{"id":263797,"date":"2026-07-10T18:20:16","date_gmt":"2026-07-10T10:20:16","guid":{"rendered":"https:\/\/www.hkubs.hku.hk\/research\/thought-leadership\/the-smartest-ai-is-not-always-the-best-ai-trader\/"},"modified":"2026-07-10T18:27:20","modified_gmt":"2026-07-10T10:27:20","slug":"the-smartest-ai-is-not-always-the-best-ai-trader","status":"publish","type":"thought-leadership","link":"https:\/\/www.hkubs.hku.hk\/sc\/research\/thought-leadership\/ft-chinese-column\/the-smartest-ai-is-not-always-the-best-ai-trader\/","title":{"rendered":"\u6700\u201c\u806a\u660e\u201d\u7684AI\u672a\u5fc5\u662f\u6700\u4f18\u79c0\u7684AI\u4ea4\u6613\u5458"},"content":{"rendered":"<p>\u8fd1\u671f\uff0cInteractive Brokers \u5ba3\u5e03\uff0c\u7528\u6237\u53ef\u5c06 ChatGPT\u3001Claude\u3001Grok \u7b49\u5927\u8bed\u8a00\u6a21\u578b\u76f4\u63a5\u63a5\u5165\u6295\u8d44\u8d26\u6237\uff0c\u7528\u4e8e\u5e02\u573a\u7814\u7a76\u3001\u6295\u8d44\u7ec4\u5408\u5206\u6790\uff0c\u4e43\u81f3\u751f\u6210\u4ea4\u6613\u6307\u4ee4\u3002 \u5927\u8bed\u8a00\u6a21\u578b\u6b63\u4ece\u201c\u56de\u7b54\u95ee\u9898\u201d\u201c\u751f\u6210\u5185\u5bb9\u201d\u7684\u5bf9\u8bdd\u5de5\u5177\uff0c\u6f14\u5316\u4e3a\u80fd\u8c03\u7528\u5916\u90e8\u5de5\u5177\u3001\u8fde\u63a5\u771f\u5b9e\u7cfb\u7edf\u3001\u53c2\u4e0e\u590d\u6742\u51b3\u7b56\u7684\u667a\u80fd\u4f53\u3002 \u968f\u8457 AI \u8fc8\u8fdb\u771f\u5b9e\u573a\u666f\uff0c\u4e00\u4e2a\u66f4\u5177\u73b0\u5b9e\u610f\u4e49\u7684\u95ee\u9898\u968f\u4e4b\u6d6e\u73b0\uff1a\u5f53\u5b83\u4eec\u6301\u7eed\u53c2\u4e0e\u73b0\u5b9e\u91d1\u878d\u51b3\u7b56\u65f6\uff0c\u8868\u73b0\u7a76\u7adf\u5982\u4f55\uff1f<\/p>\n<p>\u4e3a\u63a2\u7a76\u8fd9\u4e00\u95ee\u9898\uff0c\u9999\u6e2f\u5927\u5b66\u7ecf\u7ba1\u5b66\u9662\u4eba\u5de5\u667a\u80fd\u8bc4\u4f30\u5b9e\u9a8c\u5ba4\uff08AIEL\uff09\u5f00\u5c55\u4e86\u4e00\u9879\u5b9e\u65f6\u5916\u6c47\u4ea4\u6613\u5b9e\u9a8c\u3002 10 \u4e2a\u4e3b\u6d41\u5927\u8bed\u8a00\u6a21\u578b\u2014\u2014\u5305\u62ec GPT\u3001Claude\u3001Gemini\u3001DeepSeek\u3001Qwen\u3001Grok\u3001GLM\u3001Kimi\u3001MiniMax \u548c Seed\uff08Doubao\uff09\u2014\u2014\u5728\u76f8\u540c\u521d\u59cb\u8d44\u91d1\u3001\u4ea4\u6613\u5de5\u5177\u4e0e\u6760\u6746\u7ea6\u675f\u4e0b\uff0c\u57fa\u4e8e\u771f\u5b9e\u5e02\u573a\u6570\u636e\u6301\u7eed\u8fdb\u884c\u6a21\u62df\u4ea4\u6613\u3002 \u5b83\u4eec\u6bcf\u4e2a\u5c0f\u65f6\u83b7\u53d6\u4e00\u6b21\u6700\u65b0\u5e02\u573a\u4fe1\u606f\uff0c\u81ea\u4e3b\u5224\u65ad\u662f\u5426\u68c0\u7d22\u65b0\u95fb\u3001\u5206\u6790\u884c\u60c5\u6216\u8c03\u6574\u4ed3s\u4f4d\u3002 \u6240\u6709\u51b3\u7b56\u5747\u57fa\u4e8e\u5b9e\u65f6\u6570\u636e\u5b8c\u6210\uff0c\u5b9e\u9a8c\u6709\u6548\u89c4\u907f\u4e86\u8bad\u7ec3\u6570\u636e\u4e0e\u8bc4\u6d4b\u6570\u636e\u91cd\u53e0\u53ef\u80fd\u5e26\u6765\u7684\u6570\u636e\u6c61\u67d3\u98ce\u9669\u3002<\/p>\n<p>\u81ea2026\u5e744\u6708\u542f\u52a8\u4ee5\u6765\uff0c\u7ecf\u8fc7\u516d\u5468\u8fd0\u884c\uff0c\u4e0d\u540c\u6a21\u578b\u5728\u4ea4\u6613\u884c\u4e3a\u548c\u6536\u76ca\u8868\u73b0\u4e0a\u5448\u73b0\u51fa\u660e\u663e\u5206\u5316\u3002 \u90e8\u5206\u6a21\u578b\u5b9e\u73b0\u4e86\u63a5\u8fd1\u4e24\u4f4d\u6570\u7684\u7d2f\u8ba1\u6536\u76ca\u7387\uff0c\u4f8b\u5982Qwen3.5 Plus\u548cKimi K2.5; \u800cMiniMax 2.5\u548cDeepSeek V3.2\u5219\u51fa\u73b0\u4e86\u8f83\u5927\u4e8f\u635f\u3002 \u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c\u8fd9\u4e00\u7ed3\u679c\u4e0e\u6211\u4eec\u6b64\u524d\u53d1\u5e03\u7684\u63a8\u7406\u80fd\u529b\u8bc4\u6d4b<span>[i]<\/span>\u6216Chatbot Arena +<span>[ii]<\/span>\u901a\u7528\u80fd\u529b\u699c\u5355\u5e76\u4e0d\u5b8c\u5168\u4e00\u81f4\u2014\u2014\u5728\u63a8\u7406\u3001\u77e5\u8bc6\u95ee\u7b54\u6216\u4ee3\u7801\u751f\u6210\u4efb\u52a1\u4e2d\u8868\u73b0\u9886\u5148\u7684\u6a21\u578b\uff0c\u672a\u5fc5\u80fd\u5728\u771f\u5b9e\u91d1\u878d\u5e02\u573a\u4e2d\u65a9\u83b7\u6700\u4f73\u6536\u76ca\u3002<\/p>\n<p>\u8fd9\u5e76\u4e0d\u4ee4\u4eba\u610f\u5916\u3002 \u5728\u5927\u591a\u6570AI\u57fa\u51c6\u6d4b\u8bd5\u4e2d\uff0c\u95ee\u9898\u901a\u5e38\u5b58\u5728\u660e\u786e\u7b54\u6848; \u800c\u91d1\u878d\u5e02\u573a\u5219\u5145\u6ee1\u6742\u8baf\u548c\u4e0d\u786e\u5b9a\u6027\u3002 \u5373\u4f7f\u5bf9\u5e02\u573a\u65b9\u5411\u7684\u5224\u65ad\u6b63\u786e\uff0c\u4e5f\u53ef\u80fd\u56e0\u4e3a\u4ed3\u4f4d\u7ba1\u7406\u3001\u98ce\u9669\u63a7\u5236\u6216\u4ea4\u6613\u65f6\u673a\u9009\u62e9\u4e0d\u5f53\u800c\u906d\u53d7\u635f\u5931\u3002 \u73b0\u5b9e\u4e2d\u7684\u6295\u8d44\u884c\u4e1a\u65e9\u5df2\u8bc1\u660e\uff0c\u6700\u806a\u660e\u7684\u4eba\u672a\u5fc5\u662f\u6700\u6210\u529f\u7684\u6295\u8d44\u8005\u3002 \u5bf9\u4e8eAI\u800c\u8a00\uff0c\u76ee\u524d\u7684\u8bc1\u636e\u4f3c\u4e4e\u4e5f\u6307\u5411\u7c7b\u4f3c\u7684\u7ed3\u8bba\u3002 \u6b64\u524dStockBench<span>[iii]<\/span>\u548cLiveTradeBench<span>[iv]<\/span>\u7b49\u80a1\u7968\u5e02\u573a\u8bc4\u6d4b\u4e5f\u89c2\u5bdf\u5230\u4e86\u7c7b\u4f3c\u73b0\u8c61\uff1a\u66f4\u5f3a\u7684\u63a8\u7406\u80fd\u529b\u5e76\u4e0d\u5fc5\u7136\u8f6c\u5316\u4e3a\u66f4\u597d\u7684\u6295\u8d44\u8868\u73b0\u3002<\/p>\n<p>\u5b9e\u9a8c\u4e2d\uff0c\u4e0d\u540c\u6a21\u578b\u9010\u6e10\u5448\u73b0\u51fa\u4e0d\u540c\u7684\u4ea4\u6613\u98ce\u683c\uff1a\u6709\u4e9b\u6a21\u578b\u9891\u7e41\uff0c\u6709\u4e9b\u503e\u5411\u4e8e\u957f\u671f\u6301\u6709; \u6709\u4e9b\u79ef\u6781\u4f7f\u7528\u6760\u6746\uff0c\u6709\u4e9b\u5219\u59cb\u7ec8\u4fdd\u6301\u8c28\u614e\u3002 \u8fd9\u79cd\u5dee\u5f02\u540c\u6837\u4f53\u73b0\u5728\u4fe1\u606f\u83b7\u53d6\u4e0a\u3002 \u4e0e\u8bb8\u591a\u7814\u7a76\u76f4\u63a5\u5411\u6a21\u578b\u63d0\u4f9b\u7edf\u4e00\u65b0\u95fb\u6458\u8981\u4e0d\u540c\uff0c\u6211\u4eec\u5141\u8bb8\u6a21\u578b\u81ea\u4e3b\u51b3\u5b9a\u662f\u5426\u641c\u7d22\u65b0\u95fb\u3001\u67e5\u770b\u5e02\u573a\u6570\u636e\u6216\u8c03\u53d6\u5386\u53f2\u4ef7\u683c\u8d70\u52bf\u3002 \u6709\u4e9b\u6a21\u578b\u9891\u7e41\u641c\u7d22\u5de8\u96c6\u89c2\u65b0\u95fb\uff0c\u6709\u4e9b\u5219\u66f4\u591a\u4f9d\u8d56\u4ef7\u683c\u8d70\u52bf\u548c\u5386\u53f2\u6570\u636e\u3002 \u6b63\u5982\u73b0\u5b9e\u5e02\u573a\u4e2d\uff0c\u4e0d\u540c\u4ea4\u6613\u5458\u6709\u5404\u81ea\u504f\u597d\u7684\u8d44\u8baf\u6765\u6e90\u3001\u5206\u6790\u6846\u67b6\u548c\u4ea4\u6613\u8282\u594f\uff0c\u4e0d\u540cAI\u6a21\u578b\u4e5f\u5c55\u73b0\u51fa\u4e86\u76f8\u4f3c\u7684\u7b56\u7565\u5206\u5316\u3002<\/p>\n<p>\u66f4\u957f\u8fdc\u6765\u770b\uff0c\u8fd9\u9879\u5b9e\u9a8c\u6216\u8bb8\u8ba9\u6211\u4eec\u63d0\u524d\u7aa5\u89c1\u4e86\u672a\u6765\u91d1\u878d\u5e02\u573a\u7684\u4e00\u79cd\u53ef\u80fd\u5f62\u6001\u3002 \u4eca\u5929\uff0c\u5927\u591a\u6570\u91d1\u878d\u673a\u6784\u4ecd\u5c06AI\u89c6\u4e3a\u8f85\u52a9\u5de5\u5177\uff0c\u7528\u4e8e\u7814\u7a76\u3001\u5206\u6790\u548c\u51b3\u7b56\u652f\u63f4\u3002 \u4f46\u968f\u8457\u6a21\u578b\u80fd\u529b\u4e0d\u65ad\u63d0\u5347\uff0cAI\u5728\u6295\u8d44\u6d41\u7a0b\u4e2d\u7684\u89d2\u8272\u6b63\u5728\u9010\u6b65\u6269\u5927\u3002 \u4ece\u751f\u6210\u7814\u7a76\u62a5\u544a\uff0c\u5230\u8f85\u52a9\u6784\u5efa\u6295\u8d44\u7ec4\u5408\uff0c\u518d\u5230\u6267\u884c\u90e8\u5206\u4ea4\u6613\u51b3\u7b56\uff0c\u8d8a\u6765\u8d8a\u591a\u539f\u672c\u7531\u4eba\u7c7b\u5b8c\u6210\u7684\u5de5\u4f5c\u5f00\u59cb\u7531\u6a21\u578b\u53c2\u4e0e\u3002 \u5982\u679c\u8fd9\u4e00\u8d8b\u52bf\u6301\u7eed\u53d1\u5c55\uff0c\u672a\u6765\u91d1\u878d\u5e02\u573a\u4e2d\u7684\u90e8\u5206\u51b3\u7b56\u53ef\u80fd\u5c06\u7531AI\u76f4\u63a5\u5b8c\u6210\u3002 \u5f53\u8d8a\u6765\u8d8a\u591a\u8d44\u91d1\u5f00\u59cb\u7531\u6f14\u7b97\u6cd5\u548c\u6a21\u578b\u7ba1\u7406\u65f6\uff0c\u5e02\u573a\u8fd0\u884c\u65b9\u5f0f\u672c\u8eab\u4e5f\u53ef\u80fd\u968f\u4e4b\u53d1\u751f\u53d8\u5316\u3002<\/p>\n<p>\u91d1\u878d\u5e02\u573a\u4f1a\u53d8\u5316\uff0c\u6a21\u578b\u672c\u8eab\u4e5f\u5728\u6301\u7eed\u6f14\u8fdb\u3002 \u6211\u4eec\u7684\u5b9e\u9a8c\u6301\u7eed\u4e86\u516d\u5468\uff0c\u89c2\u5bdf\u5230\u7684\u53ea\u662f\u7279\u5b9a\u5e02\u573a\u73af\u5883\u4e0b\u7684\u4e00\u6bb5\u6837\u672c\u3002 \u4eca\u5929\u8868\u73b0\u9886\u5148\u7684\u6a21\u578b\u672a\u5fc5\u80fd\u591f\u957f\u671f\u9886\u5148\uff0c\u800c\u672a\u6765\u6a21\u578b\u7684\u80fd\u529b\u8fb9\u754c\u4e5f\u53ef\u80fd\u8fdc\u8d85\u73b0\u5728\u7684\u6c34\u51c6\u3002 \u4f46\u6709\u4e00\u70b9\u5df2\u7ecf\u8d8a\u6765\u8d8a\u6e05\u6670\uff1a\u5f53AI\u5f00\u59cb\u4ece\u201c\u56de\u7b54\u95ee\u9898\u201d\u8f6c\u5411\u201c\u505a\u51fa\u51b3\u7b56\u201d\u65f6\uff0c\u6211\u4eec\u6216\u8bb8\u9700\u8981\u91cd\u65b0\u601d\u8003\u8861\u91cf\u667a\u80fd\u7684\u6807\u51c6\u3002 \u968f\u8457\u5927\u6a21\u578b\u9010\u6e10\u4ece\u8d44\u8baf\u5904\u7406\u5de5\u5177\u6f14\u53d8\u4e3a\u51b3\u7b56\u4e3b\u4f53\uff0c\u6211\u4eec\u4e0d\u4ec5\u9700\u8981\u5173\u6ce8\u5b83\u4eec\u80fd\u5426\u7ed9\u51fa\u6b63\u786e\u7b54\u6848\uff0c\u4e5f\u9700\u8981\u5173\u6ce8\u5b83\u4eec\u5982\u4f55\u5bfb\u627e\u8d44\u8baf\u3001\u5982\u4f55\u7ba1\u7406\u98ce\u9669\uff0c\u4ee5\u53ca\u5982\u4f55\u5728\u4e0d\u786e\u5b9a\u73af\u5883\u4e0b\u6301\u7eed\u505a\u51fa\u5224\u65ad\u3002 \u5bf9\u4e8e\u91d1\u878d\u5e02\u573a\u800c\u8a00\uff0c\u6700\u201c\u806a\u660e\u201d\u7684AI\u672a\u5fc5\u662f\u6700\u4f18\u79c0\u7684AI\u4ea4\u6613\u5458\u3002<\/p>\n<p><span>[i]<\/span> <a href=\"https:\/\/www.hkubs.hku.hk\/aimodelrankings\/leaderboards\/reasoningCapabilities.html\" target=\"_blank\" rel=\"noopener\">https:\/\/www.hkubs.hku.hk\/aimodelrankings\/leaderboards\/reasoningCapabilities.html<\/a><\/p>\n<p><span>[ii]<\/span> <span><a href=\"https:\/\/openlm.ai\/chatbot-arena\/\" target=\"_blank\" rel=\"noopener\">https:\/\/openlm.ai\/chatbot-arena\/<\/a><\/span><\/p>\n<p><span>[iii]<\/span> Chen, Y., Yao, Z., Liu, Y., Xin, A., Ye, J., Yu, J., &#8230; &amp; Li, J. (2025). Stockbench: Can llm agents trade stocks profitably in real-world markets?.\u00a0<em>arXiv preprint arXiv:2510.02209<\/em>.<\/p>\n<p><span>[iv]<\/span> Yu, H., Li, F., &amp; You, J. (2025). Livetradebench: Seeking real-world alpha with large language models.\u00a0<em>arXiv preprint arXiv:2511.03628<\/em>.<\/p>\n<p><strong>\u848b\u9547\u8f89\u6559\u6388<br \/>\n\u6e2f\u5927\u7ecf\u7ba1\u5b66\u9662\u521b\u65b0\u53ca\u8d44\u8baf\u7ba1\u7406\u5b66\u6559\u6388<\/strong><\/p>\n<p><span>\uff08\u672c\u6587\u540c\u65f6\u4e8e\u4e8c\u96f6\u4e8c\u516d\u5e74\u4e03\u6708\u4e5d\u65e5\u8f7d\u4e8e\u300aFT\u4e2d\u6587\u7f51\u300b\u660e\u5fb7\u5546\u8bba\u4e13\u680f\uff09<\/span><\/p>\n","protected":false},"featured_media":0,"template":"","meta":{"_lmt_disableupdate":"","_lmt_disable":"","footnotes":""},"tags":[],"class_list":["post-263797","thought-leadership","type-thought-leadership","status-publish","hentry","leadership-topic-categories-ft-chinese-column-sc","leadership-topic-categories-opinions-and-speeches-sc","opinion-speeches-categories-faculty-sc"],"aioseo_notices":[],"aioseo_head":"\n\t\t<!-- All in One SEO 4.9.9 - aioseo.com -->\n\t<meta name=\"description\" content=\"\u8fd1\u671f\uff0cInteractive Brokers \u5ba3\u5e03\uff0c\u7528\u6237\u53ef\u5c06 ChatGPT\u3001Claude\u3001Grok \u7b49\u5927\u8bed\u8a00\u6a21\u578b\u76f4\u63a5\u63a5\u5165\u6295\u8d44\u8d26\u6237\uff0c\u7528\u4e8e\u5e02\u573a\u7814\u7a76\u3001\u6295\u8d44\u7ec4\u5408\u5206\u6790\uff0c\u4e43\u81f3\u751f\u6210\u4ea4\u6613\u6307\u4ee4\u3002 \u5927\u8bed\u8a00\u6a21\u578b\u6b63\u4ece\u201c\u56de\u7b54\u95ee\u9898\u201d\u201c\u751f\u6210\u5185\u5bb9\u201d\u7684\u5bf9\u8bdd\u5de5\u5177\uff0c\u6f14\u5316\u4e3a\u80fd\u8c03\u7528\u5916\u90e8\u5de5\u5177\u3001\u8fde\u63a5\u771f\u5b9e\u7cfb\u7edf\u3001\u53c2\u4e0e\u590d\u6742\u51b3\u7b56\u7684\u667a\u80fd\u4f53\u3002 \u968f\u8457 AI \u8fc8\u8fdb\u771f\u5b9e\u573a\u666f\uff0c\u4e00\u4e2a\u66f4\u5177\u73b0\u5b9e\u610f\u4e49\u7684\u95ee\u9898\u968f\u4e4b\u6d6e\u73b0\uff1a\u5f53\u5b83\u4eec\u6301\u7eed\u53c2\u4e0e\u73b0\u5b9e\u91d1\u878d\u51b3\u7b56\u65f6\uff0c\u8868\u73b0\u7a76\u7adf\u5982\u4f55\uff1f \u4e3a\u63a2\u7a76\u8fd9\u4e00\u95ee\u9898\uff0c\u9999\u6e2f\u5927\u5b66\u7ecf\u7ba1\u5b66\u9662\u4eba\u5de5\u667a\u80fd\u8bc4\u4f30\u5b9e\u9a8c\u5ba4\uff08AIEL\uff09\u5f00\u5c55\u4e86\u4e00\u9879\u5b9e\u65f6\u5916\u6c47\u4ea4\u6613\u5b9e\u9a8c\u3002 10 \u4e2a\u4e3b\u6d41\u5927\u8bed\u8a00\u6a21\u578b\u2014\u2014\u5305\u62ec GPT\u3001Claude\u3001Gemini\u3001DeepSeek\u3001Qwen\u3001Grok\u3001GLM\u3001Kimi\u3001MiniMax \u548c Seed\uff08Doubao\uff09\u2014\u2014\u5728\u76f8\u540c\u521d\u59cb\u8d44\u91d1\u3001\u4ea4\u6613\u5de5\u5177\u4e0e\u6760\u6746\u7ea6\u675f\u4e0b\uff0c\u57fa\u4e8e\u771f\u5b9e\u5e02\u573a\u6570\u636e\u6301\u7eed\u8fdb\u884c\u6a21\u62df\u4ea4\u6613\u3002 \u5b83\u4eec\u6bcf\u4e2a\u5c0f\u65f6\u83b7\u53d6\u4e00\u6b21\u6700\u65b0\u5e02\u573a\u4fe1\u606f\uff0c\u81ea\u4e3b\u5224\u65ad\u662f\u5426\u68c0\u7d22\u65b0\u95fb\u3001\u5206\u6790\u884c\u60c5\u6216\u8c03\u6574\u4ed3s\u4f4d\u3002 \u6240\u6709\u51b3\u7b56\u5747\u57fa\u4e8e\u5b9e\u65f6\u6570\u636e\u5b8c\u6210\uff0c\u5b9e\u9a8c\u6709\u6548\u89c4\u907f\u4e86\u8bad\u7ec3\u6570\u636e\u4e0e\u8bc4\u6d4b\u6570\u636e\u91cd\u53e0\u53ef\u80fd\u5e26\u6765\u7684\u6570\u636e\u6c61\u67d3\u98ce\u9669\u3002 \u81ea2026\u5e744\u6708\u542f\u52a8\u4ee5\u6765\uff0c\u7ecf\u8fc7\u516d\u5468\u8fd0\u884c\uff0c\u4e0d\u540c\u6a21\u578b\u5728\u4ea4\u6613\u884c\u4e3a\u548c\u6536\u76ca\u8868\u73b0\u4e0a\u5448\u73b0\u51fa\u660e\u663e\u5206\u5316\u3002 \u90e8\u5206\u6a21\u578b\u5b9e\u73b0\u4e86\u63a5\u8fd1\u4e24\u4f4d\u6570\u7684\u7d2f\u8ba1\u6536\u76ca\u7387\uff0c\u4f8b\u5982Qwen3.5 Plus\u548cKimi K2.5; \u800cMiniMax 2.5\u548cDeepSeek V3.2\u5219\u51fa\u73b0\u4e86\u8f83\u5927\u4e8f\u635f\u3002 \u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c\u8fd9\u4e00\u7ed3\u679c\u4e0e\u6211\u4eec\u6b64\u524d\u53d1\u5e03\u7684\u63a8\u7406\u80fd\u529b\u8bc4\u6d4b[i]\u6216Chatbot Arena +[ii]\u901a\u7528\u80fd\u529b\u699c\u5355\u5e76\u4e0d\u5b8c\u5168\u4e00\u81f4\u2014\u2014\u5728\u63a8\u7406\u3001\u77e5\u8bc6\u95ee\u7b54\u6216\u4ee3\u7801\u751f\u6210\u4efb\u52a1\u4e2d\u8868\u73b0\u9886\u5148\u7684\u6a21\u578b\uff0c\u672a\u5fc5\u80fd\u5728\u771f\u5b9e\u91d1\u878d\u5e02\u573a\u4e2d\u65a9\u83b7\u6700\u4f73\u6536\u76ca\u3002 \u8fd9\u5e76\u4e0d\u4ee4\u4eba\u610f\u5916\u3002 \u5728\u5927\u591a\u6570AI\u57fa\u51c6\u6d4b\u8bd5\u4e2d\uff0c\u95ee\u9898\u901a\u5e38\u5b58\u5728\u660e\u786e\u7b54\u6848; \u800c\u91d1\u878d\u5e02\u573a\u5219\u5145\u6ee1\u6742\u8baf\u548c\u4e0d\u786e\u5b9a\u6027\u3002 \u5373\u4f7f\u5bf9\u5e02\u573a\u65b9\u5411\u7684\u5224\u65ad\u6b63\u786e\uff0c\u4e5f\u53ef\u80fd\u56e0\u4e3a\u4ed3\u4f4d\u7ba1\u7406\u3001\u98ce\u9669\u63a7\u5236\u6216\u4ea4\u6613\u65f6\u673a\u9009\u62e9\u4e0d\u5f53\u800c\u906d\u53d7\u635f\u5931\u3002 \u73b0\u5b9e\u4e2d\u7684\u6295\u8d44\u884c\u4e1a\u65e9\u5df2\u8bc1\u660e\uff0c\u6700\u806a\u660e\u7684\u4eba\u672a\u5fc5\u662f\u6700\u6210\u529f\u7684\u6295\u8d44\u8005\u3002 \u5bf9\u4e8eAI\u800c\u8a00\uff0c\u76ee\u524d\u7684\u8bc1\u636e\u4f3c\u4e4e\u4e5f\u6307\u5411\u7c7b\u4f3c\u7684\u7ed3\u8bba\u3002 \u6b64\u524dStockBench[iii]\u548cLiveTradeBench[iv]\u7b49\u80a1\u7968\u5e02\u573a\u8bc4\u6d4b\u4e5f\u89c2\u5bdf\u5230\u4e86\u7c7b\u4f3c\u73b0\u8c61\uff1a\u66f4\u5f3a\u7684\u63a8\u7406\u80fd\u529b\u5e76\u4e0d\u5fc5\u7136\u8f6c\u5316\u4e3a\u66f4\u597d\u7684\u6295\u8d44\u8868\u73b0\u3002 \u5b9e\u9a8c\u4e2d\uff0c\u4e0d\u540c\u6a21\u578b\u9010\u6e10\u5448\u73b0\u51fa\u4e0d\u540c\u7684\u4ea4\u6613\u98ce\u683c\uff1a\u6709\u4e9b\u6a21\u578b\u9891\u7e41\uff0c\u6709\u4e9b\u503e\u5411\u4e8e\u957f\u671f\u6301\u6709; \u6709\u4e9b\u79ef\u6781\u4f7f\u7528\u6760\u6746\uff0c\u6709\u4e9b\u5219\u59cb\u7ec8\u4fdd\u6301\u8c28\u614e\u3002 \u8fd9\u79cd\u5dee\u5f02\u540c\u6837\u4f53\u73b0\u5728\u4fe1\u606f\u83b7\u53d6\u4e0a\u3002 \u4e0e\u8bb8\u591a\u7814\u7a76\u76f4\u63a5\u5411\u6a21\u578b\u63d0\u4f9b\u7edf\u4e00\u65b0\u95fb\u6458\u8981\u4e0d\u540c\uff0c\u6211\u4eec\u5141\u8bb8\u6a21\u578b\u81ea\u4e3b\u51b3\u5b9a\u662f\u5426\u641c\u7d22\u65b0\u95fb\u3001\u67e5\u770b\u5e02\u573a\u6570\u636e\u6216\u8c03\u53d6\u5386\u53f2\u4ef7\u683c\u8d70\u52bf\u3002 \u6709\u4e9b\u6a21\u578b\u9891\u7e41\u641c\u7d22\u5de8\u96c6\u89c2\u65b0\u95fb\uff0c\u6709\u4e9b\u5219\u66f4\u591a\u4f9d\u8d56\u4ef7\u683c\u8d70\u52bf\u548c\u5386\u53f2\u6570\u636e\u3002 \u6b63\u5982\u73b0\u5b9e\u5e02\u573a\u4e2d\uff0c\u4e0d\u540c\u4ea4\u6613\u5458\u6709\u5404\u81ea\u504f\u597d\u7684\u8d44\u8baf\u6765\u6e90\u3001\u5206\u6790\u6846\u67b6\u548c\u4ea4\u6613\u8282\u594f\uff0c\u4e0d\u540cAI\u6a21\u578b\u4e5f\u5c55\u73b0\u51fa\u4e86\u76f8\u4f3c\u7684\u7b56\u7565\u5206\u5316\u3002 \u66f4\u957f\u8fdc\u6765\u770b\uff0c\u8fd9\u9879\u5b9e\u9a8c\u6216\u8bb8\u8ba9\u6211\u4eec\u63d0\u524d\u7aa5\u89c1\u4e86\u672a\u6765\u91d1\u878d\u5e02\u573a\u7684\u4e00\u79cd\u53ef\u80fd\u5f62\u6001\u3002 \u4eca\u5929\uff0c\u5927\u591a\u6570\u91d1\u878d\u673a\u6784\u4ecd\u5c06AI\u89c6\u4e3a\u8f85\u52a9\u5de5\u5177\uff0c\u7528\u4e8e\u7814\u7a76\u3001\u5206\u6790\u548c\u51b3\u7b56\u652f\u63f4\u3002 \u4f46\u968f\u8457\u6a21\u578b\u80fd\u529b\u4e0d\u65ad\u63d0\u5347\uff0cAI\u5728\u6295\u8d44\u6d41\u7a0b\u4e2d\u7684\u89d2\u8272\u6b63\u5728\u9010\u6b65\u6269\u5927\u3002 \u4ece\u751f\u6210\u7814\u7a76\u62a5\u544a\uff0c\u5230\u8f85\u52a9\u6784\u5efa\u6295\u8d44\u7ec4\u5408\uff0c\u518d\u5230\u6267\u884c\u90e8\u5206\u4ea4\u6613\u51b3\u7b56\uff0c\u8d8a\u6765\u8d8a\u591a\u539f\u672c\u7531\u4eba\u7c7b\u5b8c\u6210\u7684\u5de5\u4f5c\u5f00\u59cb\u7531\u6a21\u578b\u53c2\u4e0e\u3002 \u5982\u679c\u8fd9\u4e00\u8d8b\u52bf\u6301\u7eed\u53d1\u5c55\uff0c\u672a\u6765\u91d1\u878d\u5e02\u573a\u4e2d\u7684\u90e8\u5206\u51b3\u7b56\u53ef\u80fd\u5c06\u7531AI\u76f4\u63a5\u5b8c\u6210\u3002 \u5f53\u8d8a\u6765\u8d8a\u591a\u8d44\u91d1\u5f00\u59cb\u7531\u6f14\u7b97\u6cd5\u548c\u6a21\u578b\u7ba1\u7406\u65f6\uff0c\u5e02\u573a\u8fd0\u884c\u65b9\u5f0f\u672c\u8eab\u4e5f\u53ef\u80fd\u968f\u4e4b\u53d1\u751f\u53d8\u5316\u3002 \u91d1\u878d\u5e02\u573a\u4f1a\u53d8\u5316\uff0c\u6a21\u578b\u672c\u8eab\u4e5f\u5728\u6301\u7eed\u6f14\u8fdb\u3002 \u6211\u4eec\u7684\u5b9e\u9a8c\u6301\u7eed\u4e86\u516d\u5468\uff0c\u89c2\u5bdf\u5230\u7684\u53ea\u662f\u7279\u5b9a\u5e02\u573a\u73af\u5883\u4e0b\u7684\u4e00\u6bb5\u6837\u672c\u3002 \u4eca\u5929\u8868\u73b0\u9886\u5148\u7684\u6a21\u578b\u672a\u5fc5\u80fd\u591f\u957f\u671f\u9886\u5148\uff0c\u800c\u672a\u6765\u6a21\u578b\u7684\u80fd\u529b\u8fb9\u754c\u4e5f\u53ef\u80fd\u8fdc\u8d85\u73b0\u5728\u7684\u6c34\u51c6\u3002 \u4f46\u6709\u4e00\u70b9\u5df2\u7ecf\u8d8a\u6765\u8d8a\u6e05\u6670\uff1a\u5f53AI\u5f00\u59cb\u4ece\u201c\u56de\u7b54\u95ee\u9898\u201d\u8f6c\u5411\u201c\u505a\u51fa\u51b3\u7b56\u201d\u65f6\uff0c\u6211\u4eec\u6216\u8bb8\u9700\u8981\u91cd\u65b0\u601d\u8003\u8861\u91cf\u667a\u80fd\u7684\u6807\u51c6\u3002 \u968f\u8457\u5927\u6a21\u578b\u9010\u6e10\u4ece\u8d44\u8baf\u5904\u7406\u5de5\u5177\u6f14\u53d8\u4e3a\u51b3\u7b56\u4e3b\u4f53\uff0c\u6211\u4eec\u4e0d\u4ec5\u9700\u8981\u5173\u6ce8\u5b83\u4eec\u80fd\u5426\u7ed9\u51fa\u6b63\u786e\u7b54\u6848\uff0c\u4e5f\u9700\u8981\u5173\u6ce8\u5b83\u4eec\u5982\u4f55\u5bfb\u627e\u8d44\u8baf\u3001\u5982\u4f55\u7ba1\u7406\u98ce\u9669\uff0c\u4ee5\u53ca\u5982\u4f55\u5728\u4e0d\u786e\u5b9a\u73af\u5883\u4e0b\u6301\u7eed\u505a\u51fa\u5224\u65ad\u3002 \u5bf9\u4e8e\u91d1\u878d\u5e02\u573a\u800c\u8a00\uff0c\u6700\u201c\u806a\u660e\u201d\u7684AI\u672a\u5fc5\u662f\u6700\u4f18\u79c0\u7684AI\u4ea4\u6613\u5458\u3002 [i] https:\/\/www.hkubs.hku.hk\/aimodelrankings\/leaderboards\/reasoningCapabilities.html [ii]\" \/>\n\t<meta name=\"robots\" content=\"max-image-preview:large\" \/>\n\t<meta name=\"google-site-verification\" content=\"google-site-verification=MjdkluDgHpNk2vz5slbwER2Gusw2rUDQuVULMERWzLo\" \/>\n\t<link rel=\"canonical\" href=\"https:\/\/www.hkubs.hku.hk\/sc\/research\/thought-leadership\/ft-chinese-column\/the-smartest-ai-is-not-always-the-best-ai-trader\/\" \/>\n\t<meta name=\"generator\" content=\"All in One SEO (AIOSEO) 4.9.9\" \/>\n\t\t<meta property=\"og:locale\" content=\"en_US\" \/>\n\t\t<meta property=\"og:site_name\" content=\"HKU Business School -\" \/>\n\t\t<meta property=\"og:type\" content=\"article\" \/>\n\t\t<meta property=\"og:title\" content=\"\u6700\u201c\u806a\u660e\u201d\u7684AI\u672a\u5fc5\u662f\u6700\u4f18\u79c0\u7684AI\u4ea4\u6613\u5458 - HKU Business School\" \/>\n\t\t<meta property=\"og:description\" content=\"\u8fd1\u671f\uff0cInteractive Brokers \u5ba3\u5e03\uff0c\u7528\u6237\u53ef\u5c06 ChatGPT\u3001Claude\u3001Grok \u7b49\u5927\u8bed\u8a00\u6a21\u578b\u76f4\u63a5\u63a5\u5165\u6295\u8d44\u8d26\u6237\uff0c\u7528\u4e8e\u5e02\u573a\u7814\u7a76\u3001\u6295\u8d44\u7ec4\u5408\u5206\u6790\uff0c\u4e43\u81f3\u751f\u6210\u4ea4\u6613\u6307\u4ee4\u3002 \u5927\u8bed\u8a00\u6a21\u578b\u6b63\u4ece\u201c\u56de\u7b54\u95ee\u9898\u201d\u201c\u751f\u6210\u5185\u5bb9\u201d\u7684\u5bf9\u8bdd\u5de5\u5177\uff0c\u6f14\u5316\u4e3a\u80fd\u8c03\u7528\u5916\u90e8\u5de5\u5177\u3001\u8fde\u63a5\u771f\u5b9e\u7cfb\u7edf\u3001\u53c2\u4e0e\u590d\u6742\u51b3\u7b56\u7684\u667a\u80fd\u4f53\u3002 \u968f\u8457 AI \u8fc8\u8fdb\u771f\u5b9e\u573a\u666f\uff0c\u4e00\u4e2a\u66f4\u5177\u73b0\u5b9e\u610f\u4e49\u7684\u95ee\u9898\u968f\u4e4b\u6d6e\u73b0\uff1a\u5f53\u5b83\u4eec\u6301\u7eed\u53c2\u4e0e\u73b0\u5b9e\u91d1\u878d\u51b3\u7b56\u65f6\uff0c\u8868\u73b0\u7a76\u7adf\u5982\u4f55\uff1f \u4e3a\u63a2\u7a76\u8fd9\u4e00\u95ee\u9898\uff0c\u9999\u6e2f\u5927\u5b66\u7ecf\u7ba1\u5b66\u9662\u4eba\u5de5\u667a\u80fd\u8bc4\u4f30\u5b9e\u9a8c\u5ba4\uff08AIEL\uff09\u5f00\u5c55\u4e86\u4e00\u9879\u5b9e\u65f6\u5916\u6c47\u4ea4\u6613\u5b9e\u9a8c\u3002 10 \u4e2a\u4e3b\u6d41\u5927\u8bed\u8a00\u6a21\u578b\u2014\u2014\u5305\u62ec GPT\u3001Claude\u3001Gemini\u3001DeepSeek\u3001Qwen\u3001Grok\u3001GLM\u3001Kimi\u3001MiniMax \u548c Seed\uff08Doubao\uff09\u2014\u2014\u5728\u76f8\u540c\u521d\u59cb\u8d44\u91d1\u3001\u4ea4\u6613\u5de5\u5177\u4e0e\u6760\u6746\u7ea6\u675f\u4e0b\uff0c\u57fa\u4e8e\u771f\u5b9e\u5e02\u573a\u6570\u636e\u6301\u7eed\u8fdb\u884c\u6a21\u62df\u4ea4\u6613\u3002 \u5b83\u4eec\u6bcf\u4e2a\u5c0f\u65f6\u83b7\u53d6\u4e00\u6b21\u6700\u65b0\u5e02\u573a\u4fe1\u606f\uff0c\u81ea\u4e3b\u5224\u65ad\u662f\u5426\u68c0\u7d22\u65b0\u95fb\u3001\u5206\u6790\u884c\u60c5\u6216\u8c03\u6574\u4ed3s\u4f4d\u3002 \u6240\u6709\u51b3\u7b56\u5747\u57fa\u4e8e\u5b9e\u65f6\u6570\u636e\u5b8c\u6210\uff0c\u5b9e\u9a8c\u6709\u6548\u89c4\u907f\u4e86\u8bad\u7ec3\u6570\u636e\u4e0e\u8bc4\u6d4b\u6570\u636e\u91cd\u53e0\u53ef\u80fd\u5e26\u6765\u7684\u6570\u636e\u6c61\u67d3\u98ce\u9669\u3002 \u81ea2026\u5e744\u6708\u542f\u52a8\u4ee5\u6765\uff0c\u7ecf\u8fc7\u516d\u5468\u8fd0\u884c\uff0c\u4e0d\u540c\u6a21\u578b\u5728\u4ea4\u6613\u884c\u4e3a\u548c\u6536\u76ca\u8868\u73b0\u4e0a\u5448\u73b0\u51fa\u660e\u663e\u5206\u5316\u3002 \u90e8\u5206\u6a21\u578b\u5b9e\u73b0\u4e86\u63a5\u8fd1\u4e24\u4f4d\u6570\u7684\u7d2f\u8ba1\u6536\u76ca\u7387\uff0c\u4f8b\u5982Qwen3.5 Plus\u548cKimi K2.5; \u800cMiniMax 2.5\u548cDeepSeek V3.2\u5219\u51fa\u73b0\u4e86\u8f83\u5927\u4e8f\u635f\u3002 \u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c\u8fd9\u4e00\u7ed3\u679c\u4e0e\u6211\u4eec\u6b64\u524d\u53d1\u5e03\u7684\u63a8\u7406\u80fd\u529b\u8bc4\u6d4b[i]\u6216Chatbot Arena +[ii]\u901a\u7528\u80fd\u529b\u699c\u5355\u5e76\u4e0d\u5b8c\u5168\u4e00\u81f4\u2014\u2014\u5728\u63a8\u7406\u3001\u77e5\u8bc6\u95ee\u7b54\u6216\u4ee3\u7801\u751f\u6210\u4efb\u52a1\u4e2d\u8868\u73b0\u9886\u5148\u7684\u6a21\u578b\uff0c\u672a\u5fc5\u80fd\u5728\u771f\u5b9e\u91d1\u878d\u5e02\u573a\u4e2d\u65a9\u83b7\u6700\u4f73\u6536\u76ca\u3002 \u8fd9\u5e76\u4e0d\u4ee4\u4eba\u610f\u5916\u3002 \u5728\u5927\u591a\u6570AI\u57fa\u51c6\u6d4b\u8bd5\u4e2d\uff0c\u95ee\u9898\u901a\u5e38\u5b58\u5728\u660e\u786e\u7b54\u6848; \u800c\u91d1\u878d\u5e02\u573a\u5219\u5145\u6ee1\u6742\u8baf\u548c\u4e0d\u786e\u5b9a\u6027\u3002 \u5373\u4f7f\u5bf9\u5e02\u573a\u65b9\u5411\u7684\u5224\u65ad\u6b63\u786e\uff0c\u4e5f\u53ef\u80fd\u56e0\u4e3a\u4ed3\u4f4d\u7ba1\u7406\u3001\u98ce\u9669\u63a7\u5236\u6216\u4ea4\u6613\u65f6\u673a\u9009\u62e9\u4e0d\u5f53\u800c\u906d\u53d7\u635f\u5931\u3002 \u73b0\u5b9e\u4e2d\u7684\u6295\u8d44\u884c\u4e1a\u65e9\u5df2\u8bc1\u660e\uff0c\u6700\u806a\u660e\u7684\u4eba\u672a\u5fc5\u662f\u6700\u6210\u529f\u7684\u6295\u8d44\u8005\u3002 \u5bf9\u4e8eAI\u800c\u8a00\uff0c\u76ee\u524d\u7684\u8bc1\u636e\u4f3c\u4e4e\u4e5f\u6307\u5411\u7c7b\u4f3c\u7684\u7ed3\u8bba\u3002 \u6b64\u524dStockBench[iii]\u548cLiveTradeBench[iv]\u7b49\u80a1\u7968\u5e02\u573a\u8bc4\u6d4b\u4e5f\u89c2\u5bdf\u5230\u4e86\u7c7b\u4f3c\u73b0\u8c61\uff1a\u66f4\u5f3a\u7684\u63a8\u7406\u80fd\u529b\u5e76\u4e0d\u5fc5\u7136\u8f6c\u5316\u4e3a\u66f4\u597d\u7684\u6295\u8d44\u8868\u73b0\u3002 \u5b9e\u9a8c\u4e2d\uff0c\u4e0d\u540c\u6a21\u578b\u9010\u6e10\u5448\u73b0\u51fa\u4e0d\u540c\u7684\u4ea4\u6613\u98ce\u683c\uff1a\u6709\u4e9b\u6a21\u578b\u9891\u7e41\uff0c\u6709\u4e9b\u503e\u5411\u4e8e\u957f\u671f\u6301\u6709; \u6709\u4e9b\u79ef\u6781\u4f7f\u7528\u6760\u6746\uff0c\u6709\u4e9b\u5219\u59cb\u7ec8\u4fdd\u6301\u8c28\u614e\u3002 \u8fd9\u79cd\u5dee\u5f02\u540c\u6837\u4f53\u73b0\u5728\u4fe1\u606f\u83b7\u53d6\u4e0a\u3002 \u4e0e\u8bb8\u591a\u7814\u7a76\u76f4\u63a5\u5411\u6a21\u578b\u63d0\u4f9b\u7edf\u4e00\u65b0\u95fb\u6458\u8981\u4e0d\u540c\uff0c\u6211\u4eec\u5141\u8bb8\u6a21\u578b\u81ea\u4e3b\u51b3\u5b9a\u662f\u5426\u641c\u7d22\u65b0\u95fb\u3001\u67e5\u770b\u5e02\u573a\u6570\u636e\u6216\u8c03\u53d6\u5386\u53f2\u4ef7\u683c\u8d70\u52bf\u3002 \u6709\u4e9b\u6a21\u578b\u9891\u7e41\u641c\u7d22\u5de8\u96c6\u89c2\u65b0\u95fb\uff0c\u6709\u4e9b\u5219\u66f4\u591a\u4f9d\u8d56\u4ef7\u683c\u8d70\u52bf\u548c\u5386\u53f2\u6570\u636e\u3002 \u6b63\u5982\u73b0\u5b9e\u5e02\u573a\u4e2d\uff0c\u4e0d\u540c\u4ea4\u6613\u5458\u6709\u5404\u81ea\u504f\u597d\u7684\u8d44\u8baf\u6765\u6e90\u3001\u5206\u6790\u6846\u67b6\u548c\u4ea4\u6613\u8282\u594f\uff0c\u4e0d\u540cAI\u6a21\u578b\u4e5f\u5c55\u73b0\u51fa\u4e86\u76f8\u4f3c\u7684\u7b56\u7565\u5206\u5316\u3002 \u66f4\u957f\u8fdc\u6765\u770b\uff0c\u8fd9\u9879\u5b9e\u9a8c\u6216\u8bb8\u8ba9\u6211\u4eec\u63d0\u524d\u7aa5\u89c1\u4e86\u672a\u6765\u91d1\u878d\u5e02\u573a\u7684\u4e00\u79cd\u53ef\u80fd\u5f62\u6001\u3002 \u4eca\u5929\uff0c\u5927\u591a\u6570\u91d1\u878d\u673a\u6784\u4ecd\u5c06AI\u89c6\u4e3a\u8f85\u52a9\u5de5\u5177\uff0c\u7528\u4e8e\u7814\u7a76\u3001\u5206\u6790\u548c\u51b3\u7b56\u652f\u63f4\u3002 \u4f46\u968f\u8457\u6a21\u578b\u80fd\u529b\u4e0d\u65ad\u63d0\u5347\uff0cAI\u5728\u6295\u8d44\u6d41\u7a0b\u4e2d\u7684\u89d2\u8272\u6b63\u5728\u9010\u6b65\u6269\u5927\u3002 \u4ece\u751f\u6210\u7814\u7a76\u62a5\u544a\uff0c\u5230\u8f85\u52a9\u6784\u5efa\u6295\u8d44\u7ec4\u5408\uff0c\u518d\u5230\u6267\u884c\u90e8\u5206\u4ea4\u6613\u51b3\u7b56\uff0c\u8d8a\u6765\u8d8a\u591a\u539f\u672c\u7531\u4eba\u7c7b\u5b8c\u6210\u7684\u5de5\u4f5c\u5f00\u59cb\u7531\u6a21\u578b\u53c2\u4e0e\u3002 \u5982\u679c\u8fd9\u4e00\u8d8b\u52bf\u6301\u7eed\u53d1\u5c55\uff0c\u672a\u6765\u91d1\u878d\u5e02\u573a\u4e2d\u7684\u90e8\u5206\u51b3\u7b56\u53ef\u80fd\u5c06\u7531AI\u76f4\u63a5\u5b8c\u6210\u3002 \u5f53\u8d8a\u6765\u8d8a\u591a\u8d44\u91d1\u5f00\u59cb\u7531\u6f14\u7b97\u6cd5\u548c\u6a21\u578b\u7ba1\u7406\u65f6\uff0c\u5e02\u573a\u8fd0\u884c\u65b9\u5f0f\u672c\u8eab\u4e5f\u53ef\u80fd\u968f\u4e4b\u53d1\u751f\u53d8\u5316\u3002 \u91d1\u878d\u5e02\u573a\u4f1a\u53d8\u5316\uff0c\u6a21\u578b\u672c\u8eab\u4e5f\u5728\u6301\u7eed\u6f14\u8fdb\u3002 \u6211\u4eec\u7684\u5b9e\u9a8c\u6301\u7eed\u4e86\u516d\u5468\uff0c\u89c2\u5bdf\u5230\u7684\u53ea\u662f\u7279\u5b9a\u5e02\u573a\u73af\u5883\u4e0b\u7684\u4e00\u6bb5\u6837\u672c\u3002 \u4eca\u5929\u8868\u73b0\u9886\u5148\u7684\u6a21\u578b\u672a\u5fc5\u80fd\u591f\u957f\u671f\u9886\u5148\uff0c\u800c\u672a\u6765\u6a21\u578b\u7684\u80fd\u529b\u8fb9\u754c\u4e5f\u53ef\u80fd\u8fdc\u8d85\u73b0\u5728\u7684\u6c34\u51c6\u3002 \u4f46\u6709\u4e00\u70b9\u5df2\u7ecf\u8d8a\u6765\u8d8a\u6e05\u6670\uff1a\u5f53AI\u5f00\u59cb\u4ece\u201c\u56de\u7b54\u95ee\u9898\u201d\u8f6c\u5411\u201c\u505a\u51fa\u51b3\u7b56\u201d\u65f6\uff0c\u6211\u4eec\u6216\u8bb8\u9700\u8981\u91cd\u65b0\u601d\u8003\u8861\u91cf\u667a\u80fd\u7684\u6807\u51c6\u3002 \u968f\u8457\u5927\u6a21\u578b\u9010\u6e10\u4ece\u8d44\u8baf\u5904\u7406\u5de5\u5177\u6f14\u53d8\u4e3a\u51b3\u7b56\u4e3b\u4f53\uff0c\u6211\u4eec\u4e0d\u4ec5\u9700\u8981\u5173\u6ce8\u5b83\u4eec\u80fd\u5426\u7ed9\u51fa\u6b63\u786e\u7b54\u6848\uff0c\u4e5f\u9700\u8981\u5173\u6ce8\u5b83\u4eec\u5982\u4f55\u5bfb\u627e\u8d44\u8baf\u3001\u5982\u4f55\u7ba1\u7406\u98ce\u9669\uff0c\u4ee5\u53ca\u5982\u4f55\u5728\u4e0d\u786e\u5b9a\u73af\u5883\u4e0b\u6301\u7eed\u505a\u51fa\u5224\u65ad\u3002 \u5bf9\u4e8e\u91d1\u878d\u5e02\u573a\u800c\u8a00\uff0c\u6700\u201c\u806a\u660e\u201d\u7684AI\u672a\u5fc5\u662f\u6700\u4f18\u79c0\u7684AI\u4ea4\u6613\u5458\u3002 [i] https:\/\/www.hkubs.hku.hk\/aimodelrankings\/leaderboards\/reasoningCapabilities.html [ii]\" \/>\n\t\t<meta property=\"og:url\" content=\"https:\/\/www.hkubs.hku.hk\/sc\/research\/thought-leadership\/ft-chinese-column\/the-smartest-ai-is-not-always-the-best-ai-trader\/\" \/>\n\t\t<meta property=\"article:published_time\" content=\"2026-07-10T10:20:16+00:00\" \/>\n\t\t<meta property=\"article:modified_time\" content=\"2026-07-10T10:27:20+00:00\" \/>\n\t\t<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n\t\t<meta name=\"twitter:title\" content=\"\u6700\u201c\u806a\u660e\u201d\u7684AI\u672a\u5fc5\u662f\u6700\u4f18\u79c0\u7684AI\u4ea4\u6613\u5458 - HKU Business School\" \/>\n\t\t<meta name=\"twitter:description\" content=\"\u8fd1\u671f\uff0cInteractive Brokers \u5ba3\u5e03\uff0c\u7528\u6237\u53ef\u5c06 ChatGPT\u3001Claude\u3001Grok \u7b49\u5927\u8bed\u8a00\u6a21\u578b\u76f4\u63a5\u63a5\u5165\u6295\u8d44\u8d26\u6237\uff0c\u7528\u4e8e\u5e02\u573a\u7814\u7a76\u3001\u6295\u8d44\u7ec4\u5408\u5206\u6790\uff0c\u4e43\u81f3\u751f\u6210\u4ea4\u6613\u6307\u4ee4\u3002 \u5927\u8bed\u8a00\u6a21\u578b\u6b63\u4ece\u201c\u56de\u7b54\u95ee\u9898\u201d\u201c\u751f\u6210\u5185\u5bb9\u201d\u7684\u5bf9\u8bdd\u5de5\u5177\uff0c\u6f14\u5316\u4e3a\u80fd\u8c03\u7528\u5916\u90e8\u5de5\u5177\u3001\u8fde\u63a5\u771f\u5b9e\u7cfb\u7edf\u3001\u53c2\u4e0e\u590d\u6742\u51b3\u7b56\u7684\u667a\u80fd\u4f53\u3002 \u968f\u8457 AI \u8fc8\u8fdb\u771f\u5b9e\u573a\u666f\uff0c\u4e00\u4e2a\u66f4\u5177\u73b0\u5b9e\u610f\u4e49\u7684\u95ee\u9898\u968f\u4e4b\u6d6e\u73b0\uff1a\u5f53\u5b83\u4eec\u6301\u7eed\u53c2\u4e0e\u73b0\u5b9e\u91d1\u878d\u51b3\u7b56\u65f6\uff0c\u8868\u73b0\u7a76\u7adf\u5982\u4f55\uff1f \u4e3a\u63a2\u7a76\u8fd9\u4e00\u95ee\u9898\uff0c\u9999\u6e2f\u5927\u5b66\u7ecf\u7ba1\u5b66\u9662\u4eba\u5de5\u667a\u80fd\u8bc4\u4f30\u5b9e\u9a8c\u5ba4\uff08AIEL\uff09\u5f00\u5c55\u4e86\u4e00\u9879\u5b9e\u65f6\u5916\u6c47\u4ea4\u6613\u5b9e\u9a8c\u3002 10 \u4e2a\u4e3b\u6d41\u5927\u8bed\u8a00\u6a21\u578b\u2014\u2014\u5305\u62ec GPT\u3001Claude\u3001Gemini\u3001DeepSeek\u3001Qwen\u3001Grok\u3001GLM\u3001Kimi\u3001MiniMax \u548c Seed\uff08Doubao\uff09\u2014\u2014\u5728\u76f8\u540c\u521d\u59cb\u8d44\u91d1\u3001\u4ea4\u6613\u5de5\u5177\u4e0e\u6760\u6746\u7ea6\u675f\u4e0b\uff0c\u57fa\u4e8e\u771f\u5b9e\u5e02\u573a\u6570\u636e\u6301\u7eed\u8fdb\u884c\u6a21\u62df\u4ea4\u6613\u3002 \u5b83\u4eec\u6bcf\u4e2a\u5c0f\u65f6\u83b7\u53d6\u4e00\u6b21\u6700\u65b0\u5e02\u573a\u4fe1\u606f\uff0c\u81ea\u4e3b\u5224\u65ad\u662f\u5426\u68c0\u7d22\u65b0\u95fb\u3001\u5206\u6790\u884c\u60c5\u6216\u8c03\u6574\u4ed3s\u4f4d\u3002 \u6240\u6709\u51b3\u7b56\u5747\u57fa\u4e8e\u5b9e\u65f6\u6570\u636e\u5b8c\u6210\uff0c\u5b9e\u9a8c\u6709\u6548\u89c4\u907f\u4e86\u8bad\u7ec3\u6570\u636e\u4e0e\u8bc4\u6d4b\u6570\u636e\u91cd\u53e0\u53ef\u80fd\u5e26\u6765\u7684\u6570\u636e\u6c61\u67d3\u98ce\u9669\u3002 \u81ea2026\u5e744\u6708\u542f\u52a8\u4ee5\u6765\uff0c\u7ecf\u8fc7\u516d\u5468\u8fd0\u884c\uff0c\u4e0d\u540c\u6a21\u578b\u5728\u4ea4\u6613\u884c\u4e3a\u548c\u6536\u76ca\u8868\u73b0\u4e0a\u5448\u73b0\u51fa\u660e\u663e\u5206\u5316\u3002 \u90e8\u5206\u6a21\u578b\u5b9e\u73b0\u4e86\u63a5\u8fd1\u4e24\u4f4d\u6570\u7684\u7d2f\u8ba1\u6536\u76ca\u7387\uff0c\u4f8b\u5982Qwen3.5 Plus\u548cKimi K2.5; \u800cMiniMax 2.5\u548cDeepSeek V3.2\u5219\u51fa\u73b0\u4e86\u8f83\u5927\u4e8f\u635f\u3002 \u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c\u8fd9\u4e00\u7ed3\u679c\u4e0e\u6211\u4eec\u6b64\u524d\u53d1\u5e03\u7684\u63a8\u7406\u80fd\u529b\u8bc4\u6d4b[i]\u6216Chatbot Arena +[ii]\u901a\u7528\u80fd\u529b\u699c\u5355\u5e76\u4e0d\u5b8c\u5168\u4e00\u81f4\u2014\u2014\u5728\u63a8\u7406\u3001\u77e5\u8bc6\u95ee\u7b54\u6216\u4ee3\u7801\u751f\u6210\u4efb\u52a1\u4e2d\u8868\u73b0\u9886\u5148\u7684\u6a21\u578b\uff0c\u672a\u5fc5\u80fd\u5728\u771f\u5b9e\u91d1\u878d\u5e02\u573a\u4e2d\u65a9\u83b7\u6700\u4f73\u6536\u76ca\u3002 \u8fd9\u5e76\u4e0d\u4ee4\u4eba\u610f\u5916\u3002 \u5728\u5927\u591a\u6570AI\u57fa\u51c6\u6d4b\u8bd5\u4e2d\uff0c\u95ee\u9898\u901a\u5e38\u5b58\u5728\u660e\u786e\u7b54\u6848; \u800c\u91d1\u878d\u5e02\u573a\u5219\u5145\u6ee1\u6742\u8baf\u548c\u4e0d\u786e\u5b9a\u6027\u3002 \u5373\u4f7f\u5bf9\u5e02\u573a\u65b9\u5411\u7684\u5224\u65ad\u6b63\u786e\uff0c\u4e5f\u53ef\u80fd\u56e0\u4e3a\u4ed3\u4f4d\u7ba1\u7406\u3001\u98ce\u9669\u63a7\u5236\u6216\u4ea4\u6613\u65f6\u673a\u9009\u62e9\u4e0d\u5f53\u800c\u906d\u53d7\u635f\u5931\u3002 \u73b0\u5b9e\u4e2d\u7684\u6295\u8d44\u884c\u4e1a\u65e9\u5df2\u8bc1\u660e\uff0c\u6700\u806a\u660e\u7684\u4eba\u672a\u5fc5\u662f\u6700\u6210\u529f\u7684\u6295\u8d44\u8005\u3002 \u5bf9\u4e8eAI\u800c\u8a00\uff0c\u76ee\u524d\u7684\u8bc1\u636e\u4f3c\u4e4e\u4e5f\u6307\u5411\u7c7b\u4f3c\u7684\u7ed3\u8bba\u3002 \u6b64\u524dStockBench[iii]\u548cLiveTradeBench[iv]\u7b49\u80a1\u7968\u5e02\u573a\u8bc4\u6d4b\u4e5f\u89c2\u5bdf\u5230\u4e86\u7c7b\u4f3c\u73b0\u8c61\uff1a\u66f4\u5f3a\u7684\u63a8\u7406\u80fd\u529b\u5e76\u4e0d\u5fc5\u7136\u8f6c\u5316\u4e3a\u66f4\u597d\u7684\u6295\u8d44\u8868\u73b0\u3002 \u5b9e\u9a8c\u4e2d\uff0c\u4e0d\u540c\u6a21\u578b\u9010\u6e10\u5448\u73b0\u51fa\u4e0d\u540c\u7684\u4ea4\u6613\u98ce\u683c\uff1a\u6709\u4e9b\u6a21\u578b\u9891\u7e41\uff0c\u6709\u4e9b\u503e\u5411\u4e8e\u957f\u671f\u6301\u6709; \u6709\u4e9b\u79ef\u6781\u4f7f\u7528\u6760\u6746\uff0c\u6709\u4e9b\u5219\u59cb\u7ec8\u4fdd\u6301\u8c28\u614e\u3002 \u8fd9\u79cd\u5dee\u5f02\u540c\u6837\u4f53\u73b0\u5728\u4fe1\u606f\u83b7\u53d6\u4e0a\u3002 \u4e0e\u8bb8\u591a\u7814\u7a76\u76f4\u63a5\u5411\u6a21\u578b\u63d0\u4f9b\u7edf\u4e00\u65b0\u95fb\u6458\u8981\u4e0d\u540c\uff0c\u6211\u4eec\u5141\u8bb8\u6a21\u578b\u81ea\u4e3b\u51b3\u5b9a\u662f\u5426\u641c\u7d22\u65b0\u95fb\u3001\u67e5\u770b\u5e02\u573a\u6570\u636e\u6216\u8c03\u53d6\u5386\u53f2\u4ef7\u683c\u8d70\u52bf\u3002 \u6709\u4e9b\u6a21\u578b\u9891\u7e41\u641c\u7d22\u5de8\u96c6\u89c2\u65b0\u95fb\uff0c\u6709\u4e9b\u5219\u66f4\u591a\u4f9d\u8d56\u4ef7\u683c\u8d70\u52bf\u548c\u5386\u53f2\u6570\u636e\u3002 \u6b63\u5982\u73b0\u5b9e\u5e02\u573a\u4e2d\uff0c\u4e0d\u540c\u4ea4\u6613\u5458\u6709\u5404\u81ea\u504f\u597d\u7684\u8d44\u8baf\u6765\u6e90\u3001\u5206\u6790\u6846\u67b6\u548c\u4ea4\u6613\u8282\u594f\uff0c\u4e0d\u540cAI\u6a21\u578b\u4e5f\u5c55\u73b0\u51fa\u4e86\u76f8\u4f3c\u7684\u7b56\u7565\u5206\u5316\u3002 \u66f4\u957f\u8fdc\u6765\u770b\uff0c\u8fd9\u9879\u5b9e\u9a8c\u6216\u8bb8\u8ba9\u6211\u4eec\u63d0\u524d\u7aa5\u89c1\u4e86\u672a\u6765\u91d1\u878d\u5e02\u573a\u7684\u4e00\u79cd\u53ef\u80fd\u5f62\u6001\u3002 \u4eca\u5929\uff0c\u5927\u591a\u6570\u91d1\u878d\u673a\u6784\u4ecd\u5c06AI\u89c6\u4e3a\u8f85\u52a9\u5de5\u5177\uff0c\u7528\u4e8e\u7814\u7a76\u3001\u5206\u6790\u548c\u51b3\u7b56\u652f\u63f4\u3002 \u4f46\u968f\u8457\u6a21\u578b\u80fd\u529b\u4e0d\u65ad\u63d0\u5347\uff0cAI\u5728\u6295\u8d44\u6d41\u7a0b\u4e2d\u7684\u89d2\u8272\u6b63\u5728\u9010\u6b65\u6269\u5927\u3002 \u4ece\u751f\u6210\u7814\u7a76\u62a5\u544a\uff0c\u5230\u8f85\u52a9\u6784\u5efa\u6295\u8d44\u7ec4\u5408\uff0c\u518d\u5230\u6267\u884c\u90e8\u5206\u4ea4\u6613\u51b3\u7b56\uff0c\u8d8a\u6765\u8d8a\u591a\u539f\u672c\u7531\u4eba\u7c7b\u5b8c\u6210\u7684\u5de5\u4f5c\u5f00\u59cb\u7531\u6a21\u578b\u53c2\u4e0e\u3002 \u5982\u679c\u8fd9\u4e00\u8d8b\u52bf\u6301\u7eed\u53d1\u5c55\uff0c\u672a\u6765\u91d1\u878d\u5e02\u573a\u4e2d\u7684\u90e8\u5206\u51b3\u7b56\u53ef\u80fd\u5c06\u7531AI\u76f4\u63a5\u5b8c\u6210\u3002 \u5f53\u8d8a\u6765\u8d8a\u591a\u8d44\u91d1\u5f00\u59cb\u7531\u6f14\u7b97\u6cd5\u548c\u6a21\u578b\u7ba1\u7406\u65f6\uff0c\u5e02\u573a\u8fd0\u884c\u65b9\u5f0f\u672c\u8eab\u4e5f\u53ef\u80fd\u968f\u4e4b\u53d1\u751f\u53d8\u5316\u3002 \u91d1\u878d\u5e02\u573a\u4f1a\u53d8\u5316\uff0c\u6a21\u578b\u672c\u8eab\u4e5f\u5728\u6301\u7eed\u6f14\u8fdb\u3002 \u6211\u4eec\u7684\u5b9e\u9a8c\u6301\u7eed\u4e86\u516d\u5468\uff0c\u89c2\u5bdf\u5230\u7684\u53ea\u662f\u7279\u5b9a\u5e02\u573a\u73af\u5883\u4e0b\u7684\u4e00\u6bb5\u6837\u672c\u3002 \u4eca\u5929\u8868\u73b0\u9886\u5148\u7684\u6a21\u578b\u672a\u5fc5\u80fd\u591f\u957f\u671f\u9886\u5148\uff0c\u800c\u672a\u6765\u6a21\u578b\u7684\u80fd\u529b\u8fb9\u754c\u4e5f\u53ef\u80fd\u8fdc\u8d85\u73b0\u5728\u7684\u6c34\u51c6\u3002 \u4f46\u6709\u4e00\u70b9\u5df2\u7ecf\u8d8a\u6765\u8d8a\u6e05\u6670\uff1a\u5f53AI\u5f00\u59cb\u4ece\u201c\u56de\u7b54\u95ee\u9898\u201d\u8f6c\u5411\u201c\u505a\u51fa\u51b3\u7b56\u201d\u65f6\uff0c\u6211\u4eec\u6216\u8bb8\u9700\u8981\u91cd\u65b0\u601d\u8003\u8861\u91cf\u667a\u80fd\u7684\u6807\u51c6\u3002 \u968f\u8457\u5927\u6a21\u578b\u9010\u6e10\u4ece\u8d44\u8baf\u5904\u7406\u5de5\u5177\u6f14\u53d8\u4e3a\u51b3\u7b56\u4e3b\u4f53\uff0c\u6211\u4eec\u4e0d\u4ec5\u9700\u8981\u5173\u6ce8\u5b83\u4eec\u80fd\u5426\u7ed9\u51fa\u6b63\u786e\u7b54\u6848\uff0c\u4e5f\u9700\u8981\u5173\u6ce8\u5b83\u4eec\u5982\u4f55\u5bfb\u627e\u8d44\u8baf\u3001\u5982\u4f55\u7ba1\u7406\u98ce\u9669\uff0c\u4ee5\u53ca\u5982\u4f55\u5728\u4e0d\u786e\u5b9a\u73af\u5883\u4e0b\u6301\u7eed\u505a\u51fa\u5224\u65ad\u3002 \u5bf9\u4e8e\u91d1\u878d\u5e02\u573a\u800c\u8a00\uff0c\u6700\u201c\u806a\u660e\u201d\u7684AI\u672a\u5fc5\u662f\u6700\u4f18\u79c0\u7684AI\u4ea4\u6613\u5458\u3002 [i] https:\/\/www.hkubs.hku.hk\/aimodelrankings\/leaderboards\/reasoningCapabilities.html [ii]\" \/>\n\t\t<script type=\"application\/ld+json\" class=\"aioseo-schema\">\n\t\t\t{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/www.hkubs.hku.hk\\\/sc\\\/research\\\/thought-leadership\\\/ft-chinese-column\\\/the-smartest-ai-is-not-always-the-best-ai-trader\\\/#breadcrumblist\",\"itemListElement\":[{\"@type\":\"ListItem\",\"@id\":\"https:\\\/\\\/www.hkubs.hku.hk\\\/sc\\\/#listItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\\\/\\\/www.hkubs.hku.hk\\\/sc\\\/\",\"nextItem\":{\"@type\":\"ListItem\",\"@id\":\"https:\\\/\\\/www.hkubs.hku.hk\\\/sc\\\/thought-leadership\\\/ft-chinese-column-sc\\\/#listItem\",\"name\":\"\\u660e\\u5fb7\\u5546\\u8bba\"}},{\"@type\":\"ListItem\",\"@id\":\"https:\\\/\\\/www.hkubs.hku.hk\\\/sc\\\/thought-leadership\\\/ft-chinese-column-sc\\\/#listItem\",\"position\":2,\"name\":\"\\u660e\\u5fb7\\u5546\\u8bba\",\"item\":\"https:\\\/\\\/www.hkubs.hku.hk\\\/sc\\\/thought-leadership\\\/ft-chinese-column-sc\\\/\",\"nextItem\":{\"@type\":\"ListItem\",\"@id\":\"https:\\\/\\\/www.hkubs.hku.hk\\\/sc\\\/research\\\/thought-leadership\\\/ft-chinese-column\\\/the-smartest-ai-is-not-always-the-best-ai-trader\\\/#listItem\",\"name\":\"\\u6700\\u201c\\u806a\\u660e\\u201d\\u7684AI\\u672a\\u5fc5\\u662f\\u6700\\u4f18\\u79c0\\u7684AI\\u4ea4\\u6613\\u5458\"},\"previousItem\":{\"@type\":\"ListItem\",\"@id\":\"https:\\\/\\\/www.hkubs.hku.hk\\\/sc\\\/#listItem\",\"name\":\"Home\"}},{\"@type\":\"ListItem\",\"@id\":\"https:\\\/\\\/www.hkubs.hku.hk\\\/sc\\\/research\\\/thought-leadership\\\/ft-chinese-column\\\/the-smartest-ai-is-not-always-the-best-ai-trader\\\/#listItem\",\"position\":3,\"name\":\"\\u6700\\u201c\\u806a\\u660e\\u201d\\u7684AI\\u672a\\u5fc5\\u662f\\u6700\\u4f18\\u79c0\\u7684AI\\u4ea4\\u6613\\u5458\",\"previousItem\":{\"@type\":\"ListItem\",\"@id\":\"https:\\\/\\\/www.hkubs.hku.hk\\\/sc\\\/thought-leadership\\\/ft-chinese-column-sc\\\/#listItem\",\"name\":\"\\u660e\\u5fb7\\u5546\\u8bba\"}}]},{\"@type\":\"Organization\",\"@id\":\"https:\\\/\\\/www.hkubs.hku.hk\\\/sc\\\/#organization\",\"name\":\"HKU Business School\",\"url\":\"https:\\\/\\\/www.hkubs.hku.hk\\\/sc\\\/\"},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/www.hkubs.hku.hk\\\/sc\\\/research\\\/thought-leadership\\\/ft-chinese-column\\\/the-smartest-ai-is-not-always-the-best-ai-trader\\\/#webpage\",\"url\":\"https:\\\/\\\/www.hkubs.hku.hk\\\/sc\\\/research\\\/thought-leadership\\\/ft-chinese-column\\\/the-smartest-ai-is-not-always-the-best-ai-trader\\\/\",\"name\":\"\\u6700\\u201c\\u806a\\u660e\\u201d\\u7684AI\\u672a\\u5fc5\\u662f\\u6700\\u4f18\\u79c0\\u7684AI\\u4ea4\\u6613\\u5458 - HKU Business School\",\"description\":\"\\u8fd1\\u671f\\uff0cInteractive Brokers \\u5ba3\\u5e03\\uff0c\\u7528\\u6237\\u53ef\\u5c06 ChatGPT\\u3001Claude\\u3001Grok \\u7b49\\u5927\\u8bed\\u8a00\\u6a21\\u578b\\u76f4\\u63a5\\u63a5\\u5165\\u6295\\u8d44\\u8d26\\u6237\\uff0c\\u7528\\u4e8e\\u5e02\\u573a\\u7814\\u7a76\\u3001\\u6295\\u8d44\\u7ec4\\u5408\\u5206\\u6790\\uff0c\\u4e43\\u81f3\\u751f\\u6210\\u4ea4\\u6613\\u6307\\u4ee4\\u3002 \\u5927\\u8bed\\u8a00\\u6a21\\u578b\\u6b63\\u4ece\\u201c\\u56de\\u7b54\\u95ee\\u9898\\u201d\\u201c\\u751f\\u6210\\u5185\\u5bb9\\u201d\\u7684\\u5bf9\\u8bdd\\u5de5\\u5177\\uff0c\\u6f14\\u5316\\u4e3a\\u80fd\\u8c03\\u7528\\u5916\\u90e8\\u5de5\\u5177\\u3001\\u8fde\\u63a5\\u771f\\u5b9e\\u7cfb\\u7edf\\u3001\\u53c2\\u4e0e\\u590d\\u6742\\u51b3\\u7b56\\u7684\\u667a\\u80fd\\u4f53\\u3002 \\u968f\\u8457 AI \\u8fc8\\u8fdb\\u771f\\u5b9e\\u573a\\u666f\\uff0c\\u4e00\\u4e2a\\u66f4\\u5177\\u73b0\\u5b9e\\u610f\\u4e49\\u7684\\u95ee\\u9898\\u968f\\u4e4b\\u6d6e\\u73b0\\uff1a\\u5f53\\u5b83\\u4eec\\u6301\\u7eed\\u53c2\\u4e0e\\u73b0\\u5b9e\\u91d1\\u878d\\u51b3\\u7b56\\u65f6\\uff0c\\u8868\\u73b0\\u7a76\\u7adf\\u5982\\u4f55\\uff1f \\u4e3a\\u63a2\\u7a76\\u8fd9\\u4e00\\u95ee\\u9898\\uff0c\\u9999\\u6e2f\\u5927\\u5b66\\u7ecf\\u7ba1\\u5b66\\u9662\\u4eba\\u5de5\\u667a\\u80fd\\u8bc4\\u4f30\\u5b9e\\u9a8c\\u5ba4\\uff08AIEL\\uff09\\u5f00\\u5c55\\u4e86\\u4e00\\u9879\\u5b9e\\u65f6\\u5916\\u6c47\\u4ea4\\u6613\\u5b9e\\u9a8c\\u3002 10 \\u4e2a\\u4e3b\\u6d41\\u5927\\u8bed\\u8a00\\u6a21\\u578b\\u2014\\u2014\\u5305\\u62ec GPT\\u3001Claude\\u3001Gemini\\u3001DeepSeek\\u3001Qwen\\u3001Grok\\u3001GLM\\u3001Kimi\\u3001MiniMax \\u548c Seed\\uff08Doubao\\uff09\\u2014\\u2014\\u5728\\u76f8\\u540c\\u521d\\u59cb\\u8d44\\u91d1\\u3001\\u4ea4\\u6613\\u5de5\\u5177\\u4e0e\\u6760\\u6746\\u7ea6\\u675f\\u4e0b\\uff0c\\u57fa\\u4e8e\\u771f\\u5b9e\\u5e02\\u573a\\u6570\\u636e\\u6301\\u7eed\\u8fdb\\u884c\\u6a21\\u62df\\u4ea4\\u6613\\u3002 \\u5b83\\u4eec\\u6bcf\\u4e2a\\u5c0f\\u65f6\\u83b7\\u53d6\\u4e00\\u6b21\\u6700\\u65b0\\u5e02\\u573a\\u4fe1\\u606f\\uff0c\\u81ea\\u4e3b\\u5224\\u65ad\\u662f\\u5426\\u68c0\\u7d22\\u65b0\\u95fb\\u3001\\u5206\\u6790\\u884c\\u60c5\\u6216\\u8c03\\u6574\\u4ed3s\\u4f4d\\u3002 \\u6240\\u6709\\u51b3\\u7b56\\u5747\\u57fa\\u4e8e\\u5b9e\\u65f6\\u6570\\u636e\\u5b8c\\u6210\\uff0c\\u5b9e\\u9a8c\\u6709\\u6548\\u89c4\\u907f\\u4e86\\u8bad\\u7ec3\\u6570\\u636e\\u4e0e\\u8bc4\\u6d4b\\u6570\\u636e\\u91cd\\u53e0\\u53ef\\u80fd\\u5e26\\u6765\\u7684\\u6570\\u636e\\u6c61\\u67d3\\u98ce\\u9669\\u3002 \\u81ea2026\\u5e744\\u6708\\u542f\\u52a8\\u4ee5\\u6765\\uff0c\\u7ecf\\u8fc7\\u516d\\u5468\\u8fd0\\u884c\\uff0c\\u4e0d\\u540c\\u6a21\\u578b\\u5728\\u4ea4\\u6613\\u884c\\u4e3a\\u548c\\u6536\\u76ca\\u8868\\u73b0\\u4e0a\\u5448\\u73b0\\u51fa\\u660e\\u663e\\u5206\\u5316\\u3002 \\u90e8\\u5206\\u6a21\\u578b\\u5b9e\\u73b0\\u4e86\\u63a5\\u8fd1\\u4e24\\u4f4d\\u6570\\u7684\\u7d2f\\u8ba1\\u6536\\u76ca\\u7387\\uff0c\\u4f8b\\u5982Qwen3.5 Plus\\u548cKimi K2.5; \\u800cMiniMax 2.5\\u548cDeepSeek V3.2\\u5219\\u51fa\\u73b0\\u4e86\\u8f83\\u5927\\u4e8f\\u635f\\u3002 \\u503c\\u5f97\\u6ce8\\u610f\\u7684\\u662f\\uff0c\\u8fd9\\u4e00\\u7ed3\\u679c\\u4e0e\\u6211\\u4eec\\u6b64\\u524d\\u53d1\\u5e03\\u7684\\u63a8\\u7406\\u80fd\\u529b\\u8bc4\\u6d4b[i]\\u6216Chatbot Arena +[ii]\\u901a\\u7528\\u80fd\\u529b\\u699c\\u5355\\u5e76\\u4e0d\\u5b8c\\u5168\\u4e00\\u81f4\\u2014\\u2014\\u5728\\u63a8\\u7406\\u3001\\u77e5\\u8bc6\\u95ee\\u7b54\\u6216\\u4ee3\\u7801\\u751f\\u6210\\u4efb\\u52a1\\u4e2d\\u8868\\u73b0\\u9886\\u5148\\u7684\\u6a21\\u578b\\uff0c\\u672a\\u5fc5\\u80fd\\u5728\\u771f\\u5b9e\\u91d1\\u878d\\u5e02\\u573a\\u4e2d\\u65a9\\u83b7\\u6700\\u4f73\\u6536\\u76ca\\u3002 \\u8fd9\\u5e76\\u4e0d\\u4ee4\\u4eba\\u610f\\u5916\\u3002 \\u5728\\u5927\\u591a\\u6570AI\\u57fa\\u51c6\\u6d4b\\u8bd5\\u4e2d\\uff0c\\u95ee\\u9898\\u901a\\u5e38\\u5b58\\u5728\\u660e\\u786e\\u7b54\\u6848; \\u800c\\u91d1\\u878d\\u5e02\\u573a\\u5219\\u5145\\u6ee1\\u6742\\u8baf\\u548c\\u4e0d\\u786e\\u5b9a\\u6027\\u3002 \\u5373\\u4f7f\\u5bf9\\u5e02\\u573a\\u65b9\\u5411\\u7684\\u5224\\u65ad\\u6b63\\u786e\\uff0c\\u4e5f\\u53ef\\u80fd\\u56e0\\u4e3a\\u4ed3\\u4f4d\\u7ba1\\u7406\\u3001\\u98ce\\u9669\\u63a7\\u5236\\u6216\\u4ea4\\u6613\\u65f6\\u673a\\u9009\\u62e9\\u4e0d\\u5f53\\u800c\\u906d\\u53d7\\u635f\\u5931\\u3002 \\u73b0\\u5b9e\\u4e2d\\u7684\\u6295\\u8d44\\u884c\\u4e1a\\u65e9\\u5df2\\u8bc1\\u660e\\uff0c\\u6700\\u806a\\u660e\\u7684\\u4eba\\u672a\\u5fc5\\u662f\\u6700\\u6210\\u529f\\u7684\\u6295\\u8d44\\u8005\\u3002 \\u5bf9\\u4e8eAI\\u800c\\u8a00\\uff0c\\u76ee\\u524d\\u7684\\u8bc1\\u636e\\u4f3c\\u4e4e\\u4e5f\\u6307\\u5411\\u7c7b\\u4f3c\\u7684\\u7ed3\\u8bba\\u3002 \\u6b64\\u524dStockBench[iii]\\u548cLiveTradeBench[iv]\\u7b49\\u80a1\\u7968\\u5e02\\u573a\\u8bc4\\u6d4b\\u4e5f\\u89c2\\u5bdf\\u5230\\u4e86\\u7c7b\\u4f3c\\u73b0\\u8c61\\uff1a\\u66f4\\u5f3a\\u7684\\u63a8\\u7406\\u80fd\\u529b\\u5e76\\u4e0d\\u5fc5\\u7136\\u8f6c\\u5316\\u4e3a\\u66f4\\u597d\\u7684\\u6295\\u8d44\\u8868\\u73b0\\u3002 \\u5b9e\\u9a8c\\u4e2d\\uff0c\\u4e0d\\u540c\\u6a21\\u578b\\u9010\\u6e10\\u5448\\u73b0\\u51fa\\u4e0d\\u540c\\u7684\\u4ea4\\u6613\\u98ce\\u683c\\uff1a\\u6709\\u4e9b\\u6a21\\u578b\\u9891\\u7e41\\uff0c\\u6709\\u4e9b\\u503e\\u5411\\u4e8e\\u957f\\u671f\\u6301\\u6709; \\u6709\\u4e9b\\u79ef\\u6781\\u4f7f\\u7528\\u6760\\u6746\\uff0c\\u6709\\u4e9b\\u5219\\u59cb\\u7ec8\\u4fdd\\u6301\\u8c28\\u614e\\u3002 \\u8fd9\\u79cd\\u5dee\\u5f02\\u540c\\u6837\\u4f53\\u73b0\\u5728\\u4fe1\\u606f\\u83b7\\u53d6\\u4e0a\\u3002 \\u4e0e\\u8bb8\\u591a\\u7814\\u7a76\\u76f4\\u63a5\\u5411\\u6a21\\u578b\\u63d0\\u4f9b\\u7edf\\u4e00\\u65b0\\u95fb\\u6458\\u8981\\u4e0d\\u540c\\uff0c\\u6211\\u4eec\\u5141\\u8bb8\\u6a21\\u578b\\u81ea\\u4e3b\\u51b3\\u5b9a\\u662f\\u5426\\u641c\\u7d22\\u65b0\\u95fb\\u3001\\u67e5\\u770b\\u5e02\\u573a\\u6570\\u636e\\u6216\\u8c03\\u53d6\\u5386\\u53f2\\u4ef7\\u683c\\u8d70\\u52bf\\u3002 \\u6709\\u4e9b\\u6a21\\u578b\\u9891\\u7e41\\u641c\\u7d22\\u5de8\\u96c6\\u89c2\\u65b0\\u95fb\\uff0c\\u6709\\u4e9b\\u5219\\u66f4\\u591a\\u4f9d\\u8d56\\u4ef7\\u683c\\u8d70\\u52bf\\u548c\\u5386\\u53f2\\u6570\\u636e\\u3002 \\u6b63\\u5982\\u73b0\\u5b9e\\u5e02\\u573a\\u4e2d\\uff0c\\u4e0d\\u540c\\u4ea4\\u6613\\u5458\\u6709\\u5404\\u81ea\\u504f\\u597d\\u7684\\u8d44\\u8baf\\u6765\\u6e90\\u3001\\u5206\\u6790\\u6846\\u67b6\\u548c\\u4ea4\\u6613\\u8282\\u594f\\uff0c\\u4e0d\\u540cAI\\u6a21\\u578b\\u4e5f\\u5c55\\u73b0\\u51fa\\u4e86\\u76f8\\u4f3c\\u7684\\u7b56\\u7565\\u5206\\u5316\\u3002 \\u66f4\\u957f\\u8fdc\\u6765\\u770b\\uff0c\\u8fd9\\u9879\\u5b9e\\u9a8c\\u6216\\u8bb8\\u8ba9\\u6211\\u4eec\\u63d0\\u524d\\u7aa5\\u89c1\\u4e86\\u672a\\u6765\\u91d1\\u878d\\u5e02\\u573a\\u7684\\u4e00\\u79cd\\u53ef\\u80fd\\u5f62\\u6001\\u3002 \\u4eca\\u5929\\uff0c\\u5927\\u591a\\u6570\\u91d1\\u878d\\u673a\\u6784\\u4ecd\\u5c06AI\\u89c6\\u4e3a\\u8f85\\u52a9\\u5de5\\u5177\\uff0c\\u7528\\u4e8e\\u7814\\u7a76\\u3001\\u5206\\u6790\\u548c\\u51b3\\u7b56\\u652f\\u63f4\\u3002 \\u4f46\\u968f\\u8457\\u6a21\\u578b\\u80fd\\u529b\\u4e0d\\u65ad\\u63d0\\u5347\\uff0cAI\\u5728\\u6295\\u8d44\\u6d41\\u7a0b\\u4e2d\\u7684\\u89d2\\u8272\\u6b63\\u5728\\u9010\\u6b65\\u6269\\u5927\\u3002 \\u4ece\\u751f\\u6210\\u7814\\u7a76\\u62a5\\u544a\\uff0c\\u5230\\u8f85\\u52a9\\u6784\\u5efa\\u6295\\u8d44\\u7ec4\\u5408\\uff0c\\u518d\\u5230\\u6267\\u884c\\u90e8\\u5206\\u4ea4\\u6613\\u51b3\\u7b56\\uff0c\\u8d8a\\u6765\\u8d8a\\u591a\\u539f\\u672c\\u7531\\u4eba\\u7c7b\\u5b8c\\u6210\\u7684\\u5de5\\u4f5c\\u5f00\\u59cb\\u7531\\u6a21\\u578b\\u53c2\\u4e0e\\u3002 \\u5982\\u679c\\u8fd9\\u4e00\\u8d8b\\u52bf\\u6301\\u7eed\\u53d1\\u5c55\\uff0c\\u672a\\u6765\\u91d1\\u878d\\u5e02\\u573a\\u4e2d\\u7684\\u90e8\\u5206\\u51b3\\u7b56\\u53ef\\u80fd\\u5c06\\u7531AI\\u76f4\\u63a5\\u5b8c\\u6210\\u3002 \\u5f53\\u8d8a\\u6765\\u8d8a\\u591a\\u8d44\\u91d1\\u5f00\\u59cb\\u7531\\u6f14\\u7b97\\u6cd5\\u548c\\u6a21\\u578b\\u7ba1\\u7406\\u65f6\\uff0c\\u5e02\\u573a\\u8fd0\\u884c\\u65b9\\u5f0f\\u672c\\u8eab\\u4e5f\\u53ef\\u80fd\\u968f\\u4e4b\\u53d1\\u751f\\u53d8\\u5316\\u3002 \\u91d1\\u878d\\u5e02\\u573a\\u4f1a\\u53d8\\u5316\\uff0c\\u6a21\\u578b\\u672c\\u8eab\\u4e5f\\u5728\\u6301\\u7eed\\u6f14\\u8fdb\\u3002 \\u6211\\u4eec\\u7684\\u5b9e\\u9a8c\\u6301\\u7eed\\u4e86\\u516d\\u5468\\uff0c\\u89c2\\u5bdf\\u5230\\u7684\\u53ea\\u662f\\u7279\\u5b9a\\u5e02\\u573a\\u73af\\u5883\\u4e0b\\u7684\\u4e00\\u6bb5\\u6837\\u672c\\u3002 \\u4eca\\u5929\\u8868\\u73b0\\u9886\\u5148\\u7684\\u6a21\\u578b\\u672a\\u5fc5\\u80fd\\u591f\\u957f\\u671f\\u9886\\u5148\\uff0c\\u800c\\u672a\\u6765\\u6a21\\u578b\\u7684\\u80fd\\u529b\\u8fb9\\u754c\\u4e5f\\u53ef\\u80fd\\u8fdc\\u8d85\\u73b0\\u5728\\u7684\\u6c34\\u51c6\\u3002 \\u4f46\\u6709\\u4e00\\u70b9\\u5df2\\u7ecf\\u8d8a\\u6765\\u8d8a\\u6e05\\u6670\\uff1a\\u5f53AI\\u5f00\\u59cb\\u4ece\\u201c\\u56de\\u7b54\\u95ee\\u9898\\u201d\\u8f6c\\u5411\\u201c\\u505a\\u51fa\\u51b3\\u7b56\\u201d\\u65f6\\uff0c\\u6211\\u4eec\\u6216\\u8bb8\\u9700\\u8981\\u91cd\\u65b0\\u601d\\u8003\\u8861\\u91cf\\u667a\\u80fd\\u7684\\u6807\\u51c6\\u3002 \\u968f\\u8457\\u5927\\u6a21\\u578b\\u9010\\u6e10\\u4ece\\u8d44\\u8baf\\u5904\\u7406\\u5de5\\u5177\\u6f14\\u53d8\\u4e3a\\u51b3\\u7b56\\u4e3b\\u4f53\\uff0c\\u6211\\u4eec\\u4e0d\\u4ec5\\u9700\\u8981\\u5173\\u6ce8\\u5b83\\u4eec\\u80fd\\u5426\\u7ed9\\u51fa\\u6b63\\u786e\\u7b54\\u6848\\uff0c\\u4e5f\\u9700\\u8981\\u5173\\u6ce8\\u5b83\\u4eec\\u5982\\u4f55\\u5bfb\\u627e\\u8d44\\u8baf\\u3001\\u5982\\u4f55\\u7ba1\\u7406\\u98ce\\u9669\\uff0c\\u4ee5\\u53ca\\u5982\\u4f55\\u5728\\u4e0d\\u786e\\u5b9a\\u73af\\u5883\\u4e0b\\u6301\\u7eed\\u505a\\u51fa\\u5224\\u65ad\\u3002 \\u5bf9\\u4e8e\\u91d1\\u878d\\u5e02\\u573a\\u800c\\u8a00\\uff0c\\u6700\\u201c\\u806a\\u660e\\u201d\\u7684AI\\u672a\\u5fc5\\u662f\\u6700\\u4f18\\u79c0\\u7684AI\\u4ea4\\u6613\\u5458\\u3002 [i] https:\\\/\\\/www.hkubs.hku.hk\\\/aimodelrankings\\\/leaderboards\\\/reasoningCapabilities.html [ii]\",\"inLanguage\":\"zh-CN\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/www.hkubs.hku.hk\\\/sc\\\/#website\"},\"breadcrumb\":{\"@id\":\"https:\\\/\\\/www.hkubs.hku.hk\\\/sc\\\/research\\\/thought-leadership\\\/ft-chinese-column\\\/the-smartest-ai-is-not-always-the-best-ai-trader\\\/#breadcrumblist\"},\"datePublished\":\"2026-07-10T18:20:16+08:00\",\"dateModified\":\"2026-07-10T18:27:20+08:00\"},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/www.hkubs.hku.hk\\\/sc\\\/#website\",\"url\":\"https:\\\/\\\/www.hkubs.hku.hk\\\/sc\\\/\",\"name\":\"HKU Business School\",\"inLanguage\":\"zh-CN\",\"publisher\":{\"@id\":\"https:\\\/\\\/www.hkubs.hku.hk\\\/sc\\\/#organization\"}}]}\n\t\t<\/script>\n\t\t<!-- All in One SEO -->\n\n","aioseo_head_json":{"title":"\u6700\u201c\u806a\u660e\u201d\u7684AI\u672a\u5fc5\u662f\u6700\u4f18\u79c0\u7684AI\u4ea4\u6613\u5458 - HKU Business School","description":"\u8fd1\u671f\uff0cInteractive Brokers \u5ba3\u5e03\uff0c\u7528\u6237\u53ef\u5c06 ChatGPT\u3001Claude\u3001Grok \u7b49\u5927\u8bed\u8a00\u6a21\u578b\u76f4\u63a5\u63a5\u5165\u6295\u8d44\u8d26\u6237\uff0c\u7528\u4e8e\u5e02\u573a\u7814\u7a76\u3001\u6295\u8d44\u7ec4\u5408\u5206\u6790\uff0c\u4e43\u81f3\u751f\u6210\u4ea4\u6613\u6307\u4ee4\u3002 \u5927\u8bed\u8a00\u6a21\u578b\u6b63\u4ece\u201c\u56de\u7b54\u95ee\u9898\u201d\u201c\u751f\u6210\u5185\u5bb9\u201d\u7684\u5bf9\u8bdd\u5de5\u5177\uff0c\u6f14\u5316\u4e3a\u80fd\u8c03\u7528\u5916\u90e8\u5de5\u5177\u3001\u8fde\u63a5\u771f\u5b9e\u7cfb\u7edf\u3001\u53c2\u4e0e\u590d\u6742\u51b3\u7b56\u7684\u667a\u80fd\u4f53\u3002 \u968f\u8457 AI \u8fc8\u8fdb\u771f\u5b9e\u573a\u666f\uff0c\u4e00\u4e2a\u66f4\u5177\u73b0\u5b9e\u610f\u4e49\u7684\u95ee\u9898\u968f\u4e4b\u6d6e\u73b0\uff1a\u5f53\u5b83\u4eec\u6301\u7eed\u53c2\u4e0e\u73b0\u5b9e\u91d1\u878d\u51b3\u7b56\u65f6\uff0c\u8868\u73b0\u7a76\u7adf\u5982\u4f55\uff1f \u4e3a\u63a2\u7a76\u8fd9\u4e00\u95ee\u9898\uff0c\u9999\u6e2f\u5927\u5b66\u7ecf\u7ba1\u5b66\u9662\u4eba\u5de5\u667a\u80fd\u8bc4\u4f30\u5b9e\u9a8c\u5ba4\uff08AIEL\uff09\u5f00\u5c55\u4e86\u4e00\u9879\u5b9e\u65f6\u5916\u6c47\u4ea4\u6613\u5b9e\u9a8c\u3002 10 \u4e2a\u4e3b\u6d41\u5927\u8bed\u8a00\u6a21\u578b\u2014\u2014\u5305\u62ec GPT\u3001Claude\u3001Gemini\u3001DeepSeek\u3001Qwen\u3001Grok\u3001GLM\u3001Kimi\u3001MiniMax \u548c Seed\uff08Doubao\uff09\u2014\u2014\u5728\u76f8\u540c\u521d\u59cb\u8d44\u91d1\u3001\u4ea4\u6613\u5de5\u5177\u4e0e\u6760\u6746\u7ea6\u675f\u4e0b\uff0c\u57fa\u4e8e\u771f\u5b9e\u5e02\u573a\u6570\u636e\u6301\u7eed\u8fdb\u884c\u6a21\u62df\u4ea4\u6613\u3002 \u5b83\u4eec\u6bcf\u4e2a\u5c0f\u65f6\u83b7\u53d6\u4e00\u6b21\u6700\u65b0\u5e02\u573a\u4fe1\u606f\uff0c\u81ea\u4e3b\u5224\u65ad\u662f\u5426\u68c0\u7d22\u65b0\u95fb\u3001\u5206\u6790\u884c\u60c5\u6216\u8c03\u6574\u4ed3s\u4f4d\u3002 \u6240\u6709\u51b3\u7b56\u5747\u57fa\u4e8e\u5b9e\u65f6\u6570\u636e\u5b8c\u6210\uff0c\u5b9e\u9a8c\u6709\u6548\u89c4\u907f\u4e86\u8bad\u7ec3\u6570\u636e\u4e0e\u8bc4\u6d4b\u6570\u636e\u91cd\u53e0\u53ef\u80fd\u5e26\u6765\u7684\u6570\u636e\u6c61\u67d3\u98ce\u9669\u3002 \u81ea2026\u5e744\u6708\u542f\u52a8\u4ee5\u6765\uff0c\u7ecf\u8fc7\u516d\u5468\u8fd0\u884c\uff0c\u4e0d\u540c\u6a21\u578b\u5728\u4ea4\u6613\u884c\u4e3a\u548c\u6536\u76ca\u8868\u73b0\u4e0a\u5448\u73b0\u51fa\u660e\u663e\u5206\u5316\u3002 \u90e8\u5206\u6a21\u578b\u5b9e\u73b0\u4e86\u63a5\u8fd1\u4e24\u4f4d\u6570\u7684\u7d2f\u8ba1\u6536\u76ca\u7387\uff0c\u4f8b\u5982Qwen3.5 Plus\u548cKimi K2.5; \u800cMiniMax 2.5\u548cDeepSeek V3.2\u5219\u51fa\u73b0\u4e86\u8f83\u5927\u4e8f\u635f\u3002 \u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c\u8fd9\u4e00\u7ed3\u679c\u4e0e\u6211\u4eec\u6b64\u524d\u53d1\u5e03\u7684\u63a8\u7406\u80fd\u529b\u8bc4\u6d4b[i]\u6216Chatbot Arena +[ii]\u901a\u7528\u80fd\u529b\u699c\u5355\u5e76\u4e0d\u5b8c\u5168\u4e00\u81f4\u2014\u2014\u5728\u63a8\u7406\u3001\u77e5\u8bc6\u95ee\u7b54\u6216\u4ee3\u7801\u751f\u6210\u4efb\u52a1\u4e2d\u8868\u73b0\u9886\u5148\u7684\u6a21\u578b\uff0c\u672a\u5fc5\u80fd\u5728\u771f\u5b9e\u91d1\u878d\u5e02\u573a\u4e2d\u65a9\u83b7\u6700\u4f73\u6536\u76ca\u3002 \u8fd9\u5e76\u4e0d\u4ee4\u4eba\u610f\u5916\u3002 \u5728\u5927\u591a\u6570AI\u57fa\u51c6\u6d4b\u8bd5\u4e2d\uff0c\u95ee\u9898\u901a\u5e38\u5b58\u5728\u660e\u786e\u7b54\u6848; \u800c\u91d1\u878d\u5e02\u573a\u5219\u5145\u6ee1\u6742\u8baf\u548c\u4e0d\u786e\u5b9a\u6027\u3002 \u5373\u4f7f\u5bf9\u5e02\u573a\u65b9\u5411\u7684\u5224\u65ad\u6b63\u786e\uff0c\u4e5f\u53ef\u80fd\u56e0\u4e3a\u4ed3\u4f4d\u7ba1\u7406\u3001\u98ce\u9669\u63a7\u5236\u6216\u4ea4\u6613\u65f6\u673a\u9009\u62e9\u4e0d\u5f53\u800c\u906d\u53d7\u635f\u5931\u3002 \u73b0\u5b9e\u4e2d\u7684\u6295\u8d44\u884c\u4e1a\u65e9\u5df2\u8bc1\u660e\uff0c\u6700\u806a\u660e\u7684\u4eba\u672a\u5fc5\u662f\u6700\u6210\u529f\u7684\u6295\u8d44\u8005\u3002 \u5bf9\u4e8eAI\u800c\u8a00\uff0c\u76ee\u524d\u7684\u8bc1\u636e\u4f3c\u4e4e\u4e5f\u6307\u5411\u7c7b\u4f3c\u7684\u7ed3\u8bba\u3002 \u6b64\u524dStockBench[iii]\u548cLiveTradeBench[iv]\u7b49\u80a1\u7968\u5e02\u573a\u8bc4\u6d4b\u4e5f\u89c2\u5bdf\u5230\u4e86\u7c7b\u4f3c\u73b0\u8c61\uff1a\u66f4\u5f3a\u7684\u63a8\u7406\u80fd\u529b\u5e76\u4e0d\u5fc5\u7136\u8f6c\u5316\u4e3a\u66f4\u597d\u7684\u6295\u8d44\u8868\u73b0\u3002 \u5b9e\u9a8c\u4e2d\uff0c\u4e0d\u540c\u6a21\u578b\u9010\u6e10\u5448\u73b0\u51fa\u4e0d\u540c\u7684\u4ea4\u6613\u98ce\u683c\uff1a\u6709\u4e9b\u6a21\u578b\u9891\u7e41\uff0c\u6709\u4e9b\u503e\u5411\u4e8e\u957f\u671f\u6301\u6709; \u6709\u4e9b\u79ef\u6781\u4f7f\u7528\u6760\u6746\uff0c\u6709\u4e9b\u5219\u59cb\u7ec8\u4fdd\u6301\u8c28\u614e\u3002 \u8fd9\u79cd\u5dee\u5f02\u540c\u6837\u4f53\u73b0\u5728\u4fe1\u606f\u83b7\u53d6\u4e0a\u3002 \u4e0e\u8bb8\u591a\u7814\u7a76\u76f4\u63a5\u5411\u6a21\u578b\u63d0\u4f9b\u7edf\u4e00\u65b0\u95fb\u6458\u8981\u4e0d\u540c\uff0c\u6211\u4eec\u5141\u8bb8\u6a21\u578b\u81ea\u4e3b\u51b3\u5b9a\u662f\u5426\u641c\u7d22\u65b0\u95fb\u3001\u67e5\u770b\u5e02\u573a\u6570\u636e\u6216\u8c03\u53d6\u5386\u53f2\u4ef7\u683c\u8d70\u52bf\u3002 \u6709\u4e9b\u6a21\u578b\u9891\u7e41\u641c\u7d22\u5de8\u96c6\u89c2\u65b0\u95fb\uff0c\u6709\u4e9b\u5219\u66f4\u591a\u4f9d\u8d56\u4ef7\u683c\u8d70\u52bf\u548c\u5386\u53f2\u6570\u636e\u3002 \u6b63\u5982\u73b0\u5b9e\u5e02\u573a\u4e2d\uff0c\u4e0d\u540c\u4ea4\u6613\u5458\u6709\u5404\u81ea\u504f\u597d\u7684\u8d44\u8baf\u6765\u6e90\u3001\u5206\u6790\u6846\u67b6\u548c\u4ea4\u6613\u8282\u594f\uff0c\u4e0d\u540cAI\u6a21\u578b\u4e5f\u5c55\u73b0\u51fa\u4e86\u76f8\u4f3c\u7684\u7b56\u7565\u5206\u5316\u3002 \u66f4\u957f\u8fdc\u6765\u770b\uff0c\u8fd9\u9879\u5b9e\u9a8c\u6216\u8bb8\u8ba9\u6211\u4eec\u63d0\u524d\u7aa5\u89c1\u4e86\u672a\u6765\u91d1\u878d\u5e02\u573a\u7684\u4e00\u79cd\u53ef\u80fd\u5f62\u6001\u3002 \u4eca\u5929\uff0c\u5927\u591a\u6570\u91d1\u878d\u673a\u6784\u4ecd\u5c06AI\u89c6\u4e3a\u8f85\u52a9\u5de5\u5177\uff0c\u7528\u4e8e\u7814\u7a76\u3001\u5206\u6790\u548c\u51b3\u7b56\u652f\u63f4\u3002 \u4f46\u968f\u8457\u6a21\u578b\u80fd\u529b\u4e0d\u65ad\u63d0\u5347\uff0cAI\u5728\u6295\u8d44\u6d41\u7a0b\u4e2d\u7684\u89d2\u8272\u6b63\u5728\u9010\u6b65\u6269\u5927\u3002 \u4ece\u751f\u6210\u7814\u7a76\u62a5\u544a\uff0c\u5230\u8f85\u52a9\u6784\u5efa\u6295\u8d44\u7ec4\u5408\uff0c\u518d\u5230\u6267\u884c\u90e8\u5206\u4ea4\u6613\u51b3\u7b56\uff0c\u8d8a\u6765\u8d8a\u591a\u539f\u672c\u7531\u4eba\u7c7b\u5b8c\u6210\u7684\u5de5\u4f5c\u5f00\u59cb\u7531\u6a21\u578b\u53c2\u4e0e\u3002 \u5982\u679c\u8fd9\u4e00\u8d8b\u52bf\u6301\u7eed\u53d1\u5c55\uff0c\u672a\u6765\u91d1\u878d\u5e02\u573a\u4e2d\u7684\u90e8\u5206\u51b3\u7b56\u53ef\u80fd\u5c06\u7531AI\u76f4\u63a5\u5b8c\u6210\u3002 \u5f53\u8d8a\u6765\u8d8a\u591a\u8d44\u91d1\u5f00\u59cb\u7531\u6f14\u7b97\u6cd5\u548c\u6a21\u578b\u7ba1\u7406\u65f6\uff0c\u5e02\u573a\u8fd0\u884c\u65b9\u5f0f\u672c\u8eab\u4e5f\u53ef\u80fd\u968f\u4e4b\u53d1\u751f\u53d8\u5316\u3002 \u91d1\u878d\u5e02\u573a\u4f1a\u53d8\u5316\uff0c\u6a21\u578b\u672c\u8eab\u4e5f\u5728\u6301\u7eed\u6f14\u8fdb\u3002 \u6211\u4eec\u7684\u5b9e\u9a8c\u6301\u7eed\u4e86\u516d\u5468\uff0c\u89c2\u5bdf\u5230\u7684\u53ea\u662f\u7279\u5b9a\u5e02\u573a\u73af\u5883\u4e0b\u7684\u4e00\u6bb5\u6837\u672c\u3002 \u4eca\u5929\u8868\u73b0\u9886\u5148\u7684\u6a21\u578b\u672a\u5fc5\u80fd\u591f\u957f\u671f\u9886\u5148\uff0c\u800c\u672a\u6765\u6a21\u578b\u7684\u80fd\u529b\u8fb9\u754c\u4e5f\u53ef\u80fd\u8fdc\u8d85\u73b0\u5728\u7684\u6c34\u51c6\u3002 \u4f46\u6709\u4e00\u70b9\u5df2\u7ecf\u8d8a\u6765\u8d8a\u6e05\u6670\uff1a\u5f53AI\u5f00\u59cb\u4ece\u201c\u56de\u7b54\u95ee\u9898\u201d\u8f6c\u5411\u201c\u505a\u51fa\u51b3\u7b56\u201d\u65f6\uff0c\u6211\u4eec\u6216\u8bb8\u9700\u8981\u91cd\u65b0\u601d\u8003\u8861\u91cf\u667a\u80fd\u7684\u6807\u51c6\u3002 \u968f\u8457\u5927\u6a21\u578b\u9010\u6e10\u4ece\u8d44\u8baf\u5904\u7406\u5de5\u5177\u6f14\u53d8\u4e3a\u51b3\u7b56\u4e3b\u4f53\uff0c\u6211\u4eec\u4e0d\u4ec5\u9700\u8981\u5173\u6ce8\u5b83\u4eec\u80fd\u5426\u7ed9\u51fa\u6b63\u786e\u7b54\u6848\uff0c\u4e5f\u9700\u8981\u5173\u6ce8\u5b83\u4eec\u5982\u4f55\u5bfb\u627e\u8d44\u8baf\u3001\u5982\u4f55\u7ba1\u7406\u98ce\u9669\uff0c\u4ee5\u53ca\u5982\u4f55\u5728\u4e0d\u786e\u5b9a\u73af\u5883\u4e0b\u6301\u7eed\u505a\u51fa\u5224\u65ad\u3002 \u5bf9\u4e8e\u91d1\u878d\u5e02\u573a\u800c\u8a00\uff0c\u6700\u201c\u806a\u660e\u201d\u7684AI\u672a\u5fc5\u662f\u6700\u4f18\u79c0\u7684AI\u4ea4\u6613\u5458\u3002 [i] https:\/\/www.hkubs.hku.hk\/aimodelrankings\/leaderboards\/reasoningCapabilities.html [ii]","canonical_url":"https:\/\/www.hkubs.hku.hk\/sc\/research\/thought-leadership\/ft-chinese-column\/the-smartest-ai-is-not-always-the-best-ai-trader\/","robots":"max-image-preview:large","keywords":"","webmasterTools":{"google-site-verification":"google-site-verification=MjdkluDgHpNk2vz5slbwER2Gusw2rUDQuVULMERWzLo","miscellaneous":""},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"BreadcrumbList","@id":"https:\/\/www.hkubs.hku.hk\/sc\/research\/thought-leadership\/ft-chinese-column\/the-smartest-ai-is-not-always-the-best-ai-trader\/#breadcrumblist","itemListElement":[{"@type":"ListItem","@id":"https:\/\/www.hkubs.hku.hk\/sc\/#listItem","position":1,"name":"Home","item":"https:\/\/www.hkubs.hku.hk\/sc\/","nextItem":{"@type":"ListItem","@id":"https:\/\/www.hkubs.hku.hk\/sc\/thought-leadership\/ft-chinese-column-sc\/#listItem","name":"\u660e\u5fb7\u5546\u8bba"}},{"@type":"ListItem","@id":"https:\/\/www.hkubs.hku.hk\/sc\/thought-leadership\/ft-chinese-column-sc\/#listItem","position":2,"name":"\u660e\u5fb7\u5546\u8bba","item":"https:\/\/www.hkubs.hku.hk\/sc\/thought-leadership\/ft-chinese-column-sc\/","nextItem":{"@type":"ListItem","@id":"https:\/\/www.hkubs.hku.hk\/sc\/research\/thought-leadership\/ft-chinese-column\/the-smartest-ai-is-not-always-the-best-ai-trader\/#listItem","name":"\u6700\u201c\u806a\u660e\u201d\u7684AI\u672a\u5fc5\u662f\u6700\u4f18\u79c0\u7684AI\u4ea4\u6613\u5458"},"previousItem":{"@type":"ListItem","@id":"https:\/\/www.hkubs.hku.hk\/sc\/#listItem","name":"Home"}},{"@type":"ListItem","@id":"https:\/\/www.hkubs.hku.hk\/sc\/research\/thought-leadership\/ft-chinese-column\/the-smartest-ai-is-not-always-the-best-ai-trader\/#listItem","position":3,"name":"\u6700\u201c\u806a\u660e\u201d\u7684AI\u672a\u5fc5\u662f\u6700\u4f18\u79c0\u7684AI\u4ea4\u6613\u5458","previousItem":{"@type":"ListItem","@id":"https:\/\/www.hkubs.hku.hk\/sc\/thought-leadership\/ft-chinese-column-sc\/#listItem","name":"\u660e\u5fb7\u5546\u8bba"}}]},{"@type":"Organization","@id":"https:\/\/www.hkubs.hku.hk\/sc\/#organization","name":"HKU Business School","url":"https:\/\/www.hkubs.hku.hk\/sc\/"},{"@type":"WebPage","@id":"https:\/\/www.hkubs.hku.hk\/sc\/research\/thought-leadership\/ft-chinese-column\/the-smartest-ai-is-not-always-the-best-ai-trader\/#webpage","url":"https:\/\/www.hkubs.hku.hk\/sc\/research\/thought-leadership\/ft-chinese-column\/the-smartest-ai-is-not-always-the-best-ai-trader\/","name":"\u6700\u201c\u806a\u660e\u201d\u7684AI\u672a\u5fc5\u662f\u6700\u4f18\u79c0\u7684AI\u4ea4\u6613\u5458 - HKU Business School","description":"\u8fd1\u671f\uff0cInteractive Brokers \u5ba3\u5e03\uff0c\u7528\u6237\u53ef\u5c06 ChatGPT\u3001Claude\u3001Grok \u7b49\u5927\u8bed\u8a00\u6a21\u578b\u76f4\u63a5\u63a5\u5165\u6295\u8d44\u8d26\u6237\uff0c\u7528\u4e8e\u5e02\u573a\u7814\u7a76\u3001\u6295\u8d44\u7ec4\u5408\u5206\u6790\uff0c\u4e43\u81f3\u751f\u6210\u4ea4\u6613\u6307\u4ee4\u3002 \u5927\u8bed\u8a00\u6a21\u578b\u6b63\u4ece\u201c\u56de\u7b54\u95ee\u9898\u201d\u201c\u751f\u6210\u5185\u5bb9\u201d\u7684\u5bf9\u8bdd\u5de5\u5177\uff0c\u6f14\u5316\u4e3a\u80fd\u8c03\u7528\u5916\u90e8\u5de5\u5177\u3001\u8fde\u63a5\u771f\u5b9e\u7cfb\u7edf\u3001\u53c2\u4e0e\u590d\u6742\u51b3\u7b56\u7684\u667a\u80fd\u4f53\u3002 \u968f\u8457 AI \u8fc8\u8fdb\u771f\u5b9e\u573a\u666f\uff0c\u4e00\u4e2a\u66f4\u5177\u73b0\u5b9e\u610f\u4e49\u7684\u95ee\u9898\u968f\u4e4b\u6d6e\u73b0\uff1a\u5f53\u5b83\u4eec\u6301\u7eed\u53c2\u4e0e\u73b0\u5b9e\u91d1\u878d\u51b3\u7b56\u65f6\uff0c\u8868\u73b0\u7a76\u7adf\u5982\u4f55\uff1f \u4e3a\u63a2\u7a76\u8fd9\u4e00\u95ee\u9898\uff0c\u9999\u6e2f\u5927\u5b66\u7ecf\u7ba1\u5b66\u9662\u4eba\u5de5\u667a\u80fd\u8bc4\u4f30\u5b9e\u9a8c\u5ba4\uff08AIEL\uff09\u5f00\u5c55\u4e86\u4e00\u9879\u5b9e\u65f6\u5916\u6c47\u4ea4\u6613\u5b9e\u9a8c\u3002 10 \u4e2a\u4e3b\u6d41\u5927\u8bed\u8a00\u6a21\u578b\u2014\u2014\u5305\u62ec GPT\u3001Claude\u3001Gemini\u3001DeepSeek\u3001Qwen\u3001Grok\u3001GLM\u3001Kimi\u3001MiniMax \u548c Seed\uff08Doubao\uff09\u2014\u2014\u5728\u76f8\u540c\u521d\u59cb\u8d44\u91d1\u3001\u4ea4\u6613\u5de5\u5177\u4e0e\u6760\u6746\u7ea6\u675f\u4e0b\uff0c\u57fa\u4e8e\u771f\u5b9e\u5e02\u573a\u6570\u636e\u6301\u7eed\u8fdb\u884c\u6a21\u62df\u4ea4\u6613\u3002 \u5b83\u4eec\u6bcf\u4e2a\u5c0f\u65f6\u83b7\u53d6\u4e00\u6b21\u6700\u65b0\u5e02\u573a\u4fe1\u606f\uff0c\u81ea\u4e3b\u5224\u65ad\u662f\u5426\u68c0\u7d22\u65b0\u95fb\u3001\u5206\u6790\u884c\u60c5\u6216\u8c03\u6574\u4ed3s\u4f4d\u3002 \u6240\u6709\u51b3\u7b56\u5747\u57fa\u4e8e\u5b9e\u65f6\u6570\u636e\u5b8c\u6210\uff0c\u5b9e\u9a8c\u6709\u6548\u89c4\u907f\u4e86\u8bad\u7ec3\u6570\u636e\u4e0e\u8bc4\u6d4b\u6570\u636e\u91cd\u53e0\u53ef\u80fd\u5e26\u6765\u7684\u6570\u636e\u6c61\u67d3\u98ce\u9669\u3002 \u81ea2026\u5e744\u6708\u542f\u52a8\u4ee5\u6765\uff0c\u7ecf\u8fc7\u516d\u5468\u8fd0\u884c\uff0c\u4e0d\u540c\u6a21\u578b\u5728\u4ea4\u6613\u884c\u4e3a\u548c\u6536\u76ca\u8868\u73b0\u4e0a\u5448\u73b0\u51fa\u660e\u663e\u5206\u5316\u3002 \u90e8\u5206\u6a21\u578b\u5b9e\u73b0\u4e86\u63a5\u8fd1\u4e24\u4f4d\u6570\u7684\u7d2f\u8ba1\u6536\u76ca\u7387\uff0c\u4f8b\u5982Qwen3.5 Plus\u548cKimi K2.5; \u800cMiniMax 2.5\u548cDeepSeek V3.2\u5219\u51fa\u73b0\u4e86\u8f83\u5927\u4e8f\u635f\u3002 \u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c\u8fd9\u4e00\u7ed3\u679c\u4e0e\u6211\u4eec\u6b64\u524d\u53d1\u5e03\u7684\u63a8\u7406\u80fd\u529b\u8bc4\u6d4b[i]\u6216Chatbot Arena +[ii]\u901a\u7528\u80fd\u529b\u699c\u5355\u5e76\u4e0d\u5b8c\u5168\u4e00\u81f4\u2014\u2014\u5728\u63a8\u7406\u3001\u77e5\u8bc6\u95ee\u7b54\u6216\u4ee3\u7801\u751f\u6210\u4efb\u52a1\u4e2d\u8868\u73b0\u9886\u5148\u7684\u6a21\u578b\uff0c\u672a\u5fc5\u80fd\u5728\u771f\u5b9e\u91d1\u878d\u5e02\u573a\u4e2d\u65a9\u83b7\u6700\u4f73\u6536\u76ca\u3002 \u8fd9\u5e76\u4e0d\u4ee4\u4eba\u610f\u5916\u3002 \u5728\u5927\u591a\u6570AI\u57fa\u51c6\u6d4b\u8bd5\u4e2d\uff0c\u95ee\u9898\u901a\u5e38\u5b58\u5728\u660e\u786e\u7b54\u6848; \u800c\u91d1\u878d\u5e02\u573a\u5219\u5145\u6ee1\u6742\u8baf\u548c\u4e0d\u786e\u5b9a\u6027\u3002 \u5373\u4f7f\u5bf9\u5e02\u573a\u65b9\u5411\u7684\u5224\u65ad\u6b63\u786e\uff0c\u4e5f\u53ef\u80fd\u56e0\u4e3a\u4ed3\u4f4d\u7ba1\u7406\u3001\u98ce\u9669\u63a7\u5236\u6216\u4ea4\u6613\u65f6\u673a\u9009\u62e9\u4e0d\u5f53\u800c\u906d\u53d7\u635f\u5931\u3002 \u73b0\u5b9e\u4e2d\u7684\u6295\u8d44\u884c\u4e1a\u65e9\u5df2\u8bc1\u660e\uff0c\u6700\u806a\u660e\u7684\u4eba\u672a\u5fc5\u662f\u6700\u6210\u529f\u7684\u6295\u8d44\u8005\u3002 \u5bf9\u4e8eAI\u800c\u8a00\uff0c\u76ee\u524d\u7684\u8bc1\u636e\u4f3c\u4e4e\u4e5f\u6307\u5411\u7c7b\u4f3c\u7684\u7ed3\u8bba\u3002 \u6b64\u524dStockBench[iii]\u548cLiveTradeBench[iv]\u7b49\u80a1\u7968\u5e02\u573a\u8bc4\u6d4b\u4e5f\u89c2\u5bdf\u5230\u4e86\u7c7b\u4f3c\u73b0\u8c61\uff1a\u66f4\u5f3a\u7684\u63a8\u7406\u80fd\u529b\u5e76\u4e0d\u5fc5\u7136\u8f6c\u5316\u4e3a\u66f4\u597d\u7684\u6295\u8d44\u8868\u73b0\u3002 \u5b9e\u9a8c\u4e2d\uff0c\u4e0d\u540c\u6a21\u578b\u9010\u6e10\u5448\u73b0\u51fa\u4e0d\u540c\u7684\u4ea4\u6613\u98ce\u683c\uff1a\u6709\u4e9b\u6a21\u578b\u9891\u7e41\uff0c\u6709\u4e9b\u503e\u5411\u4e8e\u957f\u671f\u6301\u6709; \u6709\u4e9b\u79ef\u6781\u4f7f\u7528\u6760\u6746\uff0c\u6709\u4e9b\u5219\u59cb\u7ec8\u4fdd\u6301\u8c28\u614e\u3002 \u8fd9\u79cd\u5dee\u5f02\u540c\u6837\u4f53\u73b0\u5728\u4fe1\u606f\u83b7\u53d6\u4e0a\u3002 \u4e0e\u8bb8\u591a\u7814\u7a76\u76f4\u63a5\u5411\u6a21\u578b\u63d0\u4f9b\u7edf\u4e00\u65b0\u95fb\u6458\u8981\u4e0d\u540c\uff0c\u6211\u4eec\u5141\u8bb8\u6a21\u578b\u81ea\u4e3b\u51b3\u5b9a\u662f\u5426\u641c\u7d22\u65b0\u95fb\u3001\u67e5\u770b\u5e02\u573a\u6570\u636e\u6216\u8c03\u53d6\u5386\u53f2\u4ef7\u683c\u8d70\u52bf\u3002 \u6709\u4e9b\u6a21\u578b\u9891\u7e41\u641c\u7d22\u5de8\u96c6\u89c2\u65b0\u95fb\uff0c\u6709\u4e9b\u5219\u66f4\u591a\u4f9d\u8d56\u4ef7\u683c\u8d70\u52bf\u548c\u5386\u53f2\u6570\u636e\u3002 \u6b63\u5982\u73b0\u5b9e\u5e02\u573a\u4e2d\uff0c\u4e0d\u540c\u4ea4\u6613\u5458\u6709\u5404\u81ea\u504f\u597d\u7684\u8d44\u8baf\u6765\u6e90\u3001\u5206\u6790\u6846\u67b6\u548c\u4ea4\u6613\u8282\u594f\uff0c\u4e0d\u540cAI\u6a21\u578b\u4e5f\u5c55\u73b0\u51fa\u4e86\u76f8\u4f3c\u7684\u7b56\u7565\u5206\u5316\u3002 \u66f4\u957f\u8fdc\u6765\u770b\uff0c\u8fd9\u9879\u5b9e\u9a8c\u6216\u8bb8\u8ba9\u6211\u4eec\u63d0\u524d\u7aa5\u89c1\u4e86\u672a\u6765\u91d1\u878d\u5e02\u573a\u7684\u4e00\u79cd\u53ef\u80fd\u5f62\u6001\u3002 \u4eca\u5929\uff0c\u5927\u591a\u6570\u91d1\u878d\u673a\u6784\u4ecd\u5c06AI\u89c6\u4e3a\u8f85\u52a9\u5de5\u5177\uff0c\u7528\u4e8e\u7814\u7a76\u3001\u5206\u6790\u548c\u51b3\u7b56\u652f\u63f4\u3002 \u4f46\u968f\u8457\u6a21\u578b\u80fd\u529b\u4e0d\u65ad\u63d0\u5347\uff0cAI\u5728\u6295\u8d44\u6d41\u7a0b\u4e2d\u7684\u89d2\u8272\u6b63\u5728\u9010\u6b65\u6269\u5927\u3002 \u4ece\u751f\u6210\u7814\u7a76\u62a5\u544a\uff0c\u5230\u8f85\u52a9\u6784\u5efa\u6295\u8d44\u7ec4\u5408\uff0c\u518d\u5230\u6267\u884c\u90e8\u5206\u4ea4\u6613\u51b3\u7b56\uff0c\u8d8a\u6765\u8d8a\u591a\u539f\u672c\u7531\u4eba\u7c7b\u5b8c\u6210\u7684\u5de5\u4f5c\u5f00\u59cb\u7531\u6a21\u578b\u53c2\u4e0e\u3002 \u5982\u679c\u8fd9\u4e00\u8d8b\u52bf\u6301\u7eed\u53d1\u5c55\uff0c\u672a\u6765\u91d1\u878d\u5e02\u573a\u4e2d\u7684\u90e8\u5206\u51b3\u7b56\u53ef\u80fd\u5c06\u7531AI\u76f4\u63a5\u5b8c\u6210\u3002 \u5f53\u8d8a\u6765\u8d8a\u591a\u8d44\u91d1\u5f00\u59cb\u7531\u6f14\u7b97\u6cd5\u548c\u6a21\u578b\u7ba1\u7406\u65f6\uff0c\u5e02\u573a\u8fd0\u884c\u65b9\u5f0f\u672c\u8eab\u4e5f\u53ef\u80fd\u968f\u4e4b\u53d1\u751f\u53d8\u5316\u3002 \u91d1\u878d\u5e02\u573a\u4f1a\u53d8\u5316\uff0c\u6a21\u578b\u672c\u8eab\u4e5f\u5728\u6301\u7eed\u6f14\u8fdb\u3002 \u6211\u4eec\u7684\u5b9e\u9a8c\u6301\u7eed\u4e86\u516d\u5468\uff0c\u89c2\u5bdf\u5230\u7684\u53ea\u662f\u7279\u5b9a\u5e02\u573a\u73af\u5883\u4e0b\u7684\u4e00\u6bb5\u6837\u672c\u3002 \u4eca\u5929\u8868\u73b0\u9886\u5148\u7684\u6a21\u578b\u672a\u5fc5\u80fd\u591f\u957f\u671f\u9886\u5148\uff0c\u800c\u672a\u6765\u6a21\u578b\u7684\u80fd\u529b\u8fb9\u754c\u4e5f\u53ef\u80fd\u8fdc\u8d85\u73b0\u5728\u7684\u6c34\u51c6\u3002 \u4f46\u6709\u4e00\u70b9\u5df2\u7ecf\u8d8a\u6765\u8d8a\u6e05\u6670\uff1a\u5f53AI\u5f00\u59cb\u4ece\u201c\u56de\u7b54\u95ee\u9898\u201d\u8f6c\u5411\u201c\u505a\u51fa\u51b3\u7b56\u201d\u65f6\uff0c\u6211\u4eec\u6216\u8bb8\u9700\u8981\u91cd\u65b0\u601d\u8003\u8861\u91cf\u667a\u80fd\u7684\u6807\u51c6\u3002 \u968f\u8457\u5927\u6a21\u578b\u9010\u6e10\u4ece\u8d44\u8baf\u5904\u7406\u5de5\u5177\u6f14\u53d8\u4e3a\u51b3\u7b56\u4e3b\u4f53\uff0c\u6211\u4eec\u4e0d\u4ec5\u9700\u8981\u5173\u6ce8\u5b83\u4eec\u80fd\u5426\u7ed9\u51fa\u6b63\u786e\u7b54\u6848\uff0c\u4e5f\u9700\u8981\u5173\u6ce8\u5b83\u4eec\u5982\u4f55\u5bfb\u627e\u8d44\u8baf\u3001\u5982\u4f55\u7ba1\u7406\u98ce\u9669\uff0c\u4ee5\u53ca\u5982\u4f55\u5728\u4e0d\u786e\u5b9a\u73af\u5883\u4e0b\u6301\u7eed\u505a\u51fa\u5224\u65ad\u3002 \u5bf9\u4e8e\u91d1\u878d\u5e02\u573a\u800c\u8a00\uff0c\u6700\u201c\u806a\u660e\u201d\u7684AI\u672a\u5fc5\u662f\u6700\u4f18\u79c0\u7684AI\u4ea4\u6613\u5458\u3002 [i] https:\/\/www.hkubs.hku.hk\/aimodelrankings\/leaderboards\/reasoningCapabilities.html [ii]","inLanguage":"zh-CN","isPartOf":{"@id":"https:\/\/www.hkubs.hku.hk\/sc\/#website"},"breadcrumb":{"@id":"https:\/\/www.hkubs.hku.hk\/sc\/research\/thought-leadership\/ft-chinese-column\/the-smartest-ai-is-not-always-the-best-ai-trader\/#breadcrumblist"},"datePublished":"2026-07-10T18:20:16+08:00","dateModified":"2026-07-10T18:27:20+08:00"},{"@type":"WebSite","@id":"https:\/\/www.hkubs.hku.hk\/sc\/#website","url":"https:\/\/www.hkubs.hku.hk\/sc\/","name":"HKU Business School","inLanguage":"zh-CN","publisher":{"@id":"https:\/\/www.hkubs.hku.hk\/sc\/#organization"}}]},"og:locale":"en_US","og:site_name":"HKU Business School -","og:type":"article","og:title":"\u6700\u201c\u806a\u660e\u201d\u7684AI\u672a\u5fc5\u662f\u6700\u4f18\u79c0\u7684AI\u4ea4\u6613\u5458 - HKU Business School","og:description":"\u8fd1\u671f\uff0cInteractive Brokers \u5ba3\u5e03\uff0c\u7528\u6237\u53ef\u5c06 ChatGPT\u3001Claude\u3001Grok \u7b49\u5927\u8bed\u8a00\u6a21\u578b\u76f4\u63a5\u63a5\u5165\u6295\u8d44\u8d26\u6237\uff0c\u7528\u4e8e\u5e02\u573a\u7814\u7a76\u3001\u6295\u8d44\u7ec4\u5408\u5206\u6790\uff0c\u4e43\u81f3\u751f\u6210\u4ea4\u6613\u6307\u4ee4\u3002 \u5927\u8bed\u8a00\u6a21\u578b\u6b63\u4ece\u201c\u56de\u7b54\u95ee\u9898\u201d\u201c\u751f\u6210\u5185\u5bb9\u201d\u7684\u5bf9\u8bdd\u5de5\u5177\uff0c\u6f14\u5316\u4e3a\u80fd\u8c03\u7528\u5916\u90e8\u5de5\u5177\u3001\u8fde\u63a5\u771f\u5b9e\u7cfb\u7edf\u3001\u53c2\u4e0e\u590d\u6742\u51b3\u7b56\u7684\u667a\u80fd\u4f53\u3002 \u968f\u8457 AI \u8fc8\u8fdb\u771f\u5b9e\u573a\u666f\uff0c\u4e00\u4e2a\u66f4\u5177\u73b0\u5b9e\u610f\u4e49\u7684\u95ee\u9898\u968f\u4e4b\u6d6e\u73b0\uff1a\u5f53\u5b83\u4eec\u6301\u7eed\u53c2\u4e0e\u73b0\u5b9e\u91d1\u878d\u51b3\u7b56\u65f6\uff0c\u8868\u73b0\u7a76\u7adf\u5982\u4f55\uff1f \u4e3a\u63a2\u7a76\u8fd9\u4e00\u95ee\u9898\uff0c\u9999\u6e2f\u5927\u5b66\u7ecf\u7ba1\u5b66\u9662\u4eba\u5de5\u667a\u80fd\u8bc4\u4f30\u5b9e\u9a8c\u5ba4\uff08AIEL\uff09\u5f00\u5c55\u4e86\u4e00\u9879\u5b9e\u65f6\u5916\u6c47\u4ea4\u6613\u5b9e\u9a8c\u3002 10 \u4e2a\u4e3b\u6d41\u5927\u8bed\u8a00\u6a21\u578b\u2014\u2014\u5305\u62ec GPT\u3001Claude\u3001Gemini\u3001DeepSeek\u3001Qwen\u3001Grok\u3001GLM\u3001Kimi\u3001MiniMax \u548c Seed\uff08Doubao\uff09\u2014\u2014\u5728\u76f8\u540c\u521d\u59cb\u8d44\u91d1\u3001\u4ea4\u6613\u5de5\u5177\u4e0e\u6760\u6746\u7ea6\u675f\u4e0b\uff0c\u57fa\u4e8e\u771f\u5b9e\u5e02\u573a\u6570\u636e\u6301\u7eed\u8fdb\u884c\u6a21\u62df\u4ea4\u6613\u3002 \u5b83\u4eec\u6bcf\u4e2a\u5c0f\u65f6\u83b7\u53d6\u4e00\u6b21\u6700\u65b0\u5e02\u573a\u4fe1\u606f\uff0c\u81ea\u4e3b\u5224\u65ad\u662f\u5426\u68c0\u7d22\u65b0\u95fb\u3001\u5206\u6790\u884c\u60c5\u6216\u8c03\u6574\u4ed3s\u4f4d\u3002 \u6240\u6709\u51b3\u7b56\u5747\u57fa\u4e8e\u5b9e\u65f6\u6570\u636e\u5b8c\u6210\uff0c\u5b9e\u9a8c\u6709\u6548\u89c4\u907f\u4e86\u8bad\u7ec3\u6570\u636e\u4e0e\u8bc4\u6d4b\u6570\u636e\u91cd\u53e0\u53ef\u80fd\u5e26\u6765\u7684\u6570\u636e\u6c61\u67d3\u98ce\u9669\u3002 \u81ea2026\u5e744\u6708\u542f\u52a8\u4ee5\u6765\uff0c\u7ecf\u8fc7\u516d\u5468\u8fd0\u884c\uff0c\u4e0d\u540c\u6a21\u578b\u5728\u4ea4\u6613\u884c\u4e3a\u548c\u6536\u76ca\u8868\u73b0\u4e0a\u5448\u73b0\u51fa\u660e\u663e\u5206\u5316\u3002 \u90e8\u5206\u6a21\u578b\u5b9e\u73b0\u4e86\u63a5\u8fd1\u4e24\u4f4d\u6570\u7684\u7d2f\u8ba1\u6536\u76ca\u7387\uff0c\u4f8b\u5982Qwen3.5 Plus\u548cKimi K2.5; \u800cMiniMax 2.5\u548cDeepSeek V3.2\u5219\u51fa\u73b0\u4e86\u8f83\u5927\u4e8f\u635f\u3002 \u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c\u8fd9\u4e00\u7ed3\u679c\u4e0e\u6211\u4eec\u6b64\u524d\u53d1\u5e03\u7684\u63a8\u7406\u80fd\u529b\u8bc4\u6d4b[i]\u6216Chatbot Arena +[ii]\u901a\u7528\u80fd\u529b\u699c\u5355\u5e76\u4e0d\u5b8c\u5168\u4e00\u81f4\u2014\u2014\u5728\u63a8\u7406\u3001\u77e5\u8bc6\u95ee\u7b54\u6216\u4ee3\u7801\u751f\u6210\u4efb\u52a1\u4e2d\u8868\u73b0\u9886\u5148\u7684\u6a21\u578b\uff0c\u672a\u5fc5\u80fd\u5728\u771f\u5b9e\u91d1\u878d\u5e02\u573a\u4e2d\u65a9\u83b7\u6700\u4f73\u6536\u76ca\u3002 \u8fd9\u5e76\u4e0d\u4ee4\u4eba\u610f\u5916\u3002 \u5728\u5927\u591a\u6570AI\u57fa\u51c6\u6d4b\u8bd5\u4e2d\uff0c\u95ee\u9898\u901a\u5e38\u5b58\u5728\u660e\u786e\u7b54\u6848; \u800c\u91d1\u878d\u5e02\u573a\u5219\u5145\u6ee1\u6742\u8baf\u548c\u4e0d\u786e\u5b9a\u6027\u3002 \u5373\u4f7f\u5bf9\u5e02\u573a\u65b9\u5411\u7684\u5224\u65ad\u6b63\u786e\uff0c\u4e5f\u53ef\u80fd\u56e0\u4e3a\u4ed3\u4f4d\u7ba1\u7406\u3001\u98ce\u9669\u63a7\u5236\u6216\u4ea4\u6613\u65f6\u673a\u9009\u62e9\u4e0d\u5f53\u800c\u906d\u53d7\u635f\u5931\u3002 \u73b0\u5b9e\u4e2d\u7684\u6295\u8d44\u884c\u4e1a\u65e9\u5df2\u8bc1\u660e\uff0c\u6700\u806a\u660e\u7684\u4eba\u672a\u5fc5\u662f\u6700\u6210\u529f\u7684\u6295\u8d44\u8005\u3002 \u5bf9\u4e8eAI\u800c\u8a00\uff0c\u76ee\u524d\u7684\u8bc1\u636e\u4f3c\u4e4e\u4e5f\u6307\u5411\u7c7b\u4f3c\u7684\u7ed3\u8bba\u3002 \u6b64\u524dStockBench[iii]\u548cLiveTradeBench[iv]\u7b49\u80a1\u7968\u5e02\u573a\u8bc4\u6d4b\u4e5f\u89c2\u5bdf\u5230\u4e86\u7c7b\u4f3c\u73b0\u8c61\uff1a\u66f4\u5f3a\u7684\u63a8\u7406\u80fd\u529b\u5e76\u4e0d\u5fc5\u7136\u8f6c\u5316\u4e3a\u66f4\u597d\u7684\u6295\u8d44\u8868\u73b0\u3002 \u5b9e\u9a8c\u4e2d\uff0c\u4e0d\u540c\u6a21\u578b\u9010\u6e10\u5448\u73b0\u51fa\u4e0d\u540c\u7684\u4ea4\u6613\u98ce\u683c\uff1a\u6709\u4e9b\u6a21\u578b\u9891\u7e41\uff0c\u6709\u4e9b\u503e\u5411\u4e8e\u957f\u671f\u6301\u6709; \u6709\u4e9b\u79ef\u6781\u4f7f\u7528\u6760\u6746\uff0c\u6709\u4e9b\u5219\u59cb\u7ec8\u4fdd\u6301\u8c28\u614e\u3002 \u8fd9\u79cd\u5dee\u5f02\u540c\u6837\u4f53\u73b0\u5728\u4fe1\u606f\u83b7\u53d6\u4e0a\u3002 \u4e0e\u8bb8\u591a\u7814\u7a76\u76f4\u63a5\u5411\u6a21\u578b\u63d0\u4f9b\u7edf\u4e00\u65b0\u95fb\u6458\u8981\u4e0d\u540c\uff0c\u6211\u4eec\u5141\u8bb8\u6a21\u578b\u81ea\u4e3b\u51b3\u5b9a\u662f\u5426\u641c\u7d22\u65b0\u95fb\u3001\u67e5\u770b\u5e02\u573a\u6570\u636e\u6216\u8c03\u53d6\u5386\u53f2\u4ef7\u683c\u8d70\u52bf\u3002 \u6709\u4e9b\u6a21\u578b\u9891\u7e41\u641c\u7d22\u5de8\u96c6\u89c2\u65b0\u95fb\uff0c\u6709\u4e9b\u5219\u66f4\u591a\u4f9d\u8d56\u4ef7\u683c\u8d70\u52bf\u548c\u5386\u53f2\u6570\u636e\u3002 \u6b63\u5982\u73b0\u5b9e\u5e02\u573a\u4e2d\uff0c\u4e0d\u540c\u4ea4\u6613\u5458\u6709\u5404\u81ea\u504f\u597d\u7684\u8d44\u8baf\u6765\u6e90\u3001\u5206\u6790\u6846\u67b6\u548c\u4ea4\u6613\u8282\u594f\uff0c\u4e0d\u540cAI\u6a21\u578b\u4e5f\u5c55\u73b0\u51fa\u4e86\u76f8\u4f3c\u7684\u7b56\u7565\u5206\u5316\u3002 \u66f4\u957f\u8fdc\u6765\u770b\uff0c\u8fd9\u9879\u5b9e\u9a8c\u6216\u8bb8\u8ba9\u6211\u4eec\u63d0\u524d\u7aa5\u89c1\u4e86\u672a\u6765\u91d1\u878d\u5e02\u573a\u7684\u4e00\u79cd\u53ef\u80fd\u5f62\u6001\u3002 \u4eca\u5929\uff0c\u5927\u591a\u6570\u91d1\u878d\u673a\u6784\u4ecd\u5c06AI\u89c6\u4e3a\u8f85\u52a9\u5de5\u5177\uff0c\u7528\u4e8e\u7814\u7a76\u3001\u5206\u6790\u548c\u51b3\u7b56\u652f\u63f4\u3002 \u4f46\u968f\u8457\u6a21\u578b\u80fd\u529b\u4e0d\u65ad\u63d0\u5347\uff0cAI\u5728\u6295\u8d44\u6d41\u7a0b\u4e2d\u7684\u89d2\u8272\u6b63\u5728\u9010\u6b65\u6269\u5927\u3002 \u4ece\u751f\u6210\u7814\u7a76\u62a5\u544a\uff0c\u5230\u8f85\u52a9\u6784\u5efa\u6295\u8d44\u7ec4\u5408\uff0c\u518d\u5230\u6267\u884c\u90e8\u5206\u4ea4\u6613\u51b3\u7b56\uff0c\u8d8a\u6765\u8d8a\u591a\u539f\u672c\u7531\u4eba\u7c7b\u5b8c\u6210\u7684\u5de5\u4f5c\u5f00\u59cb\u7531\u6a21\u578b\u53c2\u4e0e\u3002 \u5982\u679c\u8fd9\u4e00\u8d8b\u52bf\u6301\u7eed\u53d1\u5c55\uff0c\u672a\u6765\u91d1\u878d\u5e02\u573a\u4e2d\u7684\u90e8\u5206\u51b3\u7b56\u53ef\u80fd\u5c06\u7531AI\u76f4\u63a5\u5b8c\u6210\u3002 \u5f53\u8d8a\u6765\u8d8a\u591a\u8d44\u91d1\u5f00\u59cb\u7531\u6f14\u7b97\u6cd5\u548c\u6a21\u578b\u7ba1\u7406\u65f6\uff0c\u5e02\u573a\u8fd0\u884c\u65b9\u5f0f\u672c\u8eab\u4e5f\u53ef\u80fd\u968f\u4e4b\u53d1\u751f\u53d8\u5316\u3002 \u91d1\u878d\u5e02\u573a\u4f1a\u53d8\u5316\uff0c\u6a21\u578b\u672c\u8eab\u4e5f\u5728\u6301\u7eed\u6f14\u8fdb\u3002 \u6211\u4eec\u7684\u5b9e\u9a8c\u6301\u7eed\u4e86\u516d\u5468\uff0c\u89c2\u5bdf\u5230\u7684\u53ea\u662f\u7279\u5b9a\u5e02\u573a\u73af\u5883\u4e0b\u7684\u4e00\u6bb5\u6837\u672c\u3002 \u4eca\u5929\u8868\u73b0\u9886\u5148\u7684\u6a21\u578b\u672a\u5fc5\u80fd\u591f\u957f\u671f\u9886\u5148\uff0c\u800c\u672a\u6765\u6a21\u578b\u7684\u80fd\u529b\u8fb9\u754c\u4e5f\u53ef\u80fd\u8fdc\u8d85\u73b0\u5728\u7684\u6c34\u51c6\u3002 \u4f46\u6709\u4e00\u70b9\u5df2\u7ecf\u8d8a\u6765\u8d8a\u6e05\u6670\uff1a\u5f53AI\u5f00\u59cb\u4ece\u201c\u56de\u7b54\u95ee\u9898\u201d\u8f6c\u5411\u201c\u505a\u51fa\u51b3\u7b56\u201d\u65f6\uff0c\u6211\u4eec\u6216\u8bb8\u9700\u8981\u91cd\u65b0\u601d\u8003\u8861\u91cf\u667a\u80fd\u7684\u6807\u51c6\u3002 \u968f\u8457\u5927\u6a21\u578b\u9010\u6e10\u4ece\u8d44\u8baf\u5904\u7406\u5de5\u5177\u6f14\u53d8\u4e3a\u51b3\u7b56\u4e3b\u4f53\uff0c\u6211\u4eec\u4e0d\u4ec5\u9700\u8981\u5173\u6ce8\u5b83\u4eec\u80fd\u5426\u7ed9\u51fa\u6b63\u786e\u7b54\u6848\uff0c\u4e5f\u9700\u8981\u5173\u6ce8\u5b83\u4eec\u5982\u4f55\u5bfb\u627e\u8d44\u8baf\u3001\u5982\u4f55\u7ba1\u7406\u98ce\u9669\uff0c\u4ee5\u53ca\u5982\u4f55\u5728\u4e0d\u786e\u5b9a\u73af\u5883\u4e0b\u6301\u7eed\u505a\u51fa\u5224\u65ad\u3002 \u5bf9\u4e8e\u91d1\u878d\u5e02\u573a\u800c\u8a00\uff0c\u6700\u201c\u806a\u660e\u201d\u7684AI\u672a\u5fc5\u662f\u6700\u4f18\u79c0\u7684AI\u4ea4\u6613\u5458\u3002 [i] https:\/\/www.hkubs.hku.hk\/aimodelrankings\/leaderboards\/reasoningCapabilities.html [ii]","og:url":"https:\/\/www.hkubs.hku.hk\/sc\/research\/thought-leadership\/ft-chinese-column\/the-smartest-ai-is-not-always-the-best-ai-trader\/","article:published_time":"2026-07-10T10:20:16+00:00","article:modified_time":"2026-07-10T10:27:20+00:00","twitter:card":"summary_large_image","twitter:title":"\u6700\u201c\u806a\u660e\u201d\u7684AI\u672a\u5fc5\u662f\u6700\u4f18\u79c0\u7684AI\u4ea4\u6613\u5458 - HKU Business School","twitter:description":"\u8fd1\u671f\uff0cInteractive Brokers \u5ba3\u5e03\uff0c\u7528\u6237\u53ef\u5c06 ChatGPT\u3001Claude\u3001Grok \u7b49\u5927\u8bed\u8a00\u6a21\u578b\u76f4\u63a5\u63a5\u5165\u6295\u8d44\u8d26\u6237\uff0c\u7528\u4e8e\u5e02\u573a\u7814\u7a76\u3001\u6295\u8d44\u7ec4\u5408\u5206\u6790\uff0c\u4e43\u81f3\u751f\u6210\u4ea4\u6613\u6307\u4ee4\u3002 \u5927\u8bed\u8a00\u6a21\u578b\u6b63\u4ece\u201c\u56de\u7b54\u95ee\u9898\u201d\u201c\u751f\u6210\u5185\u5bb9\u201d\u7684\u5bf9\u8bdd\u5de5\u5177\uff0c\u6f14\u5316\u4e3a\u80fd\u8c03\u7528\u5916\u90e8\u5de5\u5177\u3001\u8fde\u63a5\u771f\u5b9e\u7cfb\u7edf\u3001\u53c2\u4e0e\u590d\u6742\u51b3\u7b56\u7684\u667a\u80fd\u4f53\u3002 \u968f\u8457 AI \u8fc8\u8fdb\u771f\u5b9e\u573a\u666f\uff0c\u4e00\u4e2a\u66f4\u5177\u73b0\u5b9e\u610f\u4e49\u7684\u95ee\u9898\u968f\u4e4b\u6d6e\u73b0\uff1a\u5f53\u5b83\u4eec\u6301\u7eed\u53c2\u4e0e\u73b0\u5b9e\u91d1\u878d\u51b3\u7b56\u65f6\uff0c\u8868\u73b0\u7a76\u7adf\u5982\u4f55\uff1f \u4e3a\u63a2\u7a76\u8fd9\u4e00\u95ee\u9898\uff0c\u9999\u6e2f\u5927\u5b66\u7ecf\u7ba1\u5b66\u9662\u4eba\u5de5\u667a\u80fd\u8bc4\u4f30\u5b9e\u9a8c\u5ba4\uff08AIEL\uff09\u5f00\u5c55\u4e86\u4e00\u9879\u5b9e\u65f6\u5916\u6c47\u4ea4\u6613\u5b9e\u9a8c\u3002 10 \u4e2a\u4e3b\u6d41\u5927\u8bed\u8a00\u6a21\u578b\u2014\u2014\u5305\u62ec GPT\u3001Claude\u3001Gemini\u3001DeepSeek\u3001Qwen\u3001Grok\u3001GLM\u3001Kimi\u3001MiniMax \u548c Seed\uff08Doubao\uff09\u2014\u2014\u5728\u76f8\u540c\u521d\u59cb\u8d44\u91d1\u3001\u4ea4\u6613\u5de5\u5177\u4e0e\u6760\u6746\u7ea6\u675f\u4e0b\uff0c\u57fa\u4e8e\u771f\u5b9e\u5e02\u573a\u6570\u636e\u6301\u7eed\u8fdb\u884c\u6a21\u62df\u4ea4\u6613\u3002 \u5b83\u4eec\u6bcf\u4e2a\u5c0f\u65f6\u83b7\u53d6\u4e00\u6b21\u6700\u65b0\u5e02\u573a\u4fe1\u606f\uff0c\u81ea\u4e3b\u5224\u65ad\u662f\u5426\u68c0\u7d22\u65b0\u95fb\u3001\u5206\u6790\u884c\u60c5\u6216\u8c03\u6574\u4ed3s\u4f4d\u3002 \u6240\u6709\u51b3\u7b56\u5747\u57fa\u4e8e\u5b9e\u65f6\u6570\u636e\u5b8c\u6210\uff0c\u5b9e\u9a8c\u6709\u6548\u89c4\u907f\u4e86\u8bad\u7ec3\u6570\u636e\u4e0e\u8bc4\u6d4b\u6570\u636e\u91cd\u53e0\u53ef\u80fd\u5e26\u6765\u7684\u6570\u636e\u6c61\u67d3\u98ce\u9669\u3002 \u81ea2026\u5e744\u6708\u542f\u52a8\u4ee5\u6765\uff0c\u7ecf\u8fc7\u516d\u5468\u8fd0\u884c\uff0c\u4e0d\u540c\u6a21\u578b\u5728\u4ea4\u6613\u884c\u4e3a\u548c\u6536\u76ca\u8868\u73b0\u4e0a\u5448\u73b0\u51fa\u660e\u663e\u5206\u5316\u3002 \u90e8\u5206\u6a21\u578b\u5b9e\u73b0\u4e86\u63a5\u8fd1\u4e24\u4f4d\u6570\u7684\u7d2f\u8ba1\u6536\u76ca\u7387\uff0c\u4f8b\u5982Qwen3.5 Plus\u548cKimi K2.5; \u800cMiniMax 2.5\u548cDeepSeek V3.2\u5219\u51fa\u73b0\u4e86\u8f83\u5927\u4e8f\u635f\u3002 \u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c\u8fd9\u4e00\u7ed3\u679c\u4e0e\u6211\u4eec\u6b64\u524d\u53d1\u5e03\u7684\u63a8\u7406\u80fd\u529b\u8bc4\u6d4b[i]\u6216Chatbot Arena +[ii]\u901a\u7528\u80fd\u529b\u699c\u5355\u5e76\u4e0d\u5b8c\u5168\u4e00\u81f4\u2014\u2014\u5728\u63a8\u7406\u3001\u77e5\u8bc6\u95ee\u7b54\u6216\u4ee3\u7801\u751f\u6210\u4efb\u52a1\u4e2d\u8868\u73b0\u9886\u5148\u7684\u6a21\u578b\uff0c\u672a\u5fc5\u80fd\u5728\u771f\u5b9e\u91d1\u878d\u5e02\u573a\u4e2d\u65a9\u83b7\u6700\u4f73\u6536\u76ca\u3002 \u8fd9\u5e76\u4e0d\u4ee4\u4eba\u610f\u5916\u3002 \u5728\u5927\u591a\u6570AI\u57fa\u51c6\u6d4b\u8bd5\u4e2d\uff0c\u95ee\u9898\u901a\u5e38\u5b58\u5728\u660e\u786e\u7b54\u6848; \u800c\u91d1\u878d\u5e02\u573a\u5219\u5145\u6ee1\u6742\u8baf\u548c\u4e0d\u786e\u5b9a\u6027\u3002 \u5373\u4f7f\u5bf9\u5e02\u573a\u65b9\u5411\u7684\u5224\u65ad\u6b63\u786e\uff0c\u4e5f\u53ef\u80fd\u56e0\u4e3a\u4ed3\u4f4d\u7ba1\u7406\u3001\u98ce\u9669\u63a7\u5236\u6216\u4ea4\u6613\u65f6\u673a\u9009\u62e9\u4e0d\u5f53\u800c\u906d\u53d7\u635f\u5931\u3002 \u73b0\u5b9e\u4e2d\u7684\u6295\u8d44\u884c\u4e1a\u65e9\u5df2\u8bc1\u660e\uff0c\u6700\u806a\u660e\u7684\u4eba\u672a\u5fc5\u662f\u6700\u6210\u529f\u7684\u6295\u8d44\u8005\u3002 \u5bf9\u4e8eAI\u800c\u8a00\uff0c\u76ee\u524d\u7684\u8bc1\u636e\u4f3c\u4e4e\u4e5f\u6307\u5411\u7c7b\u4f3c\u7684\u7ed3\u8bba\u3002 \u6b64\u524dStockBench[iii]\u548cLiveTradeBench[iv]\u7b49\u80a1\u7968\u5e02\u573a\u8bc4\u6d4b\u4e5f\u89c2\u5bdf\u5230\u4e86\u7c7b\u4f3c\u73b0\u8c61\uff1a\u66f4\u5f3a\u7684\u63a8\u7406\u80fd\u529b\u5e76\u4e0d\u5fc5\u7136\u8f6c\u5316\u4e3a\u66f4\u597d\u7684\u6295\u8d44\u8868\u73b0\u3002 \u5b9e\u9a8c\u4e2d\uff0c\u4e0d\u540c\u6a21\u578b\u9010\u6e10\u5448\u73b0\u51fa\u4e0d\u540c\u7684\u4ea4\u6613\u98ce\u683c\uff1a\u6709\u4e9b\u6a21\u578b\u9891\u7e41\uff0c\u6709\u4e9b\u503e\u5411\u4e8e\u957f\u671f\u6301\u6709; \u6709\u4e9b\u79ef\u6781\u4f7f\u7528\u6760\u6746\uff0c\u6709\u4e9b\u5219\u59cb\u7ec8\u4fdd\u6301\u8c28\u614e\u3002 \u8fd9\u79cd\u5dee\u5f02\u540c\u6837\u4f53\u73b0\u5728\u4fe1\u606f\u83b7\u53d6\u4e0a\u3002 \u4e0e\u8bb8\u591a\u7814\u7a76\u76f4\u63a5\u5411\u6a21\u578b\u63d0\u4f9b\u7edf\u4e00\u65b0\u95fb\u6458\u8981\u4e0d\u540c\uff0c\u6211\u4eec\u5141\u8bb8\u6a21\u578b\u81ea\u4e3b\u51b3\u5b9a\u662f\u5426\u641c\u7d22\u65b0\u95fb\u3001\u67e5\u770b\u5e02\u573a\u6570\u636e\u6216\u8c03\u53d6\u5386\u53f2\u4ef7\u683c\u8d70\u52bf\u3002 \u6709\u4e9b\u6a21\u578b\u9891\u7e41\u641c\u7d22\u5de8\u96c6\u89c2\u65b0\u95fb\uff0c\u6709\u4e9b\u5219\u66f4\u591a\u4f9d\u8d56\u4ef7\u683c\u8d70\u52bf\u548c\u5386\u53f2\u6570\u636e\u3002 \u6b63\u5982\u73b0\u5b9e\u5e02\u573a\u4e2d\uff0c\u4e0d\u540c\u4ea4\u6613\u5458\u6709\u5404\u81ea\u504f\u597d\u7684\u8d44\u8baf\u6765\u6e90\u3001\u5206\u6790\u6846\u67b6\u548c\u4ea4\u6613\u8282\u594f\uff0c\u4e0d\u540cAI\u6a21\u578b\u4e5f\u5c55\u73b0\u51fa\u4e86\u76f8\u4f3c\u7684\u7b56\u7565\u5206\u5316\u3002 \u66f4\u957f\u8fdc\u6765\u770b\uff0c\u8fd9\u9879\u5b9e\u9a8c\u6216\u8bb8\u8ba9\u6211\u4eec\u63d0\u524d\u7aa5\u89c1\u4e86\u672a\u6765\u91d1\u878d\u5e02\u573a\u7684\u4e00\u79cd\u53ef\u80fd\u5f62\u6001\u3002 \u4eca\u5929\uff0c\u5927\u591a\u6570\u91d1\u878d\u673a\u6784\u4ecd\u5c06AI\u89c6\u4e3a\u8f85\u52a9\u5de5\u5177\uff0c\u7528\u4e8e\u7814\u7a76\u3001\u5206\u6790\u548c\u51b3\u7b56\u652f\u63f4\u3002 \u4f46\u968f\u8457\u6a21\u578b\u80fd\u529b\u4e0d\u65ad\u63d0\u5347\uff0cAI\u5728\u6295\u8d44\u6d41\u7a0b\u4e2d\u7684\u89d2\u8272\u6b63\u5728\u9010\u6b65\u6269\u5927\u3002 \u4ece\u751f\u6210\u7814\u7a76\u62a5\u544a\uff0c\u5230\u8f85\u52a9\u6784\u5efa\u6295\u8d44\u7ec4\u5408\uff0c\u518d\u5230\u6267\u884c\u90e8\u5206\u4ea4\u6613\u51b3\u7b56\uff0c\u8d8a\u6765\u8d8a\u591a\u539f\u672c\u7531\u4eba\u7c7b\u5b8c\u6210\u7684\u5de5\u4f5c\u5f00\u59cb\u7531\u6a21\u578b\u53c2\u4e0e\u3002 \u5982\u679c\u8fd9\u4e00\u8d8b\u52bf\u6301\u7eed\u53d1\u5c55\uff0c\u672a\u6765\u91d1\u878d\u5e02\u573a\u4e2d\u7684\u90e8\u5206\u51b3\u7b56\u53ef\u80fd\u5c06\u7531AI\u76f4\u63a5\u5b8c\u6210\u3002 \u5f53\u8d8a\u6765\u8d8a\u591a\u8d44\u91d1\u5f00\u59cb\u7531\u6f14\u7b97\u6cd5\u548c\u6a21\u578b\u7ba1\u7406\u65f6\uff0c\u5e02\u573a\u8fd0\u884c\u65b9\u5f0f\u672c\u8eab\u4e5f\u53ef\u80fd\u968f\u4e4b\u53d1\u751f\u53d8\u5316\u3002 \u91d1\u878d\u5e02\u573a\u4f1a\u53d8\u5316\uff0c\u6a21\u578b\u672c\u8eab\u4e5f\u5728\u6301\u7eed\u6f14\u8fdb\u3002 \u6211\u4eec\u7684\u5b9e\u9a8c\u6301\u7eed\u4e86\u516d\u5468\uff0c\u89c2\u5bdf\u5230\u7684\u53ea\u662f\u7279\u5b9a\u5e02\u573a\u73af\u5883\u4e0b\u7684\u4e00\u6bb5\u6837\u672c\u3002 \u4eca\u5929\u8868\u73b0\u9886\u5148\u7684\u6a21\u578b\u672a\u5fc5\u80fd\u591f\u957f\u671f\u9886\u5148\uff0c\u800c\u672a\u6765\u6a21\u578b\u7684\u80fd\u529b\u8fb9\u754c\u4e5f\u53ef\u80fd\u8fdc\u8d85\u73b0\u5728\u7684\u6c34\u51c6\u3002 \u4f46\u6709\u4e00\u70b9\u5df2\u7ecf\u8d8a\u6765\u8d8a\u6e05\u6670\uff1a\u5f53AI\u5f00\u59cb\u4ece\u201c\u56de\u7b54\u95ee\u9898\u201d\u8f6c\u5411\u201c\u505a\u51fa\u51b3\u7b56\u201d\u65f6\uff0c\u6211\u4eec\u6216\u8bb8\u9700\u8981\u91cd\u65b0\u601d\u8003\u8861\u91cf\u667a\u80fd\u7684\u6807\u51c6\u3002 \u968f\u8457\u5927\u6a21\u578b\u9010\u6e10\u4ece\u8d44\u8baf\u5904\u7406\u5de5\u5177\u6f14\u53d8\u4e3a\u51b3\u7b56\u4e3b\u4f53\uff0c\u6211\u4eec\u4e0d\u4ec5\u9700\u8981\u5173\u6ce8\u5b83\u4eec\u80fd\u5426\u7ed9\u51fa\u6b63\u786e\u7b54\u6848\uff0c\u4e5f\u9700\u8981\u5173\u6ce8\u5b83\u4eec\u5982\u4f55\u5bfb\u627e\u8d44\u8baf\u3001\u5982\u4f55\u7ba1\u7406\u98ce\u9669\uff0c\u4ee5\u53ca\u5982\u4f55\u5728\u4e0d\u786e\u5b9a\u73af\u5883\u4e0b\u6301\u7eed\u505a\u51fa\u5224\u65ad\u3002 \u5bf9\u4e8e\u91d1\u878d\u5e02\u573a\u800c\u8a00\uff0c\u6700\u201c\u806a\u660e\u201d\u7684AI\u672a\u5fc5\u662f\u6700\u4f18\u79c0\u7684AI\u4ea4\u6613\u5458\u3002 [i] https:\/\/www.hkubs.hku.hk\/aimodelrankings\/leaderboards\/reasoningCapabilities.html [ii]"},"aioseo_meta_data":{"post_id":"263797","title":null,"description":null,"keywords":null,"keyphrases":null,"primary_term":null,"canonical_url":null,"og_title":null,"og_description":null,"og_object_type":"default","og_image_type":"default","og_image_url":null,"og_image_width":null,"og_image_height":null,"og_image_custom_url":null,"og_image_custom_fields":null,"og_video":null,"og_custom_url":null,"og_article_section":null,"og_article_tags":null,"twitter_use_og":false,"twitter_card":"default","twitter_image_type":"default","twitter_image_url":null,"twitter_image_custom_url":null,"twitter_image_custom_fields":null,"twitter_title":null,"twitter_description":null,"schema":{"blockGraphs":[],"customGraphs":[],"default":{"data":{"Article":[],"Course":[],"Dataset":[],"FAQPage":[],"Movie":[],"Person":[],"Product":[],"ProductReview":[],"Car":[],"Recipe":[],"Service":[],"SoftwareApplication":[],"WebPage":[]},"graphName":"WebPage","isEnabled":true},"graphs":[]},"schema_type":"default","schema_type_options":null,"pillar_content":false,"robots_default":true,"robots_noindex":false,"robots_noarchive":false,"robots_nosnippet":false,"robots_nofollow":false,"robots_noimageindex":false,"robots_noodp":false,"robots_notranslate":false,"robots_max_snippet":null,"robots_max_videopreview":null,"robots_max_imagepreview":"large","priority":null,"frequency":null,"local_seo":null,"breadcrumb_settings":null,"limit_modified_date":0,"ai":null,"created":"2026-07-10 10:26:16","updated":"2026-07-10 10:26:16","seo_analyzer_scan_date":null},"aioseo_breadcrumb":"<div class=\"aioseo-breadcrumbs\"><span class=\"aioseo-breadcrumb\">\n\t\t\t<a href=\"https:\/\/www.hkubs.hku.hk\/sc\/\" title=\"Home\">Home<\/a>\n\t\t<\/span><span class=\"aioseo-breadcrumb-separator\">&raquo;<\/span><span class=\"aioseo-breadcrumb\">\n\t\t\t<a href=\"https:\/\/www.hkubs.hku.hk\/sc\/thought-leadership\/ft-chinese-column-sc\/\" title=\"\u660e\u5fb7\u5546\u8bba\">\u660e\u5fb7\u5546\u8bba<\/a>\n\t\t<\/span><span class=\"aioseo-breadcrumb-separator\">&raquo;<\/span><span class=\"aioseo-breadcrumb\">\n\t\t\t\u6700\u201c\u806a\u660e\u201d\u7684AI\u672a\u5fc5\u662f\u6700\u4f18\u79c0\u7684AI\u4ea4\u6613\u5458\n\t\t<\/span><\/div>","aioseo_breadcrumb_json":[{"label":"Home","link":"https:\/\/www.hkubs.hku.hk\/sc\/"},{"label":"\u660e\u5fb7\u5546\u8bba","link":"https:\/\/www.hkubs.hku.hk\/sc\/thought-leadership\/ft-chinese-column-sc\/"},{"label":"\u6700\u201c\u806a\u660e\u201d\u7684AI\u672a\u5fc5\u662f\u6700\u4f18\u79c0\u7684AI\u4ea4\u6613\u5458","link":"https:\/\/www.hkubs.hku.hk\/sc\/research\/thought-leadership\/ft-chinese-column\/the-smartest-ai-is-not-always-the-best-ai-trader\/"}],"_links":{"self":[{"href":"https:\/\/www.hkubs.hku.hk\/sc\/wp-json\/wp\/v2\/thought-leadership\/263797","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.hkubs.hku.hk\/sc\/wp-json\/wp\/v2\/thought-leadership"}],"about":[{"href":"https:\/\/www.hkubs.hku.hk\/sc\/wp-json\/wp\/v2\/types\/thought-leadership"}],"version-history":[{"count":2,"href":"https:\/\/www.hkubs.hku.hk\/sc\/wp-json\/wp\/v2\/thought-leadership\/263797\/revisions"}],"predecessor-version":[{"id":263799,"href":"https:\/\/www.hkubs.hku.hk\/sc\/wp-json\/wp\/v2\/thought-leadership\/263797\/revisions\/263799"}],"wp:attachment":[{"href":"https:\/\/www.hkubs.hku.hk\/sc\/wp-json\/wp\/v2\/media?parent=263797"}],"wp:term":[{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.hkubs.hku.hk\/sc\/wp-json\/wp\/v2\/tags?post=263797"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}