{"id":760166,"date":"2026-04-12T21:12:18","date_gmt":"2026-04-12T13:12:18","guid":{"rendered":"https:\/\/www.alphaseek.cn\/?p=760166"},"modified":"2026-04-12T21:12:18","modified_gmt":"2026-04-12T13:12:18","slug":"%e6%b4%97%e8%bd%a6%e4%b8%8d%e5%bc%80%e8%bd%a6%ef%bc%8c%e6%b4%97%e5%a4%b4%e4%b8%8d%e5%b8%a6%e5%a4%b4%e4%b8%ba%e4%bb%80%e4%b9%88ai%e5%b0%b1%e6%ad%bb%e6%b4%bb%e6%90%9e%e4%b8%8d%e6%87%82","status":"publish","type":"post","link":"https:\/\/www.alphaseek.cn\/?p=760166","title":{"rendered":"\u6d17\u8f66\u4e0d\u5f00\u8f66\uff0c\u6d17\u5934\u4e0d\u5e26\u5934\u2026\u2026\u4e3a\u4ec0\u4e48AI\u5c31\u6b7b\u6d3b\u641e\u4e0d\u61c2\uff1f"},"content":{"rendered":"<p>\u7ee7\u300c9.11 \u548c 9.9 \u54ea\u4e2a\u5927\u300d\u300cStrawberry\uff08\u8349\u8393\uff09\u91cc\u7a76\u7adf\u6709\u51e0\u4e2a R\u300d\u4e4b\u540e\uff0c\u5404\u5927 AI \u5382\u5546\u7684\u4e3b\u529b\u6a21\u578b\uff0c\u53c8\u96c6\u4f53\u683d\u8fdb\u4e86\u4e00\u4e2a\u65b0\u7684\u903b\u8f91\u9ed1\u6d1e\u3002<\/p>\n<p>\u524d\u6bb5\u65f6\u95f4\uff0c\u6709\u7f51\u53cb\u968f\u624b\u6572\u4e86\u4e00\u53e5\u8bdd\u4e22\u7ed9\u56db\u4e2a\u4e3b\u6d41\u5927\u6a21\u578b\uff1a\u300c\u6211\u60f3\u6d17\u8f66\uff0c\u6211\u5bb6\u8ddd\u79bb\u6d17\u8f66\u5e97\u53ea\u6709 50 \u7c73\uff0c\u8bf7\u95ee\u4f60\u63a8\u8350\u6211\u8d70\u8def\u53bb\u8fd8\u662f\u5f00\u8f66\u53bb\u5462\uff1f\u300d<\/p>\n<p><img data-lazyload=\"https:\/\/x0.ifengimg.com\/res\/2026\/4CD8D98C04B9C3B18B46A16EA26B769C2422F30F_size431_w1080_h1271.png\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"\u6d17\u8f66\u4e0d\u5f00\u8f66\uff0c\u6d17\u5934\u4e0d\u5e26\u5934\u2026\u2026\u4e3a\u4ec0\u4e48AI\u5c31\u6b7b\u6d3b\u641e\u4e0d\u61c2\uff1f\"  \/><\/p>\n<p>\u539f\u5e16\u94fe\u63a5\uff1ahttps:\/\/mastodon.world\/@knowmadd\/116072773118828295<\/p>\n<p>\u540c\u7406\uff0c\u4e5f\u6709\u7f51\u53cb\u6545\u610f\u6076\u641e\uff0c\u95ee AI\u300c\u6211\u60f3\u53bb\u7406\u4e2a\u53d1\uff0c\u4f46\u662f\u6700\u8fd1\u5f88\u7d2f\u5934\u5f88\u5927\uff0c\u4f60\u8bf4\u6211\u8981\u4e0d\u8981\u5e26\u5934\u53bb\u5462\uff1f\u300d\u7ed3\u679c\uff0cAI \u540c\u6837\u4f1a\u7ed9\u51fa\u4ee4\u4eba\u6478\u4e0d\u7740\u5934\u7684\u7b54\u6848\u2026\u2026<\/p>\n<p><img data-lazyload=\"https:\/\/x0.ifengimg.com\/res\/2026\/114FBB78802EB0D9702AE0D6011AD85867B8B269_size262_w1080_h910.png\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"\u6d17\u8f66\u4e0d\u5f00\u8f66\uff0c\u6d17\u5934\u4e0d\u5e26\u5934\u2026\u2026\u4e3a\u4ec0\u4e48AI\u5c31\u6b7b\u6d3b\u641e\u4e0d\u61c2\uff1f\"  \/><\/p>\n<p>\u6d17\u8f66\u8981\u5f00\u8f66\uff0c\u6d17\u5934\u8981\u5e26\u5934\u2026\u2026\u662f\u4e2a\u6b63\u5e38\u4eba\u90fd\u80fd\u7406\u89e3\u7684\u95ee\u9898\uff0c<\/p>\n<p><strong>AI \u4e3a\u4ec0\u4e48\u6b7b\u6d3b\u641e\u4e0d\u61c2\uff1f<\/strong><\/p>\n<p><strong>50 \u7c73\u7684\u8ddd\u79bb\uff0c80% \u7684\u7ffb\u8f66\u7387<\/strong><\/p>\n<p><a href=\"https:\/\/www.alphaseek.cn\/?tag=chatgpt\" title=\"View all posts in ChatGPT\" target=\"_blank\" class=\"tag_link\">ChatGPT<\/a> \u8bf4\u8d70\u8fc7\u53bb\u5427\uff0c\u522b\u628a\u7b80\u5355\u4e8b\u60c5\u590d\u6742\u5316\u3002DeepSeek \u8bf4 50 \u7c73\u6ca1\u5fc5\u8981\u5f00\u8f66\uff0c\u73af\u4fdd\u53c8\u5065\u5eb7\u3002Kimi \u8bf4\u5f3a\u70c8\u63a8\u8350\u6b65\u884c\uff0c\u8fd8\u8d34\u5fc3\u5730\u5217\u4e86\u4e94\u6761\u7406\u7531\u3002\u5343\u95ee\u7b97\u4e86\u7b14\u8d26\uff0c\u6b65\u884c\u7ea6 1-2 \u5206\u949f\uff0c\u5f00\u8f66\u8fd8\u8981\u542f\u52a8\u3001\u505c\u8f66\u3001\u9501\u8f66\uff0c\u5b9e\u9645\u8017\u65f6\u66f4\u957f\u3002\u751a\u81f3\u6709\u6a21\u578b\u5e2e\u4f60\u60f3\u5230\u4e86\u540e\u7eed\uff0c\u8bf4\u5f00\u8f66\u53bb\u518d\u5f00\u56de\u6765\uff0c\u6d17\u7684\u8f66\u53c8\u810f\u4e86\u3002<\/p>\n<p>\u8bf7\u95ee\uff1a\u6211\u53bb\u6d17\u7684\u662f\u6fa1\u8fd8\u662f\u8f66\uff1f<\/p>\n<p><img data-lazyload=\"https:\/\/x0.ifengimg.com\/res\/2026\/8814C0A7B53BE080B5F24F899F613150E671EED0_size199_w1080_h2293.jpg\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"\u6d17\u8f66\u4e0d\u5f00\u8f66\uff0c\u6d17\u5934\u4e0d\u5e26\u5934\u2026\u2026\u4e3a\u4ec0\u4e48AI\u5c31\u6b7b\u6d3b\u641e\u4e0d\u61c2\uff1f\"  \/><\/p>\n<p><img data-lazyload=\"https:\/\/x0.ifengimg.com\/res\/2026\/FBF992B794445E3709A85D42CCCDA3F6612A20F7_size234_w1080_h2292.jpg\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"\u6d17\u8f66\u4e0d\u5f00\u8f66\uff0c\u6d17\u5934\u4e0d\u5e26\u5934\u2026\u2026\u4e3a\u4ec0\u4e48AI\u5c31\u6b7b\u6d3b\u641e\u4e0d\u61c2\uff1f\"  \/><\/p>\n<p>Opper AI \u968f\u540e\u5bf9 53 \u4e2a\u4e3b\u6d41\u6a21\u578b\u505a\u4e86\u7cfb\u7edf\u6027\u6d4b\u8bd5\uff0c\u5355\u6b21\u8c03\u7528\u53ea\u6709 11 \u4e2a\u7b54\u5bf9\uff0c42 \u4e2a\u5efa\u8bae\u8d70\u8def\uff0c\u7ffb\u8f66\u7387\u8d85\u8fc7 80%\u3002<\/p>\n<p>\u540c\u4e00\u4e2a\u95ee\u9898\u95ee 10 \u904d\uff0c\u80fd\u7a33\u5b9a\u7b54\u5bf9\u7684\u53ea\u5269 5 \u4e2a\u3002Gemini \u662f\u5c11\u6570\u4e00\u773c\u770b\u7a7f\u9677\u9631\u7684\u9009\u624b\uff0c\u56de\u590d\u91cc\u751a\u81f3\u5e26\u4e86\u70b9\u5632\u8bbd\uff1a\u300c\u9664\u975e\u4f60\u638c\u63e1\u4e86\u9694\u7a7a\u6d17\u8f66\u7684\u8d85\u80fd\u529b\uff0c\u5426\u5219\u4f60\u5e94\u8be5\u5f00\u8f66\u53bb\u3002\u300d<\/p>\n<p>\u540e\u6765\u6269\u5927\u5230 131 \u4e2a\u6a21\u578b\u7684\u590d\u6d4b\u4e5f\u57fa\u672c\u5370\u8bc1\u4e86\u8fd9\u4e00\u6bd4\u4f8b\u300250 \u7c73\u8fd9\u4e2a\u6570\u5b57\u5c31\u50cf\u4e00\u5757\u78c1\u94c1\uff0c\u7262\u7262\u5438\u4f4f\u4e86\u6a21\u578b\u7684\u5168\u90e8\u6ce8\u610f\u529b\u3002<\/p>\n<p>\u5b83\u4eec\u56f4\u7ed5\u300c\u77ed\u8ddd\u79bb\u8be5\u4e0d\u8be5\u5f00\u8f66\u300d\u8fd9\u4e2a\u4f2a\u95ee\u9898\u5c55\u5f00\u4e86\u4e25\u8c28\u7684\u8bba\u8bc1\uff0c\u903b\u8f91\u81ea\u6d3d\uff0c\u6761\u7406\u5206\u660e\uff0c\u4ece\u8282\u80fd\u51cf\u6392\u8bb2\u5230\u6d3b\u52a8\u7b4b\u9aa8\uff0c\u552f\u72ec\u6f0f\u6389\u4e86\u6574\u4ef6\u4e8b\u6700\u57fa\u672c\u7684\u524d\u63d0\uff1a\u8f66\u662f\u6d17\u8f66\u7684\u5bf9\u8c61\uff0c\u4e0d\u662f\u4f60\u7684\u4ea4\u901a\u5de5\u5177\u3002<\/p>\n<p>\u5f53\u7528\u6237\u6307\u51fa\u300c\u5927\u54e5\uff0c\u6211\u8f66\u8fd8\u5728\u5bb6\u91cc\u5462\u300d\u4e4b\u540e\uff0c\u51e0\u4e4e\u6240\u6709\u6a21\u578b\u90fd\u80fd\u79d2\u61c2\u9519\u8bef\uff0c\u7acb\u523b\u9053\u6b49\u5e76\u4fee\u6b63\u7b54\u6848\u3002Kimi \u8bf4\u300c\u6ca1\u60f3\u6e05\u695a\uff0c\u8fd9\u79cd\u60c5\u51b5\u5fc5\u987b\u5f00\u8f66\u53bb\u300d\uff0cChatGPT \u5c34\u5c2c\u5730\u627e\u8865\uff0cClaude \u5766\u7136\u627f\u8ba4\u81ea\u5df1\u7406\u89e3\u9519\u4e86\u3002<\/p>\n<p>\u597d\u5462\uff0c\u548c\u6211\u8003\u8bd5\u65f6\u4e00\u6837\uff0c\u5199\u6ee1\u4e24\u9875\u63a8\u5bfc\u8fc7\u7a0b\uff0c\u6700\u540e\u53d1\u73b0\u9898\u76ee\u770b\u9519\u4e86\u3002<\/p>\n<p>Hacker News \u4e0a\u4e00\u4e2a\u7f51\u53cb\u8bc4\u8bba\u8bf4\uff0c\u5982\u679c\u6211\u4eec\u5fc5\u987b\u628a\u4eba\u548c\u4eba\u4ea4\u6d41\u65f6\u6839\u672c\u4e0d\u9700\u8981\u660e\u8bf4\u7684\u80cc\u666f\u6761\u4ef6\u90fd\u8865\u5145\u51fa\u6765\uff0cAI \u624d\u80fd\u5f97\u51fa\u6b63\u786e\u7ed3\u8bba\uff0c\u90a3\u5b83\u7684\u300c\u7406\u89e3\u300d\u4e8c\u5b57\u5c31\u503c\u5f97\u6253\u4e2a\u95ee\u53f7\u4e86\u3002<\/p>\n<p>\u4e5f\u6709\u4eba\u53cd\u9a73\u8bf4\u9898\u76ee\u6ca1\u8bf4\u660e\u6d17\u8f66\u5e97\u4e0d\u63d0\u4f9b\u4e0a\u95e8\u53d6\u8f66\u670d\u52a1\uff0c\u4eba\u7c7b\u5176\u5b9e\u662f\u5728\u505a\u9ed8\u8ba4\u5047\u8bbe\u3002<\/p>\n<p>\u4f46\u95ee\u9898\u5c31\u5728\u4e8e\uff1a\u4eba\u7c7b\u4ea4\u6d41\u9ad8\u5ea6\u4f9d\u8d56\u5171\u4eab\u5e38\u8bc6\uff0c\u8bf4\u300c\u6211\u60f3\u6d17\u8f66\u300d\u5c31\u9ed8\u8ba4\u8f66\u5728\u8eab\u8fb9\uff0c\u5c31\u50cf\u8bf4\u300c\u5e2e\u6211\u8ba2\u673a\u7968\u300d\u9ed8\u8ba4\u5bf9\u65b9\u77e5\u9053\u51fa\u53d1\u5730\u3002\u6a21\u578b\u4e0d\u5177\u5907\u8fd9\u79cd\u7ecf\u9a8c\u6027\u7684\u9ed8\u8ba4\u3002<\/p>\n<p><img data-lazyload=\"https:\/\/x0.ifengimg.com\/res\/2026\/6C9234478F7351C4FA7E642AF445373F1B0E1A6B_size381_w1080_h661.png\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"\u6d17\u8f66\u4e0d\u5f00\u8f66\uff0c\u6d17\u5934\u4e0d\u5e26\u5934\u2026\u2026\u4e3a\u4ec0\u4e48AI\u5c31\u6b7b\u6d3b\u641e\u4e0d\u61c2\uff1f\"  \/><\/p>\n<p><strong>\u4e00\u9053<a href=\"https:\/\/www.alphaseek.cn\/?tag=%e7%bd%91%e7%ba%a2\" title=\"View all posts in \u7f51\u7ea2\" target=\"_blank\" class=\"tag_link\">\u7f51\u7ea2<\/a>\u9898\u53d8\u6210\u4e86\u4e25\u8083\u79d1\u5b66<\/strong><\/p>\n<p>\u5982\u679c\u6545\u4e8b\u5230\u6b64\u4e3a\u6b62\uff0c\u5b83\u4e0d\u8fc7\u662f\u53c8\u4e00\u8f6e\u4e92\u8054\u7f51\u5632\u7b11 AI \u7684\u72c2\u6b22\u3002<\/p>\n<p>\u4f46\u5361\u5185\u57fa\u6885\u9686\u5927\u5b66\u7684\u7814\u7a76\u56e2\u961f\u4e0d\u8fd9\u4e48\u770b\u3002\u4ed6\u4eec\u89c9\u5f97\u8fd9\u9053\u9898\u4e4b\u6240\u4ee5\u6709\u8da3\uff0c\u6070\u6070\u5728\u4e8e\u5b83\u592a\u7b80\u5355\u4e86\u2014\u2014\u53ea\u6709\u4e00\u4e2a\u51b2\u7a81\uff1a\u4e00\u4e2a\u663e\u773c\u7684\u8868\u9762\u7ebf\u7d22\u300c\u8ddd\u79bb\u5f88\u77ed\u300d\u548c\u4e00\u4e2a\u6ca1\u6709\u8bf4\u51fa\u6765\u7684\u9690\u542b\u7ea6\u675f\u300c\u8f66\u5fc5\u987b\u5728\u573a\u300d\u3002<\/p>\n<p>Yubo Li \u7b49\u4eba\u5728\u4eca\u5e74 3 \u6708\u5e95\u53d1\u5e03\u4e86\u4e00\u7bc7\u9884\u5370\u672c\u8bba\u6587\uff0c\u9898\u4e3a The Model Says Walk: How Surface Heuristics Override Implicit Constraints in LLM Reasoning\uff0c\u7528\u4e00\u5957\u300c\u8bca\u65ad\u3001\u5ea6\u91cf\u3001\u6865\u63a5\u3001\u6cbb\u7597\u300d\u7684\u56db\u6b65\u6846\u67b6\uff0c\u628a\u6d17\u8f66\u95ee\u9898\u5347\u683c\u4e3a\u4e86\u4e00\u4e2a\u7cfb\u7edf\u6027\u7684\u7814\u7a76\u8bfe\u9898\u3002<\/p>\n<p><img data-lazyload=\"https:\/\/x0.ifengimg.com\/res\/2026\/229B14A86E6289E832E513006910BB42DFCA0ADF_size400_w1072_h1386.png\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"\u6d17\u8f66\u4e0d\u5f00\u8f66\uff0c\u6d17\u5934\u4e0d\u5e26\u5934\u2026\u2026\u4e3a\u4ec0\u4e48AI\u5c31\u6b7b\u6d3b\u641e\u4e0d\u61c2\uff1f\"  \/><\/p>\n<p>\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/pdf\/2603.29025<\/p>\n<p>\u4ed6\u4eec\u5148\u505a\u4e86\u8bca\u65ad\u5b9e\u9a8c\u3002\u7528 6 \u4e2a\u5f00\u6e90\u6a21\u578b\u53cd\u590d\u6d4b\u8bd5\u6d17\u8f66\u9898\u7684\u4e0d\u540c\u8868\u8ff0\u65b9\u5f0f\uff0c\u6240\u6709\u6a21\u578b\u51c6\u786e\u7387\u4e3a\u96f6\u3002\u7136\u540e\u4ed6\u4eec\u7528\u56e0\u679c\u906e\u853d\u5206\u6790\u62c6\u89e3\u8f93\u5165\u6587\u672c\u7684\u5404\u4e2a\u90e8\u5206\uff0c\u770b\u6a21\u578b\u5230\u5e95\u5728\u300c\u542c\u300d\u4ec0\u4e48\u3002<\/p>\n<p><strong>\u7ed3\u679c\u662f\uff1a\u8ddd\u79bb\u7ebf\u7d22\u5bf9\u6a21\u578b\u51b3\u7b56\u7684\u5f71\u54cd\u529b\u662f\u76ee\u6807\u7ebf\u7d22\uff08\u6d17\u8f66\u8fd9\u4e2a\u9700\u6c42\u672c\u8eab\uff09\u7684 8.7 \u5230 38 \u500d<\/strong>\u3002\u8fd9\u4e2a\u6570\u5b57\u53eb\u542f\u53d1\u5f0f\u4e3b\u5bfc\u6bd4\uff08Heuristic Dominance Ratio\uff09\uff0c\u5b83\u610f\u5473\u7740\u6a21\u578b\u51e0\u4e4e\u5b8c\u5168\u65e0\u89c6\u4e86\u300c\u6d17\u8f66\u300d\u8fd9\u4e2a\u76ee\u6807\u8574\u542b\u7684\u7269\u7406\u524d\u63d0\uff0c\u628a\u5168\u90e8\u6ce8\u610f\u529b\u653e\u5728\u4e86\u300c50 \u7c73\u300d\u4e0a\u3002<\/p>\n<p>\u5728\u76ee\u6807\u8bed\u53e5\u91cc\uff0c\u300cwashing\u300d\u300cwashed\u300d\u8fd9\u7c7b\u52a8\u4f5c\u8bcd\u5fae\u5f31\u5730\u6307\u5411\u5f00\u8f66\uff0c\u4f46\u300ccar\u300d\u300cvehicle\u300d\u8fd9\u7c7b\u540d\u8bcd\u53cd\u800c\u6307\u5411\u8d70\u8def\u3002\u4e24\u79cd\u529b\u91cf\u4e92\u76f8\u62b5\u6d88\uff0c\u76ee\u6807\u8bed\u53e5\u7684\u51c0\u5f71\u54cd\u63a5\u8fd1\u4e8e\u96f6\u3002<\/p>\n<p>\u63a5\u4e0b\u6765\u662f\u5355\u8c03\u6027\u66f2\u7ebf\u5b9e\u9a8c\u3002\u7814\u7a76\u8005\u628a\u8ddd\u79bb\u4ece 10 \u7c73\u4e00\u8def\u62c9\u5230 100 \u516c\u91cc\uff0c\u540c\u65f6\u8bbe\u4e86\u4e24\u4e2a\u6761\u4ef6\uff1a\u51b2\u7a81\u6761\u4ef6\u662f\u6d17\u8f66\uff08\u65e0\u8bba\u591a\u8fdc\u90fd\u8be5\u5f00\u8f66\uff09\uff0c\u5bf9\u7167\u6761\u4ef6\u662f\u4e70\u5496\u5561\uff08\u8fdc\u4e86\u8be5\u5f00\u8f66\u3001\u8fd1\u4e86\u8be5\u8d70\u8def\uff09\u3002<\/p>\n<p>\u5982\u679c\u6a21\u578b\u771f\u7684\u7406\u89e3\u4e86\u6d17\u8f66\u7684\u7ea6\u675f\uff0c\u51b2\u7a81\u6761\u4ef6\u7684\u66f2\u7ebf\u5e94\u8be5\u662f\u4e00\u6761\u5e73\u76f4\u7ebf\uff0c\u4e0d\u7ba1\u8ddd\u79bb\u600e\u4e48\u53d8\u90fd\u9009\u5f00\u8f66\u3002\u4f46\u5b9e\u9645\u4e0a\uff0c6 \u4e2a\u6a21\u578b\u753b\u51fa\u6765\u7684\u90fd\u662f S \u578b\u66f2\u7ebf\uff0c\u548c\u5bf9\u7167\u6761\u4ef6\u51e0\u4e4e\u5e73\u884c\u3002\u8ddd\u79bb\u77ed\u5c31\u9009\u8d70\u8def\uff0c\u8ddd\u79bb\u957f\u5c31\u9009\u5f00\u8f66\u3002<\/p>\n<p><img data-lazyload=\"https:\/\/x0.ifengimg.com\/res\/2026\/7CB8D85B49582F72425A71F8976F8EF362D33BF4_size100_w906_h560.png\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"\u6d17\u8f66\u4e0d\u5f00\u8f66\uff0c\u6d17\u5934\u4e0d\u5e26\u5934\u2026\u2026\u4e3a\u4ec0\u4e48AI\u5c31\u6b7b\u6d3b\u641e\u4e0d\u61c2\uff1f\"  \/><\/p>\n<p>\u8fd9\u8bf4\u660e\u6a21\u578b\u5185\u90e8\u5e76\u6ca1\u6709\u4e00\u4e2a\u300c\u7406\u89e3\u300d\u7684\u56de\u8def\u4f1a\u6839\u636e\u4efb\u52a1\u76ee\u6807\u6765\u8c03\u63a7\u51b3\u7b56\uff0c\u800c\u662f\u5b58\u5728\u4e00\u79cd\u8fd1\u4e4e\u4e0e\u4e0a\u4e0b\u6587\u65e0\u5173\u7684\u542f\u53d1\u5f0f\u6620\u5c04\uff1a\u8ddd\u79bb\u5230\u51b3\u7b56\u7684\u8f6c\u6362\u51fd\u6570\uff0c\u50cf\u4e00\u6761\u56fa\u5316\u5728\u6743\u91cd\u91cc\u7684\u516c\u5f0f\uff0c\u4e0d\u53d7\u76ee\u6807\u7ea6\u675f\u7684\u8c03\u8282\u3002<\/p>\n<p>\u4f46\u7814\u7a76\u8005\u6ca1\u6709\u6b62\u6b65\u4e8e\u8bca\u65ad\u3002\u4ed6\u4eec\u6784\u5efa\u4e86\u4e00\u4e2a\u53eb HOB \u7684\u57fa\u51c6\u6d4b\u8bd5\uff0c\u5168\u79f0\u542f\u53d1\u5f0f\u8986\u76d6\u57fa\u51c6\uff08Heuristic Override Benchmark\uff09\uff0c\u5305\u542b 500 \u9053\u9898\uff0c\u8986\u76d6 4 \u7c7b\u542f\u53d1\u5f0f\u504f\u89c1\uff08\u8ddd\u79bb\u3001\u6548\u7387\u3001\u6210\u672c\u3001\u8bed\u4e49\u5339\u914d\uff09\u548c 5 \u7c7b\u9690\u542b\u7ea6\u675f\uff08\u5b58\u5728\u6027\u3001\u80fd\u529b\u3001\u6709\u6548\u6027\u3001\u8303\u56f4\u3001\u6d41\u7a0b\uff09\uff0c\u6a2a\u8de8\u4ea4\u901a\u3001\u8d2d\u7269\u3001\u533b\u7597\u3001\u5bb6\u5c45\u7b49 7 \u4e2a\u9886\u57df\u3002\u6bcf\u9053\u9898\u90fd\u6709\u4e00\u4e2a\u6700\u5c0f\u5bf9\u7167\u7ec4\uff0c\u79fb\u9664\u51b2\u7a81\u7ea6\u675f\u540e\uff0c\u68c0\u9a8c\u6a21\u578b\u7684\u6b63\u786e\u662f\u771f\u63a8\u7406\u8fd8\u662f\u78b0\u8fd0\u6c14\u3002<\/p>\n<p>14 \u4e2a\u6a21\u578b\u5728 HOB \u4e0a\u7684\u8868\u73b0\uff0c\u5982\u91c7\u7528\u4e25\u683c\u6807\u51c6\uff08\u540c\u4e00\u9053\u9898\u95ee 10 \u904d\u5fc5\u987b\u5168\u5bf9\uff09\uff0c\u6392\u540d\u6700\u9ad8\u7684 Gemini 3.1 Pro \u4e5f\u53ea\u6709 74.6%\u3002<\/p>\n<p><img data-lazyload=\"https:\/\/x0.ifengimg.com\/res\/2026\/0674EF445C596C78499BF07794B2A246A21CA868_size118_w1080_h633.png\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"\u6d17\u8f66\u4e0d\u5f00\u8f66\uff0c\u6d17\u5934\u4e0d\u5e26\u5934\u2026\u2026\u4e3a\u4ec0\u4e48AI\u5c31\u6b7b\u6d3b\u641e\u4e0d\u61c2\uff1f\"  \/><\/p>\n<p>\u7814\u7a76\u8005\u8fd8\u53d1\u73b0\uff0c\u5f53\u4ed6\u4eec\u628a\u9898\u76ee\u4e2d\u7684\u7ea6\u675f\u6761\u4ef6\u79fb\u9664\u540e\uff08\u6bd4\u5982\u628a\u300c\u6d17\u8f66\u300d\u6539\u6210\u300c\u53bb\u6d17\u8f66\u5e97\u4e70\u793c\u54c1\u5361\u300d\uff09\uff0c14 \u4e2a\u6a21\u578b\u4e2d\u6709 12 \u4e2a\u7684\u6210\u7ee9\u53cd\u800c\u53d8\u5dee\u4e86\uff0c\u6700\u591a\u4e0b\u964d\u4e86 38.5 \u4e2a\u767e\u5206\u70b9\u3002<\/p>\n<p>\u8fd9\u610f\u5473\u7740\u5f88\u591a\u770b\u4f3c\u6b63\u786e\u7684\u56de\u7b54\u5176\u5b9e\u4e0d\u662f\u63a8\u7406\u51fa\u6765\u7684\uff0c\u53ea\u662f\u6a21\u578b\u9ed8\u8ba4\u9009\u4e86\u66f4\u4fdd\u5b88\u3001\u66f4\u96be\u7684\u90a3\u4e2a\u9009\u9879\u3002<\/p>\n<p>\u4e0d\u8fc7\u4e5f\u6709\u597d\u6d88\u606f\u3002\u7814\u7a76\u8005\u53d1\u73b0\u53ea\u8981\u7ed9\u4e00\u4e2a\u5fae\u5c0f\u7684\u63d0\u793a\uff0c\u6bd4\u5982<strong>\u5728\u9898\u76ee\u91cc\u52a0\u7c97\u300c\u6211\u7684\u8f66\u300d\u4e09\u4e2a\u5b57\uff0c\u6a21\u578b\u7684\u51c6\u786e\u7387\u5e73\u5747\u80fd\u63d0\u5347 15 \u4e2a\u767e\u5206\u70b9\u3002<\/strong><\/p>\n<p>\u8fd9\u8bf4\u660e\u6a21\u578b\u5e76\u975e\u7f3a\u4e4f\u76f8\u5173\u77e5\u8bc6\uff0c\u800c\u662f\u65e0\u6cd5\u81ea\u4e3b\u5730\u6fc0\u6d3b\u8fd9\u4e9b\u77e5\u8bc6\u3002<\/p>\n<p>\u57fa\u4e8e\u8fd9\u4e2a\u53d1\u73b0\uff0c\u4ed6\u4eec\u8bbe\u8ba1\u4e86\u4e00\u4e2a\u53eb\u300c\u76ee\u6807\u5206\u89e3\u63d0\u793a\u300d\u7684\u5e72\u9884\u65b9\u6cd5\uff1a\u5728\u56de\u7b54\u4e4b\u524d\u5148\u8ba9\u6a21\u578b\u5217\u51fa\u76ee\u6807\u5b9e\u73b0\u7684\u5fc5\u8981\u524d\u63d0\u6761\u4ef6\u3002<\/p>\n<p>\u6548\u679c\u5728\u8f83\u5f31\u7684\u6a21\u578b\u4e0a\u5c24\u4e3a\u660e\u663e\uff0cLlama 4 Scout \u63d0\u5347\u4e86 9 \u4e2a\u767e\u5206\u70b9\uff0cGPT-5.4 \u63d0\u5347\u4e86 6.3 \u4e2a\u767e\u5206\u70b9\u3002\u800c\u5df2\u7ecf\u6700\u5f3a\u7684 Gemini 3.1 Pro \u51e0\u4e4e\u6ca1\u53d8\u5316\uff0c\u8bf4\u660e\u5b83\u672c\u8eab\u5c31\u5df2\u7ecf\u5728\u505a\u7c7b\u4f3c\u7684\u4e8b\u4e86\u3002<\/p>\n<p>\u7814\u7a76\u8005\u8fd8\u505a\u4e86\u4e00\u7ec4\u53c2\u6570\u5316\u63a2\u9488\u5b9e\u9a8c\uff0c\u6d4b\u8bd5\u8fd9\u79cd\u542f\u53d1\u5f0f\u504f\u89c1\u662f\u5426\u53ea\u5b58\u5728\u4e8e\u8ddd\u79bb\u5224\u65ad\u3002\u4ed6\u4eec\u628a\u540c\u6837\u7684\u5206\u6790\u6846\u67b6\u6269\u5c55\u5230\u4e86\u6210\u672c\u3001\u6548\u7387\u548c\u8bed\u4e49\u5339\u914d\u4e09\u79cd\u542f\u53d1\u5f0f\u7c7b\u578b\u3002<\/p>\n<p>\u7ed3\u679c\u53d1\u73b0\uff0c\u6210\u672c\u578b\u542f\u53d1\u5f0f\u6700\u5bb9\u6613\u88ab\u514b\u670d\uff0c6 \u4e2a\u6a21\u578b\u4e2d\u6709 5 \u4e2a\u80fd\u6b63\u786e\u63a8\u7406\u3002<\/p>\n<p>\u4f46\u6548\u7387\u578b\u548c\u8bed\u4e49\u578b\u5c31\u6ca1\u90a3\u4e48\u4e50\u89c2\u3002<\/p>\n<p>\u5728\u6548\u7387\u578b\u63a2\u9488\u4e2d\uff0c\u95ee\u9898\u662f\u300c\u6211\u9700\u8981\u628a\u4e00\u4e2a 500 \u78c5\u7684\u4fdd\u9669\u7bb1\u642c\u5230\u4e8c\u697c\uff0c\u81ea\u5df1\u642c\u6700\u5feb\u8fd8\u662f\u8bf7\u642c\u5bb6\u516c\u53f8\uff1f\u300d\u6a21\u578b\u770b\u5230\u300c\u81ea\u5df1\u642c\u66f4\u5feb\u300d\u8fd9\u4e2a\u7ebf\u7d22\u5c31\u575a\u6301\u63a8\u8350\u81ea\u642c\uff0c\u5b8c\u5168\u5ffd\u7565\u4e86\u4e00\u4e2a\u4eba\u6839\u672c\u642c\u4e0d\u52a8 500 \u78c5\u7684\u7269\u7406\u9650\u5236\u3002<\/p>\n<p>\u5728\u8bed\u4e49\u578b\u63a2\u9488\u4e2d\uff0c\u968f\u7740\u52a0\u6cb9\u7ad9\u7684\u63cf\u8ff0\u8d8a\u6765\u8d8a\u300c<a href=\"https:\/\/www.alphaseek.cn\/?tag=%e6%b1%bd%e8%bd%a6\" title=\"View all posts in \u6c7d\u8f66\" target=\"_blank\" class=\"tag_link\">\u6c7d\u8f66<\/a>\u76f8\u5173\u300d\uff0c\u6a21\u578b\u5c31\u8d8a\u503e\u5411\u4e8e\u63a8\u8350\u53bb\u52a0\u6cb9\u7ad9\u4fee\u8f6e\u80ce\uff0c\u5c3d\u7ba1\u52a0\u6cb9\u7ad9\u5e76\u4e0d\u63d0\u4f9b\u8f6e\u80ce\u7ef4\u4fee\u670d\u52a1\u3002<\/p>\n<p><strong>\u586b\u5f97\u597d\u7684\u65f6\u5019\u770b\u8d77\u6765\u50cf\u667a\u80fd\uff0c\u586b\u9519\u7684\u65f6\u5019\u770b\u8d77\u6765\u50cf\u7b11\u8bdd<\/strong><\/p>\n<p>\u6211\u4eec\u5728\u548c AI 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class=\"tag_link\">\u4eba\u5de5\u667a\u80fd<\/a>\u96be\u9898\uff1a<\/p>\n<p>\u5f53\u4e00\u4e2a\u667a\u80fd\u4f53\u6267\u884c\u4e00\u4e2a\u52a8\u4f5c\u65f6\uff0c\u5b83\u5982\u4f55\u77e5\u9053\u54ea\u4e9b\u4e8b\u60c5\u4f1a\u6539\u53d8\u3001\u54ea\u4e9b\u4e0d\u4f1a\uff1f\u4eba\u7c7b\u4e0d\u9700\u8981\u601d\u8003\u8fd9\u4e2a\u95ee\u9898\uff0c\u6211\u4eec\u51ed\u76f4\u89c9\u5c31\u77e5\u9053\u6d17\u8f66\u9700\u8981\u8f66\u5728\u573a\uff0c\u8fd9\u79cd\u80fd\u529b\u662f\u5d4c\u5728\u6211\u4eec\u4e0e\u7269\u7406\u4e16\u754c\u6253\u4ea4\u9053\u7684\u5168\u90e8\u7ecf\u9a8c\u91cc\u7684\u3002<\/p>\n<\/p>\n<p>\u800c\u5927\u8bed\u8a00\u6a21\u578b\u6ca1\u6709\u8eab\u4f53\uff0c\u6ca1\u6709\u8ddf\u7269\u7406\u4e16\u754c\u6253\u8fc7\u4ea4\u9053\u3002\u5b83\u901a\u8fc7\u6d77\u91cf\u6587\u672c\u5b66\u5230\u4e86\u65e0\u6570\u6a21\u5f0f\uff0c\u5176\u4e2d\u300c\u77ed\u8ddd\u79bb\u8d70\u8def\u300d\u662f\u4e00\u4e2a\u6781\u5176\u5f3a\u5927\u7684\u6a21\u5f0f\uff0c\u56e0\u4e3a\u5728\u7edd\u5927\u591a\u6570\u60c5\u51b5\u4e0b\u5b83\u786e\u5b9e\u662f\u5bf9\u7684\u3002\u6d17\u8f66\u9898\u7684\u7279\u6b8a\u4e4b\u5904\u5728\u4e8e\uff0c\u6b63\u786e\u7b54\u6848\u53d6\u51b3\u4e8e\u4e00\u4e2a\u6ca1\u6709\u88ab\u8bf4\u51fa\u6765\u7684\u524d\u63d0\u6761\u4ef6\uff0c\u800c\u8fd9\u4e2a\u524d\u63d0\u6761\u4ef6\u521a\u597d\u8ddf\u90a3\u4e2a\u5f3a\u5927\u7684\u6a21\u5f0f\u76f8\u77db\u76fe\u3002<\/p>\n<p>\u6709\u4eba\u8bf4\uff1a\u6a21\u578b\u770b\u5230\u8fd9\u9053\u9898\uff0c\u770b\u5230\u7684\u662f\u4e00\u5806 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