\u5386\u65b0\u5e74\u671f\u95f4\uff0c\u6cc4\u9732\u6587\u7ae0\u4e2d\u5e7f\u6cdb\u62a5\u9053)<\/p>\n

\u5982\u679c\u662f\u771f\u7684\uff0cDeepSeek\u5c06\u53c8\u4e00\u6b21\u6539\u53d8\u6e38\u620f<\/a>\u89c4\u5219\u3002<\/p>\n

\"\u521a\u521a\uff0cDeepSeek<\/p>\n

\u603b\u4e4b\uff0cDeepSeek V4\u7684\u53d1\u5e03\u65f6\u95f4\uff0c\u5f88\u53ef\u80fd\u662f\u5468\u4e00\u3002\u636e\u8bf4\uff0c\u8fd9\u662f\u9996\u4e2a\u4e0d\u843d\u540e\u4e8e\u95ed\u6e90\u9876\u5c16\u6a21\u578b\uff0c\u751a\u81f3\u80fd\u4e0e\u4e4b\u5339\u654c\u751a\u81f3\u8d85\u8d8a\u7684\u6a21\u578b\u3002<\/p>\n

\"\u521a\u521a\uff0cDeepSeek<\/p>\n

\u6709\u4eba\u8bf4\uff0c\u4ee5DeeepSeek-V4\u4e3a\u4ee3\u8868\u7684\u5f00\u6e90\u6a21\u578b\u9700\u8981\u8de8\u8d8a\u7684\u5dee\u8ddd\u8d8a\u6765\u8d8a\u5927\u4e86\uff01<\/p>\n

\u5f88\u671f\u5f85\uff0c\u5f53V4\u7b49\u4e2d\u56fd\u5f00\u6e90\u6a21\u578b\u53d1\u5e03\u540e\uff0c\u8fd9\u4e00\u5dee\u8ddd\u4f1a\u5982\u4f55\u968f\u7740\u65f6\u95f4\u6f14\u53d8\u3002<\/p>\n

\"\u521a\u521a\uff0cDeepSeek<\/p>\n

\"\u521a\u521a\uff0cDeepSeek<\/p>\n

\"\u521a\u521a\uff0cDeepSeek<\/strong><\/p>\n

\u88ab\u6253\u5047\u4e86\uff1f<\/strong><\/p>\n

\u4e0d\u8fc7\uff0c\u8fd9\u51e0\u5f20\u6d41\u4f20\u51fa\u6765\u7684\u57fa\u51c6\u6d4b\u8bd5\uff0c\u5f88\u5feb\u88ab\u6000\u7591\u662f\u5047\u7684\u3002<\/p>\n

\u6bd4\u5982\u5728\u5b98\u65b9\u8bc4\u5206\u7cfb\u7edf\u4e0b\uff0c\u4e0d\u53ef\u80fd\u6709\u6a21\u578b\u8fbe\u523099.4%\u7684\u5206\u6570\u3002\u6700\u9ad8\u5206\u53ea\u80fd\u662f119\/120\uff0899.2%\uff09\u6216 120\/120\uff08100%\uff09\u3002<\/p>\n

\"\u521a\u521a\uff0cDeepSeek<\/p>\n

\u53e6\u4e00\u4e2a\u8bc1\u636e\uff0c\u5c31\u66f4\u52a0\u589e\u52a0\u4e86\u8fd9\u51e0\u5f20\u57fa\u51c6\u6d4b\u8bd5\u7684\u53ef\u7591\u6027\u3002<\/p>\n

Epoch AI\u4e5f\u786e\u8ba4\uff0cFrontierMath\u7684\u6570\u636e\u662f\u4f2a\u9020\u7684\uff0c\u56e0\u4e3a\u53ea\u6709\u4ed6\u4eec\u548cOpenAI\u6709\u6743\u5bf9\u8be5\u6570\u636e\u96c6\u8fdb\u884c\u8bc4\u4f30\u3002\u81f3\u5c11\u6709\u4e24\u4e2a\u57fa\u51c6\u6d4b\u8bd5\u88ab\u6253\u5047\uff0c\u8bc1\u660e\u8fd9\u4e9b\u56fe\u53ef\u4fe1\u5ea6\u786e\u5b9e\u4e0d\u9ad8\u3002<\/p>\n

\"\u521a\u521a\uff0cDeepSeek<\/p>\n

\u800c\u4e14\uff0c\u636e\u8bf4DeepSeek\u65b0\u6a21\u578b\u7684\u5b98\u65b9\u53d1\u5e03\u65f6\u95f4\uff0c\u5df2\u7ecf\u88ab\u63a8\u8fdf\u5230\u4e86\u4e09\u6708\u5e95\u3002<\/p>\n

\u5982\u679c\u6a21\u578b\u672c\u4f53\u8fd8\u5728\u5c01\u95ed\u5f00\u53d1\u9636\u6bb5\uff0c\u90a3\u4e48\u6240\u8c1383.7%\u7684 SWE-Bench Verified\uff0c\u662f\u57fa\u4e8e\u54ea\u4e2a\u7248\u672c\u8dd1\u51fa\u6765\u7684\uff1f\u662f\u5185\u90e8\u539f\u59cbcheckpoint\uff1f\u8fd8\u662f\u5df2\u7ecf\u5b9a\u578b\u7684\u6700\u7ec8\u6743\u91cd\uff1f<\/p>\n

\"\u521a\u521a\uff0cDeepSeek<\/p>\n

\u53e6\u5916\uff0c\u5bf9\u4e8e\u5982\u4eca\u7684\u5927\u6a21\u578b\uff0c\u5206\u6570\u672c\u8eab\u5e76\u4e0d\u662f\u7ec8\u70b9\uff0c\u300c\u6536\u636e\u300d\u624d\u662f\u5173\u952e\u3002<\/p>\n

\u8fd9\u4e2a83.7%\u7684\u5206\u6570\u662f\u600e\u4e48\u8dd1\u51fa\u6765\u7684\uff1f\u662f\u5426\u505a\u4e86pass@k\u62a5\u544a\uff1f\u8f6f\u4ef6\u5de5\u7a0b\u5b9e\u9a8c\u53f0\u7684\u5de5\u5177\u6808\u5982\u4f55\u914d\u7f6e\uff1f\u4f7f\u7528\u4e86\u4ec0\u4e48\u7248\u672c\u7684harness\uff1f\u662f\u5426\u57fa\u4e8e\u6700\u65b0\u6570\u636e\u96c6\u7248\u672c\u8bc4\u4f30\uff1f\u6709\u6ca1\u6709\u505a\u6c61\u67d3\u68c0\u67e5\uff1f\u5931\u8d25\u6848\u4f8b\u5982\u4f55\u5206\u89e3\uff1f<\/p>\n

\u5982\u679c\u6ca1\u6709\u8fd9\u4e9b\u7ec6\u8282\uff0c\u6240\u8c13\u7684\u7b2c\u4e00\u540d\uff0c\u4e5f\u53ea\u662f\u4e00\u4e2a\u6570\u5b57\u800c\u5df2\u3002<\/p>\n

\"\u521a\u521a\uff0cDeepSeek<\/p>\n

\u53e6\u5916\uff0c\u5c31\u7b97\u6cc4\u9732\u7684\u5206\u6570\u5f88\u60ca\u4eba\uff0c\u4f46\u771f\u6b63\u6709\u8bf4\u670d\u529b\u7684\uff0c\u662f\u53ef\u590d\u73b0\u7684\u8fd0\u884c\u7ec6\u8282\u3002<\/p>\n

\u6bd4\u5982\uff0c\u7cbe\u786e\u7684\u8bc4\u6d4b\u7ebf\u675f\u3001\u914d\u7ebf\u7ec4\u3001\u4e0d\u7a33\u5b9a\u6d4b\u8bd5\u5982\u4f55\u5904\u7406\u3001SWE\u5b9e\u9a8c\u53f0\u4e0a\u5de5\u5177\u8c03\u7528\u5931\u8d25\u5982\u4f55\u91cd\u8bd5\uff1f\u57fa\u7840\u6a21\u578b\u672c\u8eab\u7684\u80fd\u529b\u8d21\u732e\u6709\u591a\u5c11\uff1f\u4ee3\u7406\u6846\u67b6\u53c8\u653e\u5927\u4e86\u591a\u5c11\u6027\u80fd\uff1f<\/p>\n

\u5426\u5219\uff0c\u8fd9\u79cd\u6240\u8c13\u7684\u5237\u65b0\u6392\u884c\u699c\uff0c\u5c31\u53ea\u662f\u66f4\u50cf\u4e00\u6b21\u5e02\u573a\u8425\u9500\u884c\u4e3a\u3002<\/p>\n

\"\u521a\u521a\uff0cDeepSeek<\/p>\n

\u8fd8\u6709\u4eba\u63d0\u51fa\uff0c\u6280\u672f\u57fa\u51c6\u6d4b\u8bd5\u5f97\u5206\u63d0\u9ad8\uff0c\u4e5f\u4e0d\u610f\u5473\u7740\u80fd\u9a7e\u9a6d\u73b0\u5b9e\u4e2d\u6df7\u4e71\u7684\u4ee3\u7801\u5e93\u3002\u5f88\u591a\u6240\u8c13\u66f4\u806a\u660e\u7684\u6a21\u578b\uff0c\u5728\u4e0a\u4e0b\u6587\u7a97\u53e3\u88ab\u585e\u6ee1\u540e\uff0c\u5c31\u8fc5\u901f\u5d29\u6e83\u4e86\u3002<\/p>\n

\"\u521a\u521a\uff0cDeepSeek<\/p>\n

\u6709\u8da3\u7684\u662f\uff0c\u5373\u4fbf\u662f\u5047\u7684\uff0c\u8fd9\u4e5f\u8bf4\u660eDeepSeek\u7684\u786e\u300c\u6df1\u5f97\u4eba\u5fc3\u300d\uff0c\u7f51\u4e0a\u7684\u5938\u5927\u5176\u8bcd\u7684\u300c\u6cc4\u9732\u300d\u5c31\u662fDeepSeek\u6210\u529f\u6700\u5927\u7684\u6807\u5fd7\u3002<\/p>\n

\"\u521a\u521a\uff0cDeepSeek<\/p>\n

\u4e0d\u8fc7\uff0cDeepSeek V4\u7684\u4e0a\u4e0b\u6587\uff0c\u4e00\u5b9a\u662f\u4e00\u4e2a\u6740\u624b\u950f\u3002<\/p>\n

\"\u521a\u521a\uff0cDeepSeek<\/p>\n

100\u4e07\u957f\u4e0a\u4e0b\u6587\u6765\u4e86\uff0c<\/strong><\/p>\n

\u5176\u4ed6\u8fd8\u4f1a\u8fdc\u5417\uff1f<\/strong><\/p>\n

\u6700\u8fd1\uff0c\u5df2\u7ecf\u6c89\u5bc2\u5df2\u4e45\u7684DeepSeek\uff0c\u5ffd\u7136\u5728\u5b98\u7f51\u548c\u79fb\u52a8\u5e94\u7528\u4e0a\u63a8\u51fa\u4e86\u65b0\u6a21\u578b\u7684\u7070\u5ea6\u6d4b\u8bd5\u3002<\/p>\n

\u6839\u636e\u6d41\u4f20\u7684\u4fe1\u606f\uff0c\u8be5\u9ed8\u5199\u7684\u53c2\u6570\u53ef\u80fd\u4ec5\u4e3a200B\uff0c\u4e14\u672a\u91c7\u7528DeepSeek\u4e0e\u5317\u5927\u8054\u5408\u5f00\u53d1\u7684Engram\u6761\u4ef6\u8bb0\u5fc6\u673a\u5236\u3002<\/p>\n

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\u5947\u602a\u7684\u662f\uff0cAPI\u6587\u6863\u5e76\u6ca1\u6709\u66f4\u65b0\uff0c\u4e0a\u4e0b\u6587\u957f\u5ea6\u4f9d\u7136\u4e3a128K\u3002<\/p>\n

\"\u521a\u521a\uff0cDeepSeek<\/p>\n

\"\u521a\u521a\uff0cDeepSeek<\/p>\n

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\u5728DeepSeek V3\u7684\u57fa\u7840\u4e0a\uff0c\u56fd\u4ea7\u6a21\u578b\u5df2\u7ecf\u5237\u65b0\u4e86\u5f00\u6e90\u6700\u597d\u6210\u7ee9\u3002<\/p>\n

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\u2026\u2026<\/p>\n

MLA + sigmoid =\u7a00\u758f\u4e13\u5bb6\uff08MoE\uff09+ \u5171\u4eab\u4e13\u5bb6 + \u65e0\u8f85\u52a9\u635f\u5931 + DSA + MTP\u6b63\u6210\u4e3a\u524d\u6cbf\u7a00\u758f\u4e13\u5bb6\u6a21\u578b\u7684\u6807\u51c6\u914d\u65b9\u3002<\/p>\n

\u2026\u2026<\/p>\n

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\u800cDeepSeek\u4e0d\u4ec5\u66f4\u65b0\u4e86\u4e0a\u4e0b\u6587\uff0c\u5728V3.2\u7248\u672c\u4e4b\u540e\uff0c\u5728\u6a21\u578b\u67b6\u6784\u3001\u8bb0\u5fc6\u548c\u89c6\u89c9\u63a8\u7406\u4e0a\uff0c\u6301\u7eed\u8f93\u51fa\uff0c\u4e0d\u65ad\u521b\u65b0<\/a>\uff1a<\/p>\n

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100\u4e07\u4e0a\u4e0b\u6587\u957f\u5ea6\uff0c\u5f88\u53ef\u80fd\u5c31\u662fDeepSeek\u7684\u53e6\u4e00\u4e2a\u7edd\u62db\u3002<\/p>\n

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\"\u521a\u521a\uff0cDeepSeek<\/p>\n

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