{"id":263795,"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":"2026-07-10T18:25:27","modified_gmt":"2026-07-10T10:25:27","slug":"the-smartest-ai-is-not-always-the-best-ai-trader","status":"publish","type":"thought-leadership","link":"https:\/\/www.hkubs.hku.hk\/tc\/research\/thought-leadership\/ft-chinese-column\/the-smartest-ai-is-not-always-the-best-ai-trader\/","title":{"rendered":"\u6700\u300c\u8070\u660e\u300d\u7684AI\u672a\u5fc5\u662f\u6700\u512a\u79c0\u7684AI\u4ea4\u6613\u54e1"},"content":{"rendered":"<p>\u8fd1\u671f\uff0cInteractive Brokers \u5ba3\u4f48\uff0c\u7528\u6236\u53ef\u5c07 ChatGPT\u3001Claude\u3001Grok \u7b49\u5927\u8a9e\u8a00\u6a21\u578b\u76f4\u63a5\u63a5\u5165\u6295\u8cc7\u8cec\u6236\uff0c\u7528\u65bc\u5e02\u5834\u7814\u7a76\u3001\u6295\u8cc7\u7d44\u5408\u5206\u6790\uff0c\u4e43\u81f3\u751f\u6210\u4ea4\u6613\u6307\u4ee4\u3002 \u5927\u8a9e\u8a00\u6a21\u578b\u6b63\u5f9e\u300c\u56de\u7b54\u554f\u984c\u300d\u300c\u751f\u6210\u5167\u5bb9\u300d\u7684\u5c0d\u8a71\u5de5\u5177\uff0c\u6f14\u5316\u70ba\u80fd\u8abf\u7528\u5916\u90e8\u5de5\u5177\u3001\u9023\u63a5\u771f\u5be6\u7cfb\u7d71\u3001\u53c3\u8207\u8907\u96dc\u6c7a\u7b56\u7684\u667a\u80fd\u9ad4\u3002 \u96a8\u8457 AI \u9081\u9032\u771f\u5be6\u5834\u666f\uff0c\u4e00\u500b\u66f4\u5177\u73fe\u5be6\u610f\u7fa9\u7684\u554f\u984c\u96a8\u4e4b\u6d6e\u73fe\uff1a\u7576\u5b83\u5011\u6301\u7e8c\u53c3\u8207\u73fe\u5be6\u91d1\u878d\u6c7a\u7b56\u6642\uff0c\u8868\u73fe\u7a76\u7adf\u5982\u4f55\uff1f<\/p>\n<p>\u70ba\u63a2\u7a76\u9019\u4e00\u554f\u984c\uff0c\u9999\u6e2f\u5927\u5b78\u7d93\u7ba1\u5b78\u9662\u4eba\u5de5\u667a\u80fd\u8a55\u4f30\u5be6\u9a57\u5ba4\uff08AIEL\uff09\u958b\u5c55\u4e86\u4e00\u9805\u5be6\u6642\u5916\u532f\u4ea4\u6613\u5be6\u9a57\u3002 10 \u500b\u4e3b\u6d41\u5927\u8a9e\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\u8cc7\u91d1\u3001\u4ea4\u6613\u5de5\u5177\u8207\u69d3\u687f\u7d04\u675f\u4e0b\uff0c\u57fa\u65bc\u771f\u5be6\u5e02\u5834\u6578\u64da\u6301\u7e8c\u9032\u884c\u6a21\u64ec\u4ea4\u6613\u3002 \u5b83\u5011\u6bcf\u500b\u5c0f\u6642\u7372\u53d6\u4e00\u6b21\u6700\u65b0\u5e02\u5834\u4fe1\u606f\uff0c\u81ea\u4e3b\u5224\u65b7\u662f\u5426\u6aa2\u7d22\u65b0\u805e\u3001\u5206\u6790\u884c\u60c5\u6216\u8abf\u6574\u5009s\u4f4d\u3002 \u6240\u6709\u6c7a\u7b56\u5747\u57fa\u65bc\u5be6\u6642\u6578\u64da\u5b8c\u6210\uff0c\u5be6\u9a57\u6709\u6548\u898f\u907f\u4e86\u8a13\u7df4\u6578\u64da\u8207\u8a55\u6e2c\u6578\u64da\u91cd\u758a\u53ef\u80fd\u5e36\u4f86\u7684\u6578\u64da\u6c61\u67d3\u98a8\u96aa\u3002<\/p>\n<p>\u81ea2026\u5e744\u6708\u555f\u52d5\u4ee5\u4f86\uff0c\u7d93\u904e\u516d\u5468\u904b\u884c\uff0c\u4e0d\u540c\u6a21\u578b\u5728\u4ea4\u6613\u884c\u70ba\u548c\u6536\u76ca\u8868\u73fe\u4e0a\u5448\u73fe\u51fa\u660e\u986f\u5206\u5316\u3002 \u90e8\u5206\u6a21\u578b\u5be6\u73fe\u4e86\u63a5\u8fd1\u5169\u4f4d\u6578\u7684\u7d2f\u8a08\u6536\u76ca\u7387\uff0c\u4f8b\u5982Qwen3.5 Plus\u548cKimi K2.5; \u800cMiniMax 2.5\u548cDeepSeek V3.2\u5247\u51fa\u73fe\u4e86\u8f03\u5927\u8667\u640d\u3002 \u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c\u9019\u4e00\u7d50\u679c\u8207\u6211\u5011\u6b64\u524d\u767c\u4f48\u7684\u63a8\u7406\u80fd\u529b\u8a55\u6e2c<span>[i]<\/span>\u6216Chatbot Arena +<span>[ii]<\/span>\u901a\u7528\u80fd\u529b\u699c\u55ae\u4e26\u4e0d\u5b8c\u5168\u4e00\u81f4\u2014\u2014\u5728\u63a8\u7406\u3001\u77e5\u8b58\u554f\u7b54\u6216\u4ee3\u78bc\u751f\u6210\u4efb\u52d9\u4e2d\u8868\u73fe\u9818\u5148\u7684\u6a21\u578b\uff0c\u672a\u5fc5\u80fd\u5728\u771f\u5be6\u91d1\u878d\u5e02\u5834\u4e2d\u65ac\u7372\u6700\u4f73\u6536\u76ca\u3002<\/p>\n<p>\u9019\u4e26\u4e0d\u4ee4\u4eba\u610f\u5916\u3002 \u5728\u5927\u591a\u6578AI\u57fa\u6e96\u6e2c\u8a66\u4e2d\uff0c\u554f\u984c\u901a\u5e38\u5b58\u5728\u660e\u78ba\u7b54\u6848; \u800c\u91d1\u878d\u5e02\u5834\u5247\u5145\u6eff\u96dc\u8a0a\u548c\u4e0d\u78ba\u5b9a\u6027\u3002 \u5373\u4f7f\u5c0d\u5e02\u5834\u65b9\u5411\u7684\u5224\u65b7\u6b63\u78ba\uff0c\u4e5f\u53ef\u80fd\u56e0\u70ba\u5009\u4f4d\u7ba1\u7406\u3001\u98a8\u96aa\u63a7\u5236\u6216\u4ea4\u6613\u6642\u6a5f\u9078\u64c7\u4e0d\u7576\u800c\u906d\u53d7\u640d\u5931\u3002 \u73fe\u5be6\u4e2d\u7684\u6295\u8cc7\u884c\u696d\u65e9\u5df2\u8b49\u660e\uff0c\u6700\u8070\u660e\u7684\u4eba\u672a\u5fc5\u662f\u6700\u6210\u529f\u7684\u6295\u8cc7\u8005\u3002 \u5c0d\u65bcAI\u800c\u8a00\uff0c\u76ee\u524d\u7684\u8b49\u64da\u4f3c\u4e4e\u4e5f\u6307\u5411\u985e\u4f3c\u7684\u7d50\u8ad6\u3002 \u6b64\u524dStockBench<span>[iii]<\/span>\u548cLiveTradeBench<span>[iv]<\/span>\u7b49\u80a1\u7968\u5e02\u5834\u8a55\u6e2c\u4e5f\u89c0\u5bdf\u5230\u4e86\u985e\u4f3c\u73fe\u8c61\uff1a\u66f4\u5f37\u7684\u63a8\u7406\u80fd\u529b\u4e26\u4e0d\u5fc5\u7136\u8f49\u5316\u70ba\u66f4\u597d\u7684\u6295\u8cc7\u8868\u73fe\u3002<\/p>\n<p>\u5be6\u9a57\u4e2d\uff0c\u4e0d\u540c\u6a21\u578b\u9010\u6f38\u5448\u73fe\u51fa\u4e0d\u540c\u7684\u4ea4\u6613\u98a8\u683c\uff1a\u6709\u4e9b\u6a21\u578b\u983b\u7e41\uff0c\u6709\u4e9b\u50be\u5411\u65bc\u9577\u671f\u6301\u6709; \u6709\u4e9b\u7a4d\u6975\u4f7f\u7528\u69d3\u687f\uff0c\u6709\u4e9b\u5247\u59cb\u7d42\u4fdd\u6301\u8b39\u614e\u3002 \u9019\u7a2e\u5dee\u7570\u540c\u6a23\u9ad4\u73fe\u5728\u4fe1\u606f\u7372\u53d6\u4e0a\u3002 \u8207\u8a31\u591a\u7814\u7a76\u76f4\u63a5\u5411\u6a21\u578b\u63d0\u4f9b\u7d71\u4e00\u65b0\u805e\u6458\u8981\u4e0d\u540c\uff0c\u6211\u5011\u5141\u8a31\u6a21\u578b\u81ea\u4e3b\u6c7a\u5b9a\u662f\u5426\u641c\u7d22\u65b0\u805e\u3001\u67e5\u770b\u5e02\u5834\u6578\u64da\u6216\u8abf\u53d6\u6b77\u53f2\u50f9\u683c\u8d70\u52e2\u3002 \u6709\u4e9b\u6a21\u578b\u983b\u7e41\u641c\u7d22\u5de8\u96c6\u89c0\u65b0\u805e\uff0c\u6709\u4e9b\u5247\u66f4\u591a\u4f9d\u8cf4\u50f9\u683c\u8d70\u52e2\u548c\u6b77\u53f2\u6578\u64da\u3002 \u6b63\u5982\u73fe\u5be6\u5e02\u5834\u4e2d\uff0c\u4e0d\u540c\u4ea4\u6613\u54e1\u6709\u5404\u81ea\u504f\u597d\u7684\u8cc7\u8a0a\u4f86\u6e90\u3001\u5206\u6790\u6846\u67b6\u548c\u4ea4\u6613\u7bc0\u594f\uff0c\u4e0d\u540cAI\u6a21\u578b\u4e5f\u5c55\u73fe\u51fa\u4e86\u76f8\u4f3c\u7684\u7b56\u7565\u5206\u5316\u3002<\/p>\n<p>\u66f4\u9577\u9060\u4f86\u770b\uff0c\u9019\u9805\u5be6\u9a57\u6216\u8a31\u8b93\u6211\u5011\u63d0\u524d\u7aba\u898b\u4e86\u672a\u4f86\u91d1\u878d\u5e02\u5834\u7684\u4e00\u7a2e\u53ef\u80fd\u5f62\u614b\u3002 \u4eca\u5929\uff0c\u5927\u591a\u6578\u91d1\u878d\u6a5f\u69cb\u4ecd\u5c07AI\u8996\u70ba\u8f14\u52a9\u5de5\u5177\uff0c\u7528\u65bc\u7814\u7a76\u3001\u5206\u6790\u548c\u6c7a\u7b56\u652f\u63f4\u3002 \u4f46\u96a8\u8457\u6a21\u578b\u80fd\u529b\u4e0d\u65b7\u63d0\u5347\uff0cAI\u5728\u6295\u8cc7\u6d41\u7a0b\u4e2d\u7684\u89d2\u8272\u6b63\u5728\u9010\u6b65\u64f4\u5927\u3002 \u5f9e\u751f\u6210\u7814\u7a76\u5831\u544a\uff0c\u5230\u8f14\u52a9\u69cb\u5efa\u6295\u8cc7\u7d44\u5408\uff0c\u518d\u5230\u57f7\u884c\u90e8\u5206\u4ea4\u6613\u6c7a\u7b56\uff0c\u8d8a\u4f86\u8d8a\u591a\u539f\u672c\u7531\u4eba\u985e\u5b8c\u6210\u7684\u5de5\u4f5c\u958b\u59cb\u7531\u6a21\u578b\u53c3\u8207\u3002 \u5982\u679c\u9019\u4e00\u8da8\u52e2\u6301\u7e8c\u767c\u5c55\uff0c\u672a\u4f86\u91d1\u878d\u5e02\u5834\u4e2d\u7684\u90e8\u5206\u6c7a\u7b56\u53ef\u80fd\u5c07\u7531AI\u76f4\u63a5\u5b8c\u6210\u3002 \u7576\u8d8a\u4f86\u8d8a\u591a\u8cc7\u91d1\u958b\u59cb\u7531\u6f14\u7b97\u6cd5\u548c\u6a21\u578b\u7ba1\u7406\u6642\uff0c\u5e02\u5834\u904b\u884c\u65b9\u5f0f\u672c\u8eab\u4e5f\u53ef\u80fd\u96a8\u4e4b\u767c\u751f\u8b8a\u5316\u3002<\/p>\n<p>\u91d1\u878d\u5e02\u5834\u6703\u8b8a\u5316\uff0c\u6a21\u578b\u672c\u8eab\u4e5f\u5728\u6301\u7e8c\u6f14\u9032\u3002 \u6211\u5011\u7684\u5be6\u9a57\u6301\u7e8c\u4e86\u516d\u5468\uff0c\u89c0\u5bdf\u5230\u7684\u53ea\u662f\u7279\u5b9a\u5e02\u5834\u74b0\u5883\u4e0b\u7684\u4e00\u6bb5\u6a23\u672c\u3002 \u4eca\u5929\u8868\u73fe\u9818\u5148\u7684\u6a21\u578b\u672a\u5fc5\u80fd\u5920\u9577\u671f\u9818\u5148\uff0c\u800c\u672a\u4f86\u6a21\u578b\u7684\u80fd\u529b\u908a\u754c\u4e5f\u53ef\u80fd\u9060\u8d85\u73fe\u5728\u7684\u6c34\u6e96\u3002 \u4f46\u6709\u4e00\u9ede\u5df2\u7d93\u8d8a\u4f86\u8d8a\u6e05\u6670\uff1a\u7576AI\u958b\u59cb\u5f9e\u300c\u56de\u7b54\u554f\u984c\u300d\u8f49\u5411\u300c\u505a\u51fa\u6c7a\u7b56\u300d\u6642\uff0c\u6211\u5011\u6216\u8a31\u9700\u8981\u91cd\u65b0\u601d\u8003\u8861\u91cf\u667a\u80fd\u7684\u6a19\u6e96\u3002 \u96a8\u8457\u5927\u6a21\u578b\u9010\u6f38\u5f9e\u8cc7\u8a0a\u8655\u7406\u5de5\u5177\u6f14\u8b8a\u70ba\u6c7a\u7b56\u4e3b\u9ad4\uff0c\u6211\u5011\u4e0d\u50c5\u9700\u8981\u95dc\u6ce8\u5b83\u5011\u80fd\u5426\u7d66\u51fa\u6b63\u78ba\u7b54\u6848\uff0c\u4e5f\u9700\u8981\u95dc\u6ce8\u5b83\u5011\u5982\u4f55\u5c0b\u627e\u8cc7\u8a0a\u3001\u5982\u4f55\u7ba1\u7406\u98a8\u96aa\uff0c\u4ee5\u53ca\u5982\u4f55\u5728\u4e0d\u78ba\u5b9a\u74b0\u5883\u4e0b\u6301\u7e8c\u505a\u51fa\u5224\u65b7\u3002 \u5c0d\u65bc\u91d1\u878d\u5e02\u5834\u800c\u8a00\uff0c\u6700\u300c\u8070\u660e\u300d\u7684AI\u672a\u5fc5\u662f\u6700\u512a\u79c0\u7684AI\u4ea4\u6613\u54e1\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>\u8523\u93ae\u8f1d\u6559\u6388<br \/>\n\u6e2f\u5927\u7d93\u7ba1\u5b78\u9662\u5275\u65b0\u53ca\u8cc7\u8a0a\u7ba1\u7406\u5b78\u6559\u6388<\/strong><\/p>\n<p><span>\uff08\u672c\u6587\u540c\u6642\u65bc\u4e8c\u96f6\u4e8c\u516d\u5e74\u4e03\u6708\u4e5d\u65e5\u8f09\u65bc\u300aFT\u4e2d\u6587\u7db2\u300b\u660e\u5fb7\u5546\u8ad6\u5c08\u6b04\uff09<\/span><\/p>\n","protected":false},"featured_media":0,"template":"","meta":{"_lmt_disableupdate":"no","_lmt_disable":"","footnotes":""},"tags":[],"class_list":["post-263795","thought-leadership","type-thought-leadership","status-publish","hentry","leadership-topic-categories-ft-chinese-column-tc","leadership-topic-categories-opinions-and-speeches-tc","opinion-speeches-categories-faculty-tc"],"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\u4f48\uff0c\u7528\u6236\u53ef\u5c07 ChatGPT\u3001Claude\u3001Grok \u7b49\u5927\u8a9e\u8a00\u6a21\u578b\u76f4\u63a5\u63a5\u5165\u6295\u8cc7\u8cec\u6236\uff0c\u7528\u65bc\u5e02\u5834\u7814\u7a76\u3001\u6295\u8cc7\u7d44\u5408\u5206\u6790\uff0c\u4e43\u81f3\u751f\u6210\u4ea4\u6613\u6307\u4ee4\u3002 \u5927\u8a9e\u8a00\u6a21\u578b\u6b63\u5f9e\u300c\u56de\u7b54\u554f\u984c\u300d\u300c\u751f\u6210\u5167\u5bb9\u300d\u7684\u5c0d\u8a71\u5de5\u5177\uff0c\u6f14\u5316\u70ba\u80fd\u8abf\u7528\u5916\u90e8\u5de5\u5177\u3001\u9023\u63a5\u771f\u5be6\u7cfb\u7d71\u3001\u53c3\u8207\u8907\u96dc\u6c7a\u7b56\u7684\u667a\u80fd\u9ad4\u3002 \u96a8\u8457 AI \u9081\u9032\u771f\u5be6\u5834\u666f\uff0c\u4e00\u500b\u66f4\u5177\u73fe\u5be6\u610f\u7fa9\u7684\u554f\u984c\u96a8\u4e4b\u6d6e\u73fe\uff1a\u7576\u5b83\u5011\u6301\u7e8c\u53c3\u8207\u73fe\u5be6\u91d1\u878d\u6c7a\u7b56\u6642\uff0c\u8868\u73fe\u7a76\u7adf\u5982\u4f55\uff1f \u70ba\u63a2\u7a76\u9019\u4e00\u554f\u984c\uff0c\u9999\u6e2f\u5927\u5b78\u7d93\u7ba1\u5b78\u9662\u4eba\u5de5\u667a\u80fd\u8a55\u4f30\u5be6\u9a57\u5ba4\uff08AIEL\uff09\u958b\u5c55\u4e86\u4e00\u9805\u5be6\u6642\u5916\u532f\u4ea4\u6613\u5be6\u9a57\u3002 10 \u500b\u4e3b\u6d41\u5927\u8a9e\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\u8cc7\u91d1\u3001\u4ea4\u6613\u5de5\u5177\u8207\u69d3\u687f\u7d04\u675f\u4e0b\uff0c\u57fa\u65bc\u771f\u5be6\u5e02\u5834\u6578\u64da\u6301\u7e8c\u9032\u884c\u6a21\u64ec\u4ea4\u6613\u3002 \u5b83\u5011\u6bcf\u500b\u5c0f\u6642\u7372\u53d6\u4e00\u6b21\u6700\u65b0\u5e02\u5834\u4fe1\u606f\uff0c\u81ea\u4e3b\u5224\u65b7\u662f\u5426\u6aa2\u7d22\u65b0\u805e\u3001\u5206\u6790\u884c\u60c5\u6216\u8abf\u6574\u5009s\u4f4d\u3002 \u6240\u6709\u6c7a\u7b56\u5747\u57fa\u65bc\u5be6\u6642\u6578\u64da\u5b8c\u6210\uff0c\u5be6\u9a57\u6709\u6548\u898f\u907f\u4e86\u8a13\u7df4\u6578\u64da\u8207\u8a55\u6e2c\u6578\u64da\u91cd\u758a\u53ef\u80fd\u5e36\u4f86\u7684\u6578\u64da\u6c61\u67d3\u98a8\u96aa\u3002 \u81ea2026\u5e744\u6708\u555f\u52d5\u4ee5\u4f86\uff0c\u7d93\u904e\u516d\u5468\u904b\u884c\uff0c\u4e0d\u540c\u6a21\u578b\u5728\u4ea4\u6613\u884c\u70ba\u548c\u6536\u76ca\u8868\u73fe\u4e0a\u5448\u73fe\u51fa\u660e\u986f\u5206\u5316\u3002 \u90e8\u5206\u6a21\u578b\u5be6\u73fe\u4e86\u63a5\u8fd1\u5169\u4f4d\u6578\u7684\u7d2f\u8a08\u6536\u76ca\u7387\uff0c\u4f8b\u5982Qwen3.5 Plus\u548cKimi K2.5; \u800cMiniMax 2.5\u548cDeepSeek V3.2\u5247\u51fa\u73fe\u4e86\u8f03\u5927\u8667\u640d\u3002 \u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c\u9019\u4e00\u7d50\u679c\u8207\u6211\u5011\u6b64\u524d\u767c\u4f48\u7684\u63a8\u7406\u80fd\u529b\u8a55\u6e2c[i]\u6216Chatbot Arena +[ii]\u901a\u7528\u80fd\u529b\u699c\u55ae\u4e26\u4e0d\u5b8c\u5168\u4e00\u81f4\u2014\u2014\u5728\u63a8\u7406\u3001\u77e5\u8b58\u554f\u7b54\u6216\u4ee3\u78bc\u751f\u6210\u4efb\u52d9\u4e2d\u8868\u73fe\u9818\u5148\u7684\u6a21\u578b\uff0c\u672a\u5fc5\u80fd\u5728\u771f\u5be6\u91d1\u878d\u5e02\u5834\u4e2d\u65ac\u7372\u6700\u4f73\u6536\u76ca\u3002 \u9019\u4e26\u4e0d\u4ee4\u4eba\u610f\u5916\u3002 \u5728\u5927\u591a\u6578AI\u57fa\u6e96\u6e2c\u8a66\u4e2d\uff0c\u554f\u984c\u901a\u5e38\u5b58\u5728\u660e\u78ba\u7b54\u6848; \u800c\u91d1\u878d\u5e02\u5834\u5247\u5145\u6eff\u96dc\u8a0a\u548c\u4e0d\u78ba\u5b9a\u6027\u3002 \u5373\u4f7f\u5c0d\u5e02\u5834\u65b9\u5411\u7684\u5224\u65b7\u6b63\u78ba\uff0c\u4e5f\u53ef\u80fd\u56e0\u70ba\u5009\u4f4d\u7ba1\u7406\u3001\u98a8\u96aa\u63a7\u5236\u6216\u4ea4\u6613\u6642\u6a5f\u9078\u64c7\u4e0d\u7576\u800c\u906d\u53d7\u640d\u5931\u3002 \u73fe\u5be6\u4e2d\u7684\u6295\u8cc7\u884c\u696d\u65e9\u5df2\u8b49\u660e\uff0c\u6700\u8070\u660e\u7684\u4eba\u672a\u5fc5\u662f\u6700\u6210\u529f\u7684\u6295\u8cc7\u8005\u3002 \u5c0d\u65bcAI\u800c\u8a00\uff0c\u76ee\u524d\u7684\u8b49\u64da\u4f3c\u4e4e\u4e5f\u6307\u5411\u985e\u4f3c\u7684\u7d50\u8ad6\u3002 \u6b64\u524dStockBench[iii]\u548cLiveTradeBench[iv]\u7b49\u80a1\u7968\u5e02\u5834\u8a55\u6e2c\u4e5f\u89c0\u5bdf\u5230\u4e86\u985e\u4f3c\u73fe\u8c61\uff1a\u66f4\u5f37\u7684\u63a8\u7406\u80fd\u529b\u4e26\u4e0d\u5fc5\u7136\u8f49\u5316\u70ba\u66f4\u597d\u7684\u6295\u8cc7\u8868\u73fe\u3002 \u5be6\u9a57\u4e2d\uff0c\u4e0d\u540c\u6a21\u578b\u9010\u6f38\u5448\u73fe\u51fa\u4e0d\u540c\u7684\u4ea4\u6613\u98a8\u683c\uff1a\u6709\u4e9b\u6a21\u578b\u983b\u7e41\uff0c\u6709\u4e9b\u50be\u5411\u65bc\u9577\u671f\u6301\u6709; \u6709\u4e9b\u7a4d\u6975\u4f7f\u7528\u69d3\u687f\uff0c\u6709\u4e9b\u5247\u59cb\u7d42\u4fdd\u6301\u8b39\u614e\u3002 \u9019\u7a2e\u5dee\u7570\u540c\u6a23\u9ad4\u73fe\u5728\u4fe1\u606f\u7372\u53d6\u4e0a\u3002 \u8207\u8a31\u591a\u7814\u7a76\u76f4\u63a5\u5411\u6a21\u578b\u63d0\u4f9b\u7d71\u4e00\u65b0\u805e\u6458\u8981\u4e0d\u540c\uff0c\u6211\u5011\u5141\u8a31\u6a21\u578b\u81ea\u4e3b\u6c7a\u5b9a\u662f\u5426\u641c\u7d22\u65b0\u805e\u3001\u67e5\u770b\u5e02\u5834\u6578\u64da\u6216\u8abf\u53d6\u6b77\u53f2\u50f9\u683c\u8d70\u52e2\u3002 \u6709\u4e9b\u6a21\u578b\u983b\u7e41\u641c\u7d22\u5de8\u96c6\u89c0\u65b0\u805e\uff0c\u6709\u4e9b\u5247\u66f4\u591a\u4f9d\u8cf4\u50f9\u683c\u8d70\u52e2\u548c\u6b77\u53f2\u6578\u64da\u3002 \u6b63\u5982\u73fe\u5be6\u5e02\u5834\u4e2d\uff0c\u4e0d\u540c\u4ea4\u6613\u54e1\u6709\u5404\u81ea\u504f\u597d\u7684\u8cc7\u8a0a\u4f86\u6e90\u3001\u5206\u6790\u6846\u67b6\u548c\u4ea4\u6613\u7bc0\u594f\uff0c\u4e0d\u540cAI\u6a21\u578b\u4e5f\u5c55\u73fe\u51fa\u4e86\u76f8\u4f3c\u7684\u7b56\u7565\u5206\u5316\u3002 \u66f4\u9577\u9060\u4f86\u770b\uff0c\u9019\u9805\u5be6\u9a57\u6216\u8a31\u8b93\u6211\u5011\u63d0\u524d\u7aba\u898b\u4e86\u672a\u4f86\u91d1\u878d\u5e02\u5834\u7684\u4e00\u7a2e\u53ef\u80fd\u5f62\u614b\u3002 \u4eca\u5929\uff0c\u5927\u591a\u6578\u91d1\u878d\u6a5f\u69cb\u4ecd\u5c07AI\u8996\u70ba\u8f14\u52a9\u5de5\u5177\uff0c\u7528\u65bc\u7814\u7a76\u3001\u5206\u6790\u548c\u6c7a\u7b56\u652f\u63f4\u3002 \u4f46\u96a8\u8457\u6a21\u578b\u80fd\u529b\u4e0d\u65b7\u63d0\u5347\uff0cAI\u5728\u6295\u8cc7\u6d41\u7a0b\u4e2d\u7684\u89d2\u8272\u6b63\u5728\u9010\u6b65\u64f4\u5927\u3002 \u5f9e\u751f\u6210\u7814\u7a76\u5831\u544a\uff0c\u5230\u8f14\u52a9\u69cb\u5efa\u6295\u8cc7\u7d44\u5408\uff0c\u518d\u5230\u57f7\u884c\u90e8\u5206\u4ea4\u6613\u6c7a\u7b56\uff0c\u8d8a\u4f86\u8d8a\u591a\u539f\u672c\u7531\u4eba\u985e\u5b8c\u6210\u7684\u5de5\u4f5c\u958b\u59cb\u7531\u6a21\u578b\u53c3\u8207\u3002 \u5982\u679c\u9019\u4e00\u8da8\u52e2\u6301\u7e8c\u767c\u5c55\uff0c\u672a\u4f86\u91d1\u878d\u5e02\u5834\u4e2d\u7684\u90e8\u5206\u6c7a\u7b56\u53ef\u80fd\u5c07\u7531AI\u76f4\u63a5\u5b8c\u6210\u3002 \u7576\u8d8a\u4f86\u8d8a\u591a\u8cc7\u91d1\u958b\u59cb\u7531\u6f14\u7b97\u6cd5\u548c\u6a21\u578b\u7ba1\u7406\u6642\uff0c\u5e02\u5834\u904b\u884c\u65b9\u5f0f\u672c\u8eab\u4e5f\u53ef\u80fd\u96a8\u4e4b\u767c\u751f\u8b8a\u5316\u3002 \u91d1\u878d\u5e02\u5834\u6703\u8b8a\u5316\uff0c\u6a21\u578b\u672c\u8eab\u4e5f\u5728\u6301\u7e8c\u6f14\u9032\u3002 \u6211\u5011\u7684\u5be6\u9a57\u6301\u7e8c\u4e86\u516d\u5468\uff0c\u89c0\u5bdf\u5230\u7684\u53ea\u662f\u7279\u5b9a\u5e02\u5834\u74b0\u5883\u4e0b\u7684\u4e00\u6bb5\u6a23\u672c\u3002 \u4eca\u5929\u8868\u73fe\u9818\u5148\u7684\u6a21\u578b\u672a\u5fc5\u80fd\u5920\u9577\u671f\u9818\u5148\uff0c\u800c\u672a\u4f86\u6a21\u578b\u7684\u80fd\u529b\u908a\u754c\u4e5f\u53ef\u80fd\u9060\u8d85\u73fe\u5728\u7684\u6c34\u6e96\u3002 \u4f46\u6709\u4e00\u9ede\u5df2\u7d93\u8d8a\u4f86\u8d8a\u6e05\u6670\uff1a\u7576AI\u958b\u59cb\u5f9e\u300c\u56de\u7b54\u554f\u984c\u300d\u8f49\u5411\u300c\u505a\u51fa\u6c7a\u7b56\u300d\u6642\uff0c\u6211\u5011\u6216\u8a31\u9700\u8981\u91cd\u65b0\u601d\u8003\u8861\u91cf\u667a\u80fd\u7684\u6a19\u6e96\u3002 \u96a8\u8457\u5927\u6a21\u578b\u9010\u6f38\u5f9e\u8cc7\u8a0a\u8655\u7406\u5de5\u5177\u6f14\u8b8a\u70ba\u6c7a\u7b56\u4e3b\u9ad4\uff0c\u6211\u5011\u4e0d\u50c5\u9700\u8981\u95dc\u6ce8\u5b83\u5011\u80fd\u5426\u7d66\u51fa\u6b63\u78ba\u7b54\u6848\uff0c\u4e5f\u9700\u8981\u95dc\u6ce8\u5b83\u5011\u5982\u4f55\u5c0b\u627e\u8cc7\u8a0a\u3001\u5982\u4f55\u7ba1\u7406\u98a8\u96aa\uff0c\u4ee5\u53ca\u5982\u4f55\u5728\u4e0d\u78ba\u5b9a\u74b0\u5883\u4e0b\u6301\u7e8c\u505a\u51fa\u5224\u65b7\u3002 \u5c0d\u65bc\u91d1\u878d\u5e02\u5834\u800c\u8a00\uff0c\u6700\u300c\u8070\u660e\u300d\u7684AI\u672a\u5fc5\u662f\u6700\u512a\u79c0\u7684AI\u4ea4\u6613\u54e1\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\/tc\/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\u300c\u8070\u660e\u300d\u7684AI\u672a\u5fc5\u662f\u6700\u512a\u79c0\u7684AI\u4ea4\u6613\u54e1 - HKU Business School\" \/>\n\t\t<meta property=\"og:description\" content=\"\u8fd1\u671f\uff0cInteractive Brokers \u5ba3\u4f48\uff0c\u7528\u6236\u53ef\u5c07 ChatGPT\u3001Claude\u3001Grok \u7b49\u5927\u8a9e\u8a00\u6a21\u578b\u76f4\u63a5\u63a5\u5165\u6295\u8cc7\u8cec\u6236\uff0c\u7528\u65bc\u5e02\u5834\u7814\u7a76\u3001\u6295\u8cc7\u7d44\u5408\u5206\u6790\uff0c\u4e43\u81f3\u751f\u6210\u4ea4\u6613\u6307\u4ee4\u3002 \u5927\u8a9e\u8a00\u6a21\u578b\u6b63\u5f9e\u300c\u56de\u7b54\u554f\u984c\u300d\u300c\u751f\u6210\u5167\u5bb9\u300d\u7684\u5c0d\u8a71\u5de5\u5177\uff0c\u6f14\u5316\u70ba\u80fd\u8abf\u7528\u5916\u90e8\u5de5\u5177\u3001\u9023\u63a5\u771f\u5be6\u7cfb\u7d71\u3001\u53c3\u8207\u8907\u96dc\u6c7a\u7b56\u7684\u667a\u80fd\u9ad4\u3002 \u96a8\u8457 AI \u9081\u9032\u771f\u5be6\u5834\u666f\uff0c\u4e00\u500b\u66f4\u5177\u73fe\u5be6\u610f\u7fa9\u7684\u554f\u984c\u96a8\u4e4b\u6d6e\u73fe\uff1a\u7576\u5b83\u5011\u6301\u7e8c\u53c3\u8207\u73fe\u5be6\u91d1\u878d\u6c7a\u7b56\u6642\uff0c\u8868\u73fe\u7a76\u7adf\u5982\u4f55\uff1f \u70ba\u63a2\u7a76\u9019\u4e00\u554f\u984c\uff0c\u9999\u6e2f\u5927\u5b78\u7d93\u7ba1\u5b78\u9662\u4eba\u5de5\u667a\u80fd\u8a55\u4f30\u5be6\u9a57\u5ba4\uff08AIEL\uff09\u958b\u5c55\u4e86\u4e00\u9805\u5be6\u6642\u5916\u532f\u4ea4\u6613\u5be6\u9a57\u3002 10 \u500b\u4e3b\u6d41\u5927\u8a9e\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\u8cc7\u91d1\u3001\u4ea4\u6613\u5de5\u5177\u8207\u69d3\u687f\u7d04\u675f\u4e0b\uff0c\u57fa\u65bc\u771f\u5be6\u5e02\u5834\u6578\u64da\u6301\u7e8c\u9032\u884c\u6a21\u64ec\u4ea4\u6613\u3002 \u5b83\u5011\u6bcf\u500b\u5c0f\u6642\u7372\u53d6\u4e00\u6b21\u6700\u65b0\u5e02\u5834\u4fe1\u606f\uff0c\u81ea\u4e3b\u5224\u65b7\u662f\u5426\u6aa2\u7d22\u65b0\u805e\u3001\u5206\u6790\u884c\u60c5\u6216\u8abf\u6574\u5009s\u4f4d\u3002 \u6240\u6709\u6c7a\u7b56\u5747\u57fa\u65bc\u5be6\u6642\u6578\u64da\u5b8c\u6210\uff0c\u5be6\u9a57\u6709\u6548\u898f\u907f\u4e86\u8a13\u7df4\u6578\u64da\u8207\u8a55\u6e2c\u6578\u64da\u91cd\u758a\u53ef\u80fd\u5e36\u4f86\u7684\u6578\u64da\u6c61\u67d3\u98a8\u96aa\u3002 \u81ea2026\u5e744\u6708\u555f\u52d5\u4ee5\u4f86\uff0c\u7d93\u904e\u516d\u5468\u904b\u884c\uff0c\u4e0d\u540c\u6a21\u578b\u5728\u4ea4\u6613\u884c\u70ba\u548c\u6536\u76ca\u8868\u73fe\u4e0a\u5448\u73fe\u51fa\u660e\u986f\u5206\u5316\u3002 \u90e8\u5206\u6a21\u578b\u5be6\u73fe\u4e86\u63a5\u8fd1\u5169\u4f4d\u6578\u7684\u7d2f\u8a08\u6536\u76ca\u7387\uff0c\u4f8b\u5982Qwen3.5 Plus\u548cKimi K2.5; \u800cMiniMax 2.5\u548cDeepSeek V3.2\u5247\u51fa\u73fe\u4e86\u8f03\u5927\u8667\u640d\u3002 \u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c\u9019\u4e00\u7d50\u679c\u8207\u6211\u5011\u6b64\u524d\u767c\u4f48\u7684\u63a8\u7406\u80fd\u529b\u8a55\u6e2c[i]\u6216Chatbot Arena +[ii]\u901a\u7528\u80fd\u529b\u699c\u55ae\u4e26\u4e0d\u5b8c\u5168\u4e00\u81f4\u2014\u2014\u5728\u63a8\u7406\u3001\u77e5\u8b58\u554f\u7b54\u6216\u4ee3\u78bc\u751f\u6210\u4efb\u52d9\u4e2d\u8868\u73fe\u9818\u5148\u7684\u6a21\u578b\uff0c\u672a\u5fc5\u80fd\u5728\u771f\u5be6\u91d1\u878d\u5e02\u5834\u4e2d\u65ac\u7372\u6700\u4f73\u6536\u76ca\u3002 \u9019\u4e26\u4e0d\u4ee4\u4eba\u610f\u5916\u3002 \u5728\u5927\u591a\u6578AI\u57fa\u6e96\u6e2c\u8a66\u4e2d\uff0c\u554f\u984c\u901a\u5e38\u5b58\u5728\u660e\u78ba\u7b54\u6848; \u800c\u91d1\u878d\u5e02\u5834\u5247\u5145\u6eff\u96dc\u8a0a\u548c\u4e0d\u78ba\u5b9a\u6027\u3002 \u5373\u4f7f\u5c0d\u5e02\u5834\u65b9\u5411\u7684\u5224\u65b7\u6b63\u78ba\uff0c\u4e5f\u53ef\u80fd\u56e0\u70ba\u5009\u4f4d\u7ba1\u7406\u3001\u98a8\u96aa\u63a7\u5236\u6216\u4ea4\u6613\u6642\u6a5f\u9078\u64c7\u4e0d\u7576\u800c\u906d\u53d7\u640d\u5931\u3002 \u73fe\u5be6\u4e2d\u7684\u6295\u8cc7\u884c\u696d\u65e9\u5df2\u8b49\u660e\uff0c\u6700\u8070\u660e\u7684\u4eba\u672a\u5fc5\u662f\u6700\u6210\u529f\u7684\u6295\u8cc7\u8005\u3002 \u5c0d\u65bcAI\u800c\u8a00\uff0c\u76ee\u524d\u7684\u8b49\u64da\u4f3c\u4e4e\u4e5f\u6307\u5411\u985e\u4f3c\u7684\u7d50\u8ad6\u3002 \u6b64\u524dStockBench[iii]\u548cLiveTradeBench[iv]\u7b49\u80a1\u7968\u5e02\u5834\u8a55\u6e2c\u4e5f\u89c0\u5bdf\u5230\u4e86\u985e\u4f3c\u73fe\u8c61\uff1a\u66f4\u5f37\u7684\u63a8\u7406\u80fd\u529b\u4e26\u4e0d\u5fc5\u7136\u8f49\u5316\u70ba\u66f4\u597d\u7684\u6295\u8cc7\u8868\u73fe\u3002 \u5be6\u9a57\u4e2d\uff0c\u4e0d\u540c\u6a21\u578b\u9010\u6f38\u5448\u73fe\u51fa\u4e0d\u540c\u7684\u4ea4\u6613\u98a8\u683c\uff1a\u6709\u4e9b\u6a21\u578b\u983b\u7e41\uff0c\u6709\u4e9b\u50be\u5411\u65bc\u9577\u671f\u6301\u6709; \u6709\u4e9b\u7a4d\u6975\u4f7f\u7528\u69d3\u687f\uff0c\u6709\u4e9b\u5247\u59cb\u7d42\u4fdd\u6301\u8b39\u614e\u3002 \u9019\u7a2e\u5dee\u7570\u540c\u6a23\u9ad4\u73fe\u5728\u4fe1\u606f\u7372\u53d6\u4e0a\u3002 \u8207\u8a31\u591a\u7814\u7a76\u76f4\u63a5\u5411\u6a21\u578b\u63d0\u4f9b\u7d71\u4e00\u65b0\u805e\u6458\u8981\u4e0d\u540c\uff0c\u6211\u5011\u5141\u8a31\u6a21\u578b\u81ea\u4e3b\u6c7a\u5b9a\u662f\u5426\u641c\u7d22\u65b0\u805e\u3001\u67e5\u770b\u5e02\u5834\u6578\u64da\u6216\u8abf\u53d6\u6b77\u53f2\u50f9\u683c\u8d70\u52e2\u3002 \u6709\u4e9b\u6a21\u578b\u983b\u7e41\u641c\u7d22\u5de8\u96c6\u89c0\u65b0\u805e\uff0c\u6709\u4e9b\u5247\u66f4\u591a\u4f9d\u8cf4\u50f9\u683c\u8d70\u52e2\u548c\u6b77\u53f2\u6578\u64da\u3002 \u6b63\u5982\u73fe\u5be6\u5e02\u5834\u4e2d\uff0c\u4e0d\u540c\u4ea4\u6613\u54e1\u6709\u5404\u81ea\u504f\u597d\u7684\u8cc7\u8a0a\u4f86\u6e90\u3001\u5206\u6790\u6846\u67b6\u548c\u4ea4\u6613\u7bc0\u594f\uff0c\u4e0d\u540cAI\u6a21\u578b\u4e5f\u5c55\u73fe\u51fa\u4e86\u76f8\u4f3c\u7684\u7b56\u7565\u5206\u5316\u3002 \u66f4\u9577\u9060\u4f86\u770b\uff0c\u9019\u9805\u5be6\u9a57\u6216\u8a31\u8b93\u6211\u5011\u63d0\u524d\u7aba\u898b\u4e86\u672a\u4f86\u91d1\u878d\u5e02\u5834\u7684\u4e00\u7a2e\u53ef\u80fd\u5f62\u614b\u3002 \u4eca\u5929\uff0c\u5927\u591a\u6578\u91d1\u878d\u6a5f\u69cb\u4ecd\u5c07AI\u8996\u70ba\u8f14\u52a9\u5de5\u5177\uff0c\u7528\u65bc\u7814\u7a76\u3001\u5206\u6790\u548c\u6c7a\u7b56\u652f\u63f4\u3002 \u4f46\u96a8\u8457\u6a21\u578b\u80fd\u529b\u4e0d\u65b7\u63d0\u5347\uff0cAI\u5728\u6295\u8cc7\u6d41\u7a0b\u4e2d\u7684\u89d2\u8272\u6b63\u5728\u9010\u6b65\u64f4\u5927\u3002 \u5f9e\u751f\u6210\u7814\u7a76\u5831\u544a\uff0c\u5230\u8f14\u52a9\u69cb\u5efa\u6295\u8cc7\u7d44\u5408\uff0c\u518d\u5230\u57f7\u884c\u90e8\u5206\u4ea4\u6613\u6c7a\u7b56\uff0c\u8d8a\u4f86\u8d8a\u591a\u539f\u672c\u7531\u4eba\u985e\u5b8c\u6210\u7684\u5de5\u4f5c\u958b\u59cb\u7531\u6a21\u578b\u53c3\u8207\u3002 \u5982\u679c\u9019\u4e00\u8da8\u52e2\u6301\u7e8c\u767c\u5c55\uff0c\u672a\u4f86\u91d1\u878d\u5e02\u5834\u4e2d\u7684\u90e8\u5206\u6c7a\u7b56\u53ef\u80fd\u5c07\u7531AI\u76f4\u63a5\u5b8c\u6210\u3002 \u7576\u8d8a\u4f86\u8d8a\u591a\u8cc7\u91d1\u958b\u59cb\u7531\u6f14\u7b97\u6cd5\u548c\u6a21\u578b\u7ba1\u7406\u6642\uff0c\u5e02\u5834\u904b\u884c\u65b9\u5f0f\u672c\u8eab\u4e5f\u53ef\u80fd\u96a8\u4e4b\u767c\u751f\u8b8a\u5316\u3002 \u91d1\u878d\u5e02\u5834\u6703\u8b8a\u5316\uff0c\u6a21\u578b\u672c\u8eab\u4e5f\u5728\u6301\u7e8c\u6f14\u9032\u3002 \u6211\u5011\u7684\u5be6\u9a57\u6301\u7e8c\u4e86\u516d\u5468\uff0c\u89c0\u5bdf\u5230\u7684\u53ea\u662f\u7279\u5b9a\u5e02\u5834\u74b0\u5883\u4e0b\u7684\u4e00\u6bb5\u6a23\u672c\u3002 \u4eca\u5929\u8868\u73fe\u9818\u5148\u7684\u6a21\u578b\u672a\u5fc5\u80fd\u5920\u9577\u671f\u9818\u5148\uff0c\u800c\u672a\u4f86\u6a21\u578b\u7684\u80fd\u529b\u908a\u754c\u4e5f\u53ef\u80fd\u9060\u8d85\u73fe\u5728\u7684\u6c34\u6e96\u3002 \u4f46\u6709\u4e00\u9ede\u5df2\u7d93\u8d8a\u4f86\u8d8a\u6e05\u6670\uff1a\u7576AI\u958b\u59cb\u5f9e\u300c\u56de\u7b54\u554f\u984c\u300d\u8f49\u5411\u300c\u505a\u51fa\u6c7a\u7b56\u300d\u6642\uff0c\u6211\u5011\u6216\u8a31\u9700\u8981\u91cd\u65b0\u601d\u8003\u8861\u91cf\u667a\u80fd\u7684\u6a19\u6e96\u3002 \u96a8\u8457\u5927\u6a21\u578b\u9010\u6f38\u5f9e\u8cc7\u8a0a\u8655\u7406\u5de5\u5177\u6f14\u8b8a\u70ba\u6c7a\u7b56\u4e3b\u9ad4\uff0c\u6211\u5011\u4e0d\u50c5\u9700\u8981\u95dc\u6ce8\u5b83\u5011\u80fd\u5426\u7d66\u51fa\u6b63\u78ba\u7b54\u6848\uff0c\u4e5f\u9700\u8981\u95dc\u6ce8\u5b83\u5011\u5982\u4f55\u5c0b\u627e\u8cc7\u8a0a\u3001\u5982\u4f55\u7ba1\u7406\u98a8\u96aa\uff0c\u4ee5\u53ca\u5982\u4f55\u5728\u4e0d\u78ba\u5b9a\u74b0\u5883\u4e0b\u6301\u7e8c\u505a\u51fa\u5224\u65b7\u3002 \u5c0d\u65bc\u91d1\u878d\u5e02\u5834\u800c\u8a00\uff0c\u6700\u300c\u8070\u660e\u300d\u7684AI\u672a\u5fc5\u662f\u6700\u512a\u79c0\u7684AI\u4ea4\u6613\u54e1\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\/tc\/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=\"2026-07-10T10:25:27+00:00\" \/>\n\t\t<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n\t\t<meta name=\"twitter:title\" content=\"\u6700\u300c\u8070\u660e\u300d\u7684AI\u672a\u5fc5\u662f\u6700\u512a\u79c0\u7684AI\u4ea4\u6613\u54e1 - HKU Business School\" \/>\n\t\t<meta name=\"twitter:description\" content=\"\u8fd1\u671f\uff0cInteractive Brokers \u5ba3\u4f48\uff0c\u7528\u6236\u53ef\u5c07 ChatGPT\u3001Claude\u3001Grok \u7b49\u5927\u8a9e\u8a00\u6a21\u578b\u76f4\u63a5\u63a5\u5165\u6295\u8cc7\u8cec\u6236\uff0c\u7528\u65bc\u5e02\u5834\u7814\u7a76\u3001\u6295\u8cc7\u7d44\u5408\u5206\u6790\uff0c\u4e43\u81f3\u751f\u6210\u4ea4\u6613\u6307\u4ee4\u3002 \u5927\u8a9e\u8a00\u6a21\u578b\u6b63\u5f9e\u300c\u56de\u7b54\u554f\u984c\u300d\u300c\u751f\u6210\u5167\u5bb9\u300d\u7684\u5c0d\u8a71\u5de5\u5177\uff0c\u6f14\u5316\u70ba\u80fd\u8abf\u7528\u5916\u90e8\u5de5\u5177\u3001\u9023\u63a5\u771f\u5be6\u7cfb\u7d71\u3001\u53c3\u8207\u8907\u96dc\u6c7a\u7b56\u7684\u667a\u80fd\u9ad4\u3002 \u96a8\u8457 AI \u9081\u9032\u771f\u5be6\u5834\u666f\uff0c\u4e00\u500b\u66f4\u5177\u73fe\u5be6\u610f\u7fa9\u7684\u554f\u984c\u96a8\u4e4b\u6d6e\u73fe\uff1a\u7576\u5b83\u5011\u6301\u7e8c\u53c3\u8207\u73fe\u5be6\u91d1\u878d\u6c7a\u7b56\u6642\uff0c\u8868\u73fe\u7a76\u7adf\u5982\u4f55\uff1f \u70ba\u63a2\u7a76\u9019\u4e00\u554f\u984c\uff0c\u9999\u6e2f\u5927\u5b78\u7d93\u7ba1\u5b78\u9662\u4eba\u5de5\u667a\u80fd\u8a55\u4f30\u5be6\u9a57\u5ba4\uff08AIEL\uff09\u958b\u5c55\u4e86\u4e00\u9805\u5be6\u6642\u5916\u532f\u4ea4\u6613\u5be6\u9a57\u3002 10 \u500b\u4e3b\u6d41\u5927\u8a9e\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\u8cc7\u91d1\u3001\u4ea4\u6613\u5de5\u5177\u8207\u69d3\u687f\u7d04\u675f\u4e0b\uff0c\u57fa\u65bc\u771f\u5be6\u5e02\u5834\u6578\u64da\u6301\u7e8c\u9032\u884c\u6a21\u64ec\u4ea4\u6613\u3002 \u5b83\u5011\u6bcf\u500b\u5c0f\u6642\u7372\u53d6\u4e00\u6b21\u6700\u65b0\u5e02\u5834\u4fe1\u606f\uff0c\u81ea\u4e3b\u5224\u65b7\u662f\u5426\u6aa2\u7d22\u65b0\u805e\u3001\u5206\u6790\u884c\u60c5\u6216\u8abf\u6574\u5009s\u4f4d\u3002 \u6240\u6709\u6c7a\u7b56\u5747\u57fa\u65bc\u5be6\u6642\u6578\u64da\u5b8c\u6210\uff0c\u5be6\u9a57\u6709\u6548\u898f\u907f\u4e86\u8a13\u7df4\u6578\u64da\u8207\u8a55\u6e2c\u6578\u64da\u91cd\u758a\u53ef\u80fd\u5e36\u4f86\u7684\u6578\u64da\u6c61\u67d3\u98a8\u96aa\u3002 \u81ea2026\u5e744\u6708\u555f\u52d5\u4ee5\u4f86\uff0c\u7d93\u904e\u516d\u5468\u904b\u884c\uff0c\u4e0d\u540c\u6a21\u578b\u5728\u4ea4\u6613\u884c\u70ba\u548c\u6536\u76ca\u8868\u73fe\u4e0a\u5448\u73fe\u51fa\u660e\u986f\u5206\u5316\u3002 \u90e8\u5206\u6a21\u578b\u5be6\u73fe\u4e86\u63a5\u8fd1\u5169\u4f4d\u6578\u7684\u7d2f\u8a08\u6536\u76ca\u7387\uff0c\u4f8b\u5982Qwen3.5 Plus\u548cKimi K2.5; \u800cMiniMax 2.5\u548cDeepSeek V3.2\u5247\u51fa\u73fe\u4e86\u8f03\u5927\u8667\u640d\u3002 \u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c\u9019\u4e00\u7d50\u679c\u8207\u6211\u5011\u6b64\u524d\u767c\u4f48\u7684\u63a8\u7406\u80fd\u529b\u8a55\u6e2c[i]\u6216Chatbot Arena +[ii]\u901a\u7528\u80fd\u529b\u699c\u55ae\u4e26\u4e0d\u5b8c\u5168\u4e00\u81f4\u2014\u2014\u5728\u63a8\u7406\u3001\u77e5\u8b58\u554f\u7b54\u6216\u4ee3\u78bc\u751f\u6210\u4efb\u52d9\u4e2d\u8868\u73fe\u9818\u5148\u7684\u6a21\u578b\uff0c\u672a\u5fc5\u80fd\u5728\u771f\u5be6\u91d1\u878d\u5e02\u5834\u4e2d\u65ac\u7372\u6700\u4f73\u6536\u76ca\u3002 \u9019\u4e26\u4e0d\u4ee4\u4eba\u610f\u5916\u3002 \u5728\u5927\u591a\u6578AI\u57fa\u6e96\u6e2c\u8a66\u4e2d\uff0c\u554f\u984c\u901a\u5e38\u5b58\u5728\u660e\u78ba\u7b54\u6848; \u800c\u91d1\u878d\u5e02\u5834\u5247\u5145\u6eff\u96dc\u8a0a\u548c\u4e0d\u78ba\u5b9a\u6027\u3002 \u5373\u4f7f\u5c0d\u5e02\u5834\u65b9\u5411\u7684\u5224\u65b7\u6b63\u78ba\uff0c\u4e5f\u53ef\u80fd\u56e0\u70ba\u5009\u4f4d\u7ba1\u7406\u3001\u98a8\u96aa\u63a7\u5236\u6216\u4ea4\u6613\u6642\u6a5f\u9078\u64c7\u4e0d\u7576\u800c\u906d\u53d7\u640d\u5931\u3002 \u73fe\u5be6\u4e2d\u7684\u6295\u8cc7\u884c\u696d\u65e9\u5df2\u8b49\u660e\uff0c\u6700\u8070\u660e\u7684\u4eba\u672a\u5fc5\u662f\u6700\u6210\u529f\u7684\u6295\u8cc7\u8005\u3002 \u5c0d\u65bcAI\u800c\u8a00\uff0c\u76ee\u524d\u7684\u8b49\u64da\u4f3c\u4e4e\u4e5f\u6307\u5411\u985e\u4f3c\u7684\u7d50\u8ad6\u3002 \u6b64\u524dStockBench[iii]\u548cLiveTradeBench[iv]\u7b49\u80a1\u7968\u5e02\u5834\u8a55\u6e2c\u4e5f\u89c0\u5bdf\u5230\u4e86\u985e\u4f3c\u73fe\u8c61\uff1a\u66f4\u5f37\u7684\u63a8\u7406\u80fd\u529b\u4e26\u4e0d\u5fc5\u7136\u8f49\u5316\u70ba\u66f4\u597d\u7684\u6295\u8cc7\u8868\u73fe\u3002 \u5be6\u9a57\u4e2d\uff0c\u4e0d\u540c\u6a21\u578b\u9010\u6f38\u5448\u73fe\u51fa\u4e0d\u540c\u7684\u4ea4\u6613\u98a8\u683c\uff1a\u6709\u4e9b\u6a21\u578b\u983b\u7e41\uff0c\u6709\u4e9b\u50be\u5411\u65bc\u9577\u671f\u6301\u6709; \u6709\u4e9b\u7a4d\u6975\u4f7f\u7528\u69d3\u687f\uff0c\u6709\u4e9b\u5247\u59cb\u7d42\u4fdd\u6301\u8b39\u614e\u3002 \u9019\u7a2e\u5dee\u7570\u540c\u6a23\u9ad4\u73fe\u5728\u4fe1\u606f\u7372\u53d6\u4e0a\u3002 \u8207\u8a31\u591a\u7814\u7a76\u76f4\u63a5\u5411\u6a21\u578b\u63d0\u4f9b\u7d71\u4e00\u65b0\u805e\u6458\u8981\u4e0d\u540c\uff0c\u6211\u5011\u5141\u8a31\u6a21\u578b\u81ea\u4e3b\u6c7a\u5b9a\u662f\u5426\u641c\u7d22\u65b0\u805e\u3001\u67e5\u770b\u5e02\u5834\u6578\u64da\u6216\u8abf\u53d6\u6b77\u53f2\u50f9\u683c\u8d70\u52e2\u3002 \u6709\u4e9b\u6a21\u578b\u983b\u7e41\u641c\u7d22\u5de8\u96c6\u89c0\u65b0\u805e\uff0c\u6709\u4e9b\u5247\u66f4\u591a\u4f9d\u8cf4\u50f9\u683c\u8d70\u52e2\u548c\u6b77\u53f2\u6578\u64da\u3002 \u6b63\u5982\u73fe\u5be6\u5e02\u5834\u4e2d\uff0c\u4e0d\u540c\u4ea4\u6613\u54e1\u6709\u5404\u81ea\u504f\u597d\u7684\u8cc7\u8a0a\u4f86\u6e90\u3001\u5206\u6790\u6846\u67b6\u548c\u4ea4\u6613\u7bc0\u594f\uff0c\u4e0d\u540cAI\u6a21\u578b\u4e5f\u5c55\u73fe\u51fa\u4e86\u76f8\u4f3c\u7684\u7b56\u7565\u5206\u5316\u3002 \u66f4\u9577\u9060\u4f86\u770b\uff0c\u9019\u9805\u5be6\u9a57\u6216\u8a31\u8b93\u6211\u5011\u63d0\u524d\u7aba\u898b\u4e86\u672a\u4f86\u91d1\u878d\u5e02\u5834\u7684\u4e00\u7a2e\u53ef\u80fd\u5f62\u614b\u3002 \u4eca\u5929\uff0c\u5927\u591a\u6578\u91d1\u878d\u6a5f\u69cb\u4ecd\u5c07AI\u8996\u70ba\u8f14\u52a9\u5de5\u5177\uff0c\u7528\u65bc\u7814\u7a76\u3001\u5206\u6790\u548c\u6c7a\u7b56\u652f\u63f4\u3002 \u4f46\u96a8\u8457\u6a21\u578b\u80fd\u529b\u4e0d\u65b7\u63d0\u5347\uff0cAI\u5728\u6295\u8cc7\u6d41\u7a0b\u4e2d\u7684\u89d2\u8272\u6b63\u5728\u9010\u6b65\u64f4\u5927\u3002 \u5f9e\u751f\u6210\u7814\u7a76\u5831\u544a\uff0c\u5230\u8f14\u52a9\u69cb\u5efa\u6295\u8cc7\u7d44\u5408\uff0c\u518d\u5230\u57f7\u884c\u90e8\u5206\u4ea4\u6613\u6c7a\u7b56\uff0c\u8d8a\u4f86\u8d8a\u591a\u539f\u672c\u7531\u4eba\u985e\u5b8c\u6210\u7684\u5de5\u4f5c\u958b\u59cb\u7531\u6a21\u578b\u53c3\u8207\u3002 \u5982\u679c\u9019\u4e00\u8da8\u52e2\u6301\u7e8c\u767c\u5c55\uff0c\u672a\u4f86\u91d1\u878d\u5e02\u5834\u4e2d\u7684\u90e8\u5206\u6c7a\u7b56\u53ef\u80fd\u5c07\u7531AI\u76f4\u63a5\u5b8c\u6210\u3002 \u7576\u8d8a\u4f86\u8d8a\u591a\u8cc7\u91d1\u958b\u59cb\u7531\u6f14\u7b97\u6cd5\u548c\u6a21\u578b\u7ba1\u7406\u6642\uff0c\u5e02\u5834\u904b\u884c\u65b9\u5f0f\u672c\u8eab\u4e5f\u53ef\u80fd\u96a8\u4e4b\u767c\u751f\u8b8a\u5316\u3002 \u91d1\u878d\u5e02\u5834\u6703\u8b8a\u5316\uff0c\u6a21\u578b\u672c\u8eab\u4e5f\u5728\u6301\u7e8c\u6f14\u9032\u3002 \u6211\u5011\u7684\u5be6\u9a57\u6301\u7e8c\u4e86\u516d\u5468\uff0c\u89c0\u5bdf\u5230\u7684\u53ea\u662f\u7279\u5b9a\u5e02\u5834\u74b0\u5883\u4e0b\u7684\u4e00\u6bb5\u6a23\u672c\u3002 \u4eca\u5929\u8868\u73fe\u9818\u5148\u7684\u6a21\u578b\u672a\u5fc5\u80fd\u5920\u9577\u671f\u9818\u5148\uff0c\u800c\u672a\u4f86\u6a21\u578b\u7684\u80fd\u529b\u908a\u754c\u4e5f\u53ef\u80fd\u9060\u8d85\u73fe\u5728\u7684\u6c34\u6e96\u3002 \u4f46\u6709\u4e00\u9ede\u5df2\u7d93\u8d8a\u4f86\u8d8a\u6e05\u6670\uff1a\u7576AI\u958b\u59cb\u5f9e\u300c\u56de\u7b54\u554f\u984c\u300d\u8f49\u5411\u300c\u505a\u51fa\u6c7a\u7b56\u300d\u6642\uff0c\u6211\u5011\u6216\u8a31\u9700\u8981\u91cd\u65b0\u601d\u8003\u8861\u91cf\u667a\u80fd\u7684\u6a19\u6e96\u3002 \u96a8\u8457\u5927\u6a21\u578b\u9010\u6f38\u5f9e\u8cc7\u8a0a\u8655\u7406\u5de5\u5177\u6f14\u8b8a\u70ba\u6c7a\u7b56\u4e3b\u9ad4\uff0c\u6211\u5011\u4e0d\u50c5\u9700\u8981\u95dc\u6ce8\u5b83\u5011\u80fd\u5426\u7d66\u51fa\u6b63\u78ba\u7b54\u6848\uff0c\u4e5f\u9700\u8981\u95dc\u6ce8\u5b83\u5011\u5982\u4f55\u5c0b\u627e\u8cc7\u8a0a\u3001\u5982\u4f55\u7ba1\u7406\u98a8\u96aa\uff0c\u4ee5\u53ca\u5982\u4f55\u5728\u4e0d\u78ba\u5b9a\u74b0\u5883\u4e0b\u6301\u7e8c\u505a\u51fa\u5224\u65b7\u3002 \u5c0d\u65bc\u91d1\u878d\u5e02\u5834\u800c\u8a00\uff0c\u6700\u300c\u8070\u660e\u300d\u7684AI\u672a\u5fc5\u662f\u6700\u512a\u79c0\u7684AI\u4ea4\u6613\u54e1\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\\\/tc\\\/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\\\/tc\\\/#listItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\\\/\\\/www.hkubs.hku.hk\\\/tc\\\/\",\"nextItem\":{\"@type\":\"ListItem\",\"@id\":\"https:\\\/\\\/www.hkubs.hku.hk\\\/tc\\\/thought-leadership\\\/ft-chinese-column-tc\\\/#listItem\",\"name\":\"\\u660e\\u5fb7\\u5546\\u8ad6\"}},{\"@type\":\"ListItem\",\"@id\":\"https:\\\/\\\/www.hkubs.hku.hk\\\/tc\\\/thought-leadership\\\/ft-chinese-column-tc\\\/#listItem\",\"position\":2,\"name\":\"\\u660e\\u5fb7\\u5546\\u8ad6\",\"item\":\"https:\\\/\\\/www.hkubs.hku.hk\\\/tc\\\/thought-leadership\\\/ft-chinese-column-tc\\\/\",\"nextItem\":{\"@type\":\"ListItem\",\"@id\":\"https:\\\/\\\/www.hkubs.hku.hk\\\/tc\\\/research\\\/thought-leadership\\\/ft-chinese-column\\\/the-smartest-ai-is-not-always-the-best-ai-trader\\\/#listItem\",\"name\":\"\\u6700\\u300c\\u8070\\u660e\\u300d\\u7684AI\\u672a\\u5fc5\\u662f\\u6700\\u512a\\u79c0\\u7684AI\\u4ea4\\u6613\\u54e1\"},\"previousItem\":{\"@type\":\"ListItem\",\"@id\":\"https:\\\/\\\/www.hkubs.hku.hk\\\/tc\\\/#listItem\",\"name\":\"Home\"}},{\"@type\":\"ListItem\",\"@id\":\"https:\\\/\\\/www.hkubs.hku.hk\\\/tc\\\/research\\\/thought-leadership\\\/ft-chinese-column\\\/the-smartest-ai-is-not-always-the-best-ai-trader\\\/#listItem\",\"position\":3,\"name\":\"\\u6700\\u300c\\u8070\\u660e\\u300d\\u7684AI\\u672a\\u5fc5\\u662f\\u6700\\u512a\\u79c0\\u7684AI\\u4ea4\\u6613\\u54e1\",\"previousItem\":{\"@type\":\"ListItem\",\"@id\":\"https:\\\/\\\/www.hkubs.hku.hk\\\/tc\\\/thought-leadership\\\/ft-chinese-column-tc\\\/#listItem\",\"name\":\"\\u660e\\u5fb7\\u5546\\u8ad6\"}}]},{\"@type\":\"Organization\",\"@id\":\"https:\\\/\\\/www.hkubs.hku.hk\\\/tc\\\/#organization\",\"name\":\"HKU Business School\",\"url\":\"https:\\\/\\\/www.hkubs.hku.hk\\\/tc\\\/\"},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/www.hkubs.hku.hk\\\/tc\\\/research\\\/thought-leadership\\\/ft-chinese-column\\\/the-smartest-ai-is-not-always-the-best-ai-trader\\\/#webpage\",\"url\":\"https:\\\/\\\/www.hkubs.hku.hk\\\/tc\\\/research\\\/thought-leadership\\\/ft-chinese-column\\\/the-smartest-ai-is-not-always-the-best-ai-trader\\\/\",\"name\":\"\\u6700\\u300c\\u8070\\u660e\\u300d\\u7684AI\\u672a\\u5fc5\\u662f\\u6700\\u512a\\u79c0\\u7684AI\\u4ea4\\u6613\\u54e1 - HKU Business School\",\"description\":\"\\u8fd1\\u671f\\uff0cInteractive Brokers \\u5ba3\\u4f48\\uff0c\\u7528\\u6236\\u53ef\\u5c07 ChatGPT\\u3001Claude\\u3001Grok \\u7b49\\u5927\\u8a9e\\u8a00\\u6a21\\u578b\\u76f4\\u63a5\\u63a5\\u5165\\u6295\\u8cc7\\u8cec\\u6236\\uff0c\\u7528\\u65bc\\u5e02\\u5834\\u7814\\u7a76\\u3001\\u6295\\u8cc7\\u7d44\\u5408\\u5206\\u6790\\uff0c\\u4e43\\u81f3\\u751f\\u6210\\u4ea4\\u6613\\u6307\\u4ee4\\u3002 \\u5927\\u8a9e\\u8a00\\u6a21\\u578b\\u6b63\\u5f9e\\u300c\\u56de\\u7b54\\u554f\\u984c\\u300d\\u300c\\u751f\\u6210\\u5167\\u5bb9\\u300d\\u7684\\u5c0d\\u8a71\\u5de5\\u5177\\uff0c\\u6f14\\u5316\\u70ba\\u80fd\\u8abf\\u7528\\u5916\\u90e8\\u5de5\\u5177\\u3001\\u9023\\u63a5\\u771f\\u5be6\\u7cfb\\u7d71\\u3001\\u53c3\\u8207\\u8907\\u96dc\\u6c7a\\u7b56\\u7684\\u667a\\u80fd\\u9ad4\\u3002 \\u96a8\\u8457 AI \\u9081\\u9032\\u771f\\u5be6\\u5834\\u666f\\uff0c\\u4e00\\u500b\\u66f4\\u5177\\u73fe\\u5be6\\u610f\\u7fa9\\u7684\\u554f\\u984c\\u96a8\\u4e4b\\u6d6e\\u73fe\\uff1a\\u7576\\u5b83\\u5011\\u6301\\u7e8c\\u53c3\\u8207\\u73fe\\u5be6\\u91d1\\u878d\\u6c7a\\u7b56\\u6642\\uff0c\\u8868\\u73fe\\u7a76\\u7adf\\u5982\\u4f55\\uff1f \\u70ba\\u63a2\\u7a76\\u9019\\u4e00\\u554f\\u984c\\uff0c\\u9999\\u6e2f\\u5927\\u5b78\\u7d93\\u7ba1\\u5b78\\u9662\\u4eba\\u5de5\\u667a\\u80fd\\u8a55\\u4f30\\u5be6\\u9a57\\u5ba4\\uff08AIEL\\uff09\\u958b\\u5c55\\u4e86\\u4e00\\u9805\\u5be6\\u6642\\u5916\\u532f\\u4ea4\\u6613\\u5be6\\u9a57\\u3002 10 \\u500b\\u4e3b\\u6d41\\u5927\\u8a9e\\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\\u8cc7\\u91d1\\u3001\\u4ea4\\u6613\\u5de5\\u5177\\u8207\\u69d3\\u687f\\u7d04\\u675f\\u4e0b\\uff0c\\u57fa\\u65bc\\u771f\\u5be6\\u5e02\\u5834\\u6578\\u64da\\u6301\\u7e8c\\u9032\\u884c\\u6a21\\u64ec\\u4ea4\\u6613\\u3002 \\u5b83\\u5011\\u6bcf\\u500b\\u5c0f\\u6642\\u7372\\u53d6\\u4e00\\u6b21\\u6700\\u65b0\\u5e02\\u5834\\u4fe1\\u606f\\uff0c\\u81ea\\u4e3b\\u5224\\u65b7\\u662f\\u5426\\u6aa2\\u7d22\\u65b0\\u805e\\u3001\\u5206\\u6790\\u884c\\u60c5\\u6216\\u8abf\\u6574\\u5009s\\u4f4d\\u3002 \\u6240\\u6709\\u6c7a\\u7b56\\u5747\\u57fa\\u65bc\\u5be6\\u6642\\u6578\\u64da\\u5b8c\\u6210\\uff0c\\u5be6\\u9a57\\u6709\\u6548\\u898f\\u907f\\u4e86\\u8a13\\u7df4\\u6578\\u64da\\u8207\\u8a55\\u6e2c\\u6578\\u64da\\u91cd\\u758a\\u53ef\\u80fd\\u5e36\\u4f86\\u7684\\u6578\\u64da\\u6c61\\u67d3\\u98a8\\u96aa\\u3002 \\u81ea2026\\u5e744\\u6708\\u555f\\u52d5\\u4ee5\\u4f86\\uff0c\\u7d93\\u904e\\u516d\\u5468\\u904b\\u884c\\uff0c\\u4e0d\\u540c\\u6a21\\u578b\\u5728\\u4ea4\\u6613\\u884c\\u70ba\\u548c\\u6536\\u76ca\\u8868\\u73fe\\u4e0a\\u5448\\u73fe\\u51fa\\u660e\\u986f\\u5206\\u5316\\u3002 \\u90e8\\u5206\\u6a21\\u578b\\u5be6\\u73fe\\u4e86\\u63a5\\u8fd1\\u5169\\u4f4d\\u6578\\u7684\\u7d2f\\u8a08\\u6536\\u76ca\\u7387\\uff0c\\u4f8b\\u5982Qwen3.5 Plus\\u548cKimi K2.5; \\u800cMiniMax 2.5\\u548cDeepSeek V3.2\\u5247\\u51fa\\u73fe\\u4e86\\u8f03\\u5927\\u8667\\u640d\\u3002 \\u503c\\u5f97\\u6ce8\\u610f\\u7684\\u662f\\uff0c\\u9019\\u4e00\\u7d50\\u679c\\u8207\\u6211\\u5011\\u6b64\\u524d\\u767c\\u4f48\\u7684\\u63a8\\u7406\\u80fd\\u529b\\u8a55\\u6e2c[i]\\u6216Chatbot Arena +[ii]\\u901a\\u7528\\u80fd\\u529b\\u699c\\u55ae\\u4e26\\u4e0d\\u5b8c\\u5168\\u4e00\\u81f4\\u2014\\u2014\\u5728\\u63a8\\u7406\\u3001\\u77e5\\u8b58\\u554f\\u7b54\\u6216\\u4ee3\\u78bc\\u751f\\u6210\\u4efb\\u52d9\\u4e2d\\u8868\\u73fe\\u9818\\u5148\\u7684\\u6a21\\u578b\\uff0c\\u672a\\u5fc5\\u80fd\\u5728\\u771f\\u5be6\\u91d1\\u878d\\u5e02\\u5834\\u4e2d\\u65ac\\u7372\\u6700\\u4f73\\u6536\\u76ca\\u3002 \\u9019\\u4e26\\u4e0d\\u4ee4\\u4eba\\u610f\\u5916\\u3002 \\u5728\\u5927\\u591a\\u6578AI\\u57fa\\u6e96\\u6e2c\\u8a66\\u4e2d\\uff0c\\u554f\\u984c\\u901a\\u5e38\\u5b58\\u5728\\u660e\\u78ba\\u7b54\\u6848; \\u800c\\u91d1\\u878d\\u5e02\\u5834\\u5247\\u5145\\u6eff\\u96dc\\u8a0a\\u548c\\u4e0d\\u78ba\\u5b9a\\u6027\\u3002 \\u5373\\u4f7f\\u5c0d\\u5e02\\u5834\\u65b9\\u5411\\u7684\\u5224\\u65b7\\u6b63\\u78ba\\uff0c\\u4e5f\\u53ef\\u80fd\\u56e0\\u70ba\\u5009\\u4f4d\\u7ba1\\u7406\\u3001\\u98a8\\u96aa\\u63a7\\u5236\\u6216\\u4ea4\\u6613\\u6642\\u6a5f\\u9078\\u64c7\\u4e0d\\u7576\\u800c\\u906d\\u53d7\\u640d\\u5931\\u3002 \\u73fe\\u5be6\\u4e2d\\u7684\\u6295\\u8cc7\\u884c\\u696d\\u65e9\\u5df2\\u8b49\\u660e\\uff0c\\u6700\\u8070\\u660e\\u7684\\u4eba\\u672a\\u5fc5\\u662f\\u6700\\u6210\\u529f\\u7684\\u6295\\u8cc7\\u8005\\u3002 \\u5c0d\\u65bcAI\\u800c\\u8a00\\uff0c\\u76ee\\u524d\\u7684\\u8b49\\u64da\\u4f3c\\u4e4e\\u4e5f\\u6307\\u5411\\u985e\\u4f3c\\u7684\\u7d50\\u8ad6\\u3002 \\u6b64\\u524dStockBench[iii]\\u548cLiveTradeBench[iv]\\u7b49\\u80a1\\u7968\\u5e02\\u5834\\u8a55\\u6e2c\\u4e5f\\u89c0\\u5bdf\\u5230\\u4e86\\u985e\\u4f3c\\u73fe\\u8c61\\uff1a\\u66f4\\u5f37\\u7684\\u63a8\\u7406\\u80fd\\u529b\\u4e26\\u4e0d\\u5fc5\\u7136\\u8f49\\u5316\\u70ba\\u66f4\\u597d\\u7684\\u6295\\u8cc7\\u8868\\u73fe\\u3002 \\u5be6\\u9a57\\u4e2d\\uff0c\\u4e0d\\u540c\\u6a21\\u578b\\u9010\\u6f38\\u5448\\u73fe\\u51fa\\u4e0d\\u540c\\u7684\\u4ea4\\u6613\\u98a8\\u683c\\uff1a\\u6709\\u4e9b\\u6a21\\u578b\\u983b\\u7e41\\uff0c\\u6709\\u4e9b\\u50be\\u5411\\u65bc\\u9577\\u671f\\u6301\\u6709; \\u6709\\u4e9b\\u7a4d\\u6975\\u4f7f\\u7528\\u69d3\\u687f\\uff0c\\u6709\\u4e9b\\u5247\\u59cb\\u7d42\\u4fdd\\u6301\\u8b39\\u614e\\u3002 \\u9019\\u7a2e\\u5dee\\u7570\\u540c\\u6a23\\u9ad4\\u73fe\\u5728\\u4fe1\\u606f\\u7372\\u53d6\\u4e0a\\u3002 \\u8207\\u8a31\\u591a\\u7814\\u7a76\\u76f4\\u63a5\\u5411\\u6a21\\u578b\\u63d0\\u4f9b\\u7d71\\u4e00\\u65b0\\u805e\\u6458\\u8981\\u4e0d\\u540c\\uff0c\\u6211\\u5011\\u5141\\u8a31\\u6a21\\u578b\\u81ea\\u4e3b\\u6c7a\\u5b9a\\u662f\\u5426\\u641c\\u7d22\\u65b0\\u805e\\u3001\\u67e5\\u770b\\u5e02\\u5834\\u6578\\u64da\\u6216\\u8abf\\u53d6\\u6b77\\u53f2\\u50f9\\u683c\\u8d70\\u52e2\\u3002 \\u6709\\u4e9b\\u6a21\\u578b\\u983b\\u7e41\\u641c\\u7d22\\u5de8\\u96c6\\u89c0\\u65b0\\u805e\\uff0c\\u6709\\u4e9b\\u5247\\u66f4\\u591a\\u4f9d\\u8cf4\\u50f9\\u683c\\u8d70\\u52e2\\u548c\\u6b77\\u53f2\\u6578\\u64da\\u3002 \\u6b63\\u5982\\u73fe\\u5be6\\u5e02\\u5834\\u4e2d\\uff0c\\u4e0d\\u540c\\u4ea4\\u6613\\u54e1\\u6709\\u5404\\u81ea\\u504f\\u597d\\u7684\\u8cc7\\u8a0a\\u4f86\\u6e90\\u3001\\u5206\\u6790\\u6846\\u67b6\\u548c\\u4ea4\\u6613\\u7bc0\\u594f\\uff0c\\u4e0d\\u540cAI\\u6a21\\u578b\\u4e5f\\u5c55\\u73fe\\u51fa\\u4e86\\u76f8\\u4f3c\\u7684\\u7b56\\u7565\\u5206\\u5316\\u3002 \\u66f4\\u9577\\u9060\\u4f86\\u770b\\uff0c\\u9019\\u9805\\u5be6\\u9a57\\u6216\\u8a31\\u8b93\\u6211\\u5011\\u63d0\\u524d\\u7aba\\u898b\\u4e86\\u672a\\u4f86\\u91d1\\u878d\\u5e02\\u5834\\u7684\\u4e00\\u7a2e\\u53ef\\u80fd\\u5f62\\u614b\\u3002 \\u4eca\\u5929\\uff0c\\u5927\\u591a\\u6578\\u91d1\\u878d\\u6a5f\\u69cb\\u4ecd\\u5c07AI\\u8996\\u70ba\\u8f14\\u52a9\\u5de5\\u5177\\uff0c\\u7528\\u65bc\\u7814\\u7a76\\u3001\\u5206\\u6790\\u548c\\u6c7a\\u7b56\\u652f\\u63f4\\u3002 \\u4f46\\u96a8\\u8457\\u6a21\\u578b\\u80fd\\u529b\\u4e0d\\u65b7\\u63d0\\u5347\\uff0cAI\\u5728\\u6295\\u8cc7\\u6d41\\u7a0b\\u4e2d\\u7684\\u89d2\\u8272\\u6b63\\u5728\\u9010\\u6b65\\u64f4\\u5927\\u3002 \\u5f9e\\u751f\\u6210\\u7814\\u7a76\\u5831\\u544a\\uff0c\\u5230\\u8f14\\u52a9\\u69cb\\u5efa\\u6295\\u8cc7\\u7d44\\u5408\\uff0c\\u518d\\u5230\\u57f7\\u884c\\u90e8\\u5206\\u4ea4\\u6613\\u6c7a\\u7b56\\uff0c\\u8d8a\\u4f86\\u8d8a\\u591a\\u539f\\u672c\\u7531\\u4eba\\u985e\\u5b8c\\u6210\\u7684\\u5de5\\u4f5c\\u958b\\u59cb\\u7531\\u6a21\\u578b\\u53c3\\u8207\\u3002 \\u5982\\u679c\\u9019\\u4e00\\u8da8\\u52e2\\u6301\\u7e8c\\u767c\\u5c55\\uff0c\\u672a\\u4f86\\u91d1\\u878d\\u5e02\\u5834\\u4e2d\\u7684\\u90e8\\u5206\\u6c7a\\u7b56\\u53ef\\u80fd\\u5c07\\u7531AI\\u76f4\\u63a5\\u5b8c\\u6210\\u3002 \\u7576\\u8d8a\\u4f86\\u8d8a\\u591a\\u8cc7\\u91d1\\u958b\\u59cb\\u7531\\u6f14\\u7b97\\u6cd5\\u548c\\u6a21\\u578b\\u7ba1\\u7406\\u6642\\uff0c\\u5e02\\u5834\\u904b\\u884c\\u65b9\\u5f0f\\u672c\\u8eab\\u4e5f\\u53ef\\u80fd\\u96a8\\u4e4b\\u767c\\u751f\\u8b8a\\u5316\\u3002 \\u91d1\\u878d\\u5e02\\u5834\\u6703\\u8b8a\\u5316\\uff0c\\u6a21\\u578b\\u672c\\u8eab\\u4e5f\\u5728\\u6301\\u7e8c\\u6f14\\u9032\\u3002 \\u6211\\u5011\\u7684\\u5be6\\u9a57\\u6301\\u7e8c\\u4e86\\u516d\\u5468\\uff0c\\u89c0\\u5bdf\\u5230\\u7684\\u53ea\\u662f\\u7279\\u5b9a\\u5e02\\u5834\\u74b0\\u5883\\u4e0b\\u7684\\u4e00\\u6bb5\\u6a23\\u672c\\u3002 \\u4eca\\u5929\\u8868\\u73fe\\u9818\\u5148\\u7684\\u6a21\\u578b\\u672a\\u5fc5\\u80fd\\u5920\\u9577\\u671f\\u9818\\u5148\\uff0c\\u800c\\u672a\\u4f86\\u6a21\\u578b\\u7684\\u80fd\\u529b\\u908a\\u754c\\u4e5f\\u53ef\\u80fd\\u9060\\u8d85\\u73fe\\u5728\\u7684\\u6c34\\u6e96\\u3002 \\u4f46\\u6709\\u4e00\\u9ede\\u5df2\\u7d93\\u8d8a\\u4f86\\u8d8a\\u6e05\\u6670\\uff1a\\u7576AI\\u958b\\u59cb\\u5f9e\\u300c\\u56de\\u7b54\\u554f\\u984c\\u300d\\u8f49\\u5411\\u300c\\u505a\\u51fa\\u6c7a\\u7b56\\u300d\\u6642\\uff0c\\u6211\\u5011\\u6216\\u8a31\\u9700\\u8981\\u91cd\\u65b0\\u601d\\u8003\\u8861\\u91cf\\u667a\\u80fd\\u7684\\u6a19\\u6e96\\u3002 \\u96a8\\u8457\\u5927\\u6a21\\u578b\\u9010\\u6f38\\u5f9e\\u8cc7\\u8a0a\\u8655\\u7406\\u5de5\\u5177\\u6f14\\u8b8a\\u70ba\\u6c7a\\u7b56\\u4e3b\\u9ad4\\uff0c\\u6211\\u5011\\u4e0d\\u50c5\\u9700\\u8981\\u95dc\\u6ce8\\u5b83\\u5011\\u80fd\\u5426\\u7d66\\u51fa\\u6b63\\u78ba\\u7b54\\u6848\\uff0c\\u4e5f\\u9700\\u8981\\u95dc\\u6ce8\\u5b83\\u5011\\u5982\\u4f55\\u5c0b\\u627e\\u8cc7\\u8a0a\\u3001\\u5982\\u4f55\\u7ba1\\u7406\\u98a8\\u96aa\\uff0c\\u4ee5\\u53ca\\u5982\\u4f55\\u5728\\u4e0d\\u78ba\\u5b9a\\u74b0\\u5883\\u4e0b\\u6301\\u7e8c\\u505a\\u51fa\\u5224\\u65b7\\u3002 \\u5c0d\\u65bc\\u91d1\\u878d\\u5e02\\u5834\\u800c\\u8a00\\uff0c\\u6700\\u300c\\u8070\\u660e\\u300d\\u7684AI\\u672a\\u5fc5\\u662f\\u6700\\u512a\\u79c0\\u7684AI\\u4ea4\\u6613\\u54e1\\u3002 [i] https:\\\/\\\/www.hkubs.hku.hk\\\/aimodelrankings\\\/leaderboards\\\/reasoningCapabilities.html [ii]\",\"inLanguage\":\"zh-HK\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/www.hkubs.hku.hk\\\/tc\\\/#website\"},\"breadcrumb\":{\"@id\":\"https:\\\/\\\/www.hkubs.hku.hk\\\/tc\\\/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\":\"2026-07-10T18:25:27+08:00\"},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/www.hkubs.hku.hk\\\/tc\\\/#website\",\"url\":\"https:\\\/\\\/www.hkubs.hku.hk\\\/tc\\\/\",\"name\":\"HKU Business School\",\"inLanguage\":\"zh-HK\",\"publisher\":{\"@id\":\"https:\\\/\\\/www.hkubs.hku.hk\\\/tc\\\/#organization\"}}]}\n\t\t<\/script>\n\t\t<!-- All in One SEO -->\n\n","aioseo_head_json":{"title":"\u6700\u300c\u8070\u660e\u300d\u7684AI\u672a\u5fc5\u662f\u6700\u512a\u79c0\u7684AI\u4ea4\u6613\u54e1 - HKU Business School","description":"\u8fd1\u671f\uff0cInteractive Brokers \u5ba3\u4f48\uff0c\u7528\u6236\u53ef\u5c07 ChatGPT\u3001Claude\u3001Grok \u7b49\u5927\u8a9e\u8a00\u6a21\u578b\u76f4\u63a5\u63a5\u5165\u6295\u8cc7\u8cec\u6236\uff0c\u7528\u65bc\u5e02\u5834\u7814\u7a76\u3001\u6295\u8cc7\u7d44\u5408\u5206\u6790\uff0c\u4e43\u81f3\u751f\u6210\u4ea4\u6613\u6307\u4ee4\u3002 \u5927\u8a9e\u8a00\u6a21\u578b\u6b63\u5f9e\u300c\u56de\u7b54\u554f\u984c\u300d\u300c\u751f\u6210\u5167\u5bb9\u300d\u7684\u5c0d\u8a71\u5de5\u5177\uff0c\u6f14\u5316\u70ba\u80fd\u8abf\u7528\u5916\u90e8\u5de5\u5177\u3001\u9023\u63a5\u771f\u5be6\u7cfb\u7d71\u3001\u53c3\u8207\u8907\u96dc\u6c7a\u7b56\u7684\u667a\u80fd\u9ad4\u3002 \u96a8\u8457 AI \u9081\u9032\u771f\u5be6\u5834\u666f\uff0c\u4e00\u500b\u66f4\u5177\u73fe\u5be6\u610f\u7fa9\u7684\u554f\u984c\u96a8\u4e4b\u6d6e\u73fe\uff1a\u7576\u5b83\u5011\u6301\u7e8c\u53c3\u8207\u73fe\u5be6\u91d1\u878d\u6c7a\u7b56\u6642\uff0c\u8868\u73fe\u7a76\u7adf\u5982\u4f55\uff1f \u70ba\u63a2\u7a76\u9019\u4e00\u554f\u984c\uff0c\u9999\u6e2f\u5927\u5b78\u7d93\u7ba1\u5b78\u9662\u4eba\u5de5\u667a\u80fd\u8a55\u4f30\u5be6\u9a57\u5ba4\uff08AIEL\uff09\u958b\u5c55\u4e86\u4e00\u9805\u5be6\u6642\u5916\u532f\u4ea4\u6613\u5be6\u9a57\u3002 10 \u500b\u4e3b\u6d41\u5927\u8a9e\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\u8cc7\u91d1\u3001\u4ea4\u6613\u5de5\u5177\u8207\u69d3\u687f\u7d04\u675f\u4e0b\uff0c\u57fa\u65bc\u771f\u5be6\u5e02\u5834\u6578\u64da\u6301\u7e8c\u9032\u884c\u6a21\u64ec\u4ea4\u6613\u3002 \u5b83\u5011\u6bcf\u500b\u5c0f\u6642\u7372\u53d6\u4e00\u6b21\u6700\u65b0\u5e02\u5834\u4fe1\u606f\uff0c\u81ea\u4e3b\u5224\u65b7\u662f\u5426\u6aa2\u7d22\u65b0\u805e\u3001\u5206\u6790\u884c\u60c5\u6216\u8abf\u6574\u5009s\u4f4d\u3002 \u6240\u6709\u6c7a\u7b56\u5747\u57fa\u65bc\u5be6\u6642\u6578\u64da\u5b8c\u6210\uff0c\u5be6\u9a57\u6709\u6548\u898f\u907f\u4e86\u8a13\u7df4\u6578\u64da\u8207\u8a55\u6e2c\u6578\u64da\u91cd\u758a\u53ef\u80fd\u5e36\u4f86\u7684\u6578\u64da\u6c61\u67d3\u98a8\u96aa\u3002 \u81ea2026\u5e744\u6708\u555f\u52d5\u4ee5\u4f86\uff0c\u7d93\u904e\u516d\u5468\u904b\u884c\uff0c\u4e0d\u540c\u6a21\u578b\u5728\u4ea4\u6613\u884c\u70ba\u548c\u6536\u76ca\u8868\u73fe\u4e0a\u5448\u73fe\u51fa\u660e\u986f\u5206\u5316\u3002 \u90e8\u5206\u6a21\u578b\u5be6\u73fe\u4e86\u63a5\u8fd1\u5169\u4f4d\u6578\u7684\u7d2f\u8a08\u6536\u76ca\u7387\uff0c\u4f8b\u5982Qwen3.5 Plus\u548cKimi K2.5; \u800cMiniMax 2.5\u548cDeepSeek V3.2\u5247\u51fa\u73fe\u4e86\u8f03\u5927\u8667\u640d\u3002 \u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c\u9019\u4e00\u7d50\u679c\u8207\u6211\u5011\u6b64\u524d\u767c\u4f48\u7684\u63a8\u7406\u80fd\u529b\u8a55\u6e2c[i]\u6216Chatbot Arena +[ii]\u901a\u7528\u80fd\u529b\u699c\u55ae\u4e26\u4e0d\u5b8c\u5168\u4e00\u81f4\u2014\u2014\u5728\u63a8\u7406\u3001\u77e5\u8b58\u554f\u7b54\u6216\u4ee3\u78bc\u751f\u6210\u4efb\u52d9\u4e2d\u8868\u73fe\u9818\u5148\u7684\u6a21\u578b\uff0c\u672a\u5fc5\u80fd\u5728\u771f\u5be6\u91d1\u878d\u5e02\u5834\u4e2d\u65ac\u7372\u6700\u4f73\u6536\u76ca\u3002 \u9019\u4e26\u4e0d\u4ee4\u4eba\u610f\u5916\u3002 \u5728\u5927\u591a\u6578AI\u57fa\u6e96\u6e2c\u8a66\u4e2d\uff0c\u554f\u984c\u901a\u5e38\u5b58\u5728\u660e\u78ba\u7b54\u6848; \u800c\u91d1\u878d\u5e02\u5834\u5247\u5145\u6eff\u96dc\u8a0a\u548c\u4e0d\u78ba\u5b9a\u6027\u3002 \u5373\u4f7f\u5c0d\u5e02\u5834\u65b9\u5411\u7684\u5224\u65b7\u6b63\u78ba\uff0c\u4e5f\u53ef\u80fd\u56e0\u70ba\u5009\u4f4d\u7ba1\u7406\u3001\u98a8\u96aa\u63a7\u5236\u6216\u4ea4\u6613\u6642\u6a5f\u9078\u64c7\u4e0d\u7576\u800c\u906d\u53d7\u640d\u5931\u3002 \u73fe\u5be6\u4e2d\u7684\u6295\u8cc7\u884c\u696d\u65e9\u5df2\u8b49\u660e\uff0c\u6700\u8070\u660e\u7684\u4eba\u672a\u5fc5\u662f\u6700\u6210\u529f\u7684\u6295\u8cc7\u8005\u3002 \u5c0d\u65bcAI\u800c\u8a00\uff0c\u76ee\u524d\u7684\u8b49\u64da\u4f3c\u4e4e\u4e5f\u6307\u5411\u985e\u4f3c\u7684\u7d50\u8ad6\u3002 \u6b64\u524dStockBench[iii]\u548cLiveTradeBench[iv]\u7b49\u80a1\u7968\u5e02\u5834\u8a55\u6e2c\u4e5f\u89c0\u5bdf\u5230\u4e86\u985e\u4f3c\u73fe\u8c61\uff1a\u66f4\u5f37\u7684\u63a8\u7406\u80fd\u529b\u4e26\u4e0d\u5fc5\u7136\u8f49\u5316\u70ba\u66f4\u597d\u7684\u6295\u8cc7\u8868\u73fe\u3002 \u5be6\u9a57\u4e2d\uff0c\u4e0d\u540c\u6a21\u578b\u9010\u6f38\u5448\u73fe\u51fa\u4e0d\u540c\u7684\u4ea4\u6613\u98a8\u683c\uff1a\u6709\u4e9b\u6a21\u578b\u983b\u7e41\uff0c\u6709\u4e9b\u50be\u5411\u65bc\u9577\u671f\u6301\u6709; \u6709\u4e9b\u7a4d\u6975\u4f7f\u7528\u69d3\u687f\uff0c\u6709\u4e9b\u5247\u59cb\u7d42\u4fdd\u6301\u8b39\u614e\u3002 \u9019\u7a2e\u5dee\u7570\u540c\u6a23\u9ad4\u73fe\u5728\u4fe1\u606f\u7372\u53d6\u4e0a\u3002 \u8207\u8a31\u591a\u7814\u7a76\u76f4\u63a5\u5411\u6a21\u578b\u63d0\u4f9b\u7d71\u4e00\u65b0\u805e\u6458\u8981\u4e0d\u540c\uff0c\u6211\u5011\u5141\u8a31\u6a21\u578b\u81ea\u4e3b\u6c7a\u5b9a\u662f\u5426\u641c\u7d22\u65b0\u805e\u3001\u67e5\u770b\u5e02\u5834\u6578\u64da\u6216\u8abf\u53d6\u6b77\u53f2\u50f9\u683c\u8d70\u52e2\u3002 \u6709\u4e9b\u6a21\u578b\u983b\u7e41\u641c\u7d22\u5de8\u96c6\u89c0\u65b0\u805e\uff0c\u6709\u4e9b\u5247\u66f4\u591a\u4f9d\u8cf4\u50f9\u683c\u8d70\u52e2\u548c\u6b77\u53f2\u6578\u64da\u3002 \u6b63\u5982\u73fe\u5be6\u5e02\u5834\u4e2d\uff0c\u4e0d\u540c\u4ea4\u6613\u54e1\u6709\u5404\u81ea\u504f\u597d\u7684\u8cc7\u8a0a\u4f86\u6e90\u3001\u5206\u6790\u6846\u67b6\u548c\u4ea4\u6613\u7bc0\u594f\uff0c\u4e0d\u540cAI\u6a21\u578b\u4e5f\u5c55\u73fe\u51fa\u4e86\u76f8\u4f3c\u7684\u7b56\u7565\u5206\u5316\u3002 \u66f4\u9577\u9060\u4f86\u770b\uff0c\u9019\u9805\u5be6\u9a57\u6216\u8a31\u8b93\u6211\u5011\u63d0\u524d\u7aba\u898b\u4e86\u672a\u4f86\u91d1\u878d\u5e02\u5834\u7684\u4e00\u7a2e\u53ef\u80fd\u5f62\u614b\u3002 \u4eca\u5929\uff0c\u5927\u591a\u6578\u91d1\u878d\u6a5f\u69cb\u4ecd\u5c07AI\u8996\u70ba\u8f14\u52a9\u5de5\u5177\uff0c\u7528\u65bc\u7814\u7a76\u3001\u5206\u6790\u548c\u6c7a\u7b56\u652f\u63f4\u3002 \u4f46\u96a8\u8457\u6a21\u578b\u80fd\u529b\u4e0d\u65b7\u63d0\u5347\uff0cAI\u5728\u6295\u8cc7\u6d41\u7a0b\u4e2d\u7684\u89d2\u8272\u6b63\u5728\u9010\u6b65\u64f4\u5927\u3002 \u5f9e\u751f\u6210\u7814\u7a76\u5831\u544a\uff0c\u5230\u8f14\u52a9\u69cb\u5efa\u6295\u8cc7\u7d44\u5408\uff0c\u518d\u5230\u57f7\u884c\u90e8\u5206\u4ea4\u6613\u6c7a\u7b56\uff0c\u8d8a\u4f86\u8d8a\u591a\u539f\u672c\u7531\u4eba\u985e\u5b8c\u6210\u7684\u5de5\u4f5c\u958b\u59cb\u7531\u6a21\u578b\u53c3\u8207\u3002 \u5982\u679c\u9019\u4e00\u8da8\u52e2\u6301\u7e8c\u767c\u5c55\uff0c\u672a\u4f86\u91d1\u878d\u5e02\u5834\u4e2d\u7684\u90e8\u5206\u6c7a\u7b56\u53ef\u80fd\u5c07\u7531AI\u76f4\u63a5\u5b8c\u6210\u3002 \u7576\u8d8a\u4f86\u8d8a\u591a\u8cc7\u91d1\u958b\u59cb\u7531\u6f14\u7b97\u6cd5\u548c\u6a21\u578b\u7ba1\u7406\u6642\uff0c\u5e02\u5834\u904b\u884c\u65b9\u5f0f\u672c\u8eab\u4e5f\u53ef\u80fd\u96a8\u4e4b\u767c\u751f\u8b8a\u5316\u3002 \u91d1\u878d\u5e02\u5834\u6703\u8b8a\u5316\uff0c\u6a21\u578b\u672c\u8eab\u4e5f\u5728\u6301\u7e8c\u6f14\u9032\u3002 \u6211\u5011\u7684\u5be6\u9a57\u6301\u7e8c\u4e86\u516d\u5468\uff0c\u89c0\u5bdf\u5230\u7684\u53ea\u662f\u7279\u5b9a\u5e02\u5834\u74b0\u5883\u4e0b\u7684\u4e00\u6bb5\u6a23\u672c\u3002 \u4eca\u5929\u8868\u73fe\u9818\u5148\u7684\u6a21\u578b\u672a\u5fc5\u80fd\u5920\u9577\u671f\u9818\u5148\uff0c\u800c\u672a\u4f86\u6a21\u578b\u7684\u80fd\u529b\u908a\u754c\u4e5f\u53ef\u80fd\u9060\u8d85\u73fe\u5728\u7684\u6c34\u6e96\u3002 \u4f46\u6709\u4e00\u9ede\u5df2\u7d93\u8d8a\u4f86\u8d8a\u6e05\u6670\uff1a\u7576AI\u958b\u59cb\u5f9e\u300c\u56de\u7b54\u554f\u984c\u300d\u8f49\u5411\u300c\u505a\u51fa\u6c7a\u7b56\u300d\u6642\uff0c\u6211\u5011\u6216\u8a31\u9700\u8981\u91cd\u65b0\u601d\u8003\u8861\u91cf\u667a\u80fd\u7684\u6a19\u6e96\u3002 \u96a8\u8457\u5927\u6a21\u578b\u9010\u6f38\u5f9e\u8cc7\u8a0a\u8655\u7406\u5de5\u5177\u6f14\u8b8a\u70ba\u6c7a\u7b56\u4e3b\u9ad4\uff0c\u6211\u5011\u4e0d\u50c5\u9700\u8981\u95dc\u6ce8\u5b83\u5011\u80fd\u5426\u7d66\u51fa\u6b63\u78ba\u7b54\u6848\uff0c\u4e5f\u9700\u8981\u95dc\u6ce8\u5b83\u5011\u5982\u4f55\u5c0b\u627e\u8cc7\u8a0a\u3001\u5982\u4f55\u7ba1\u7406\u98a8\u96aa\uff0c\u4ee5\u53ca\u5982\u4f55\u5728\u4e0d\u78ba\u5b9a\u74b0\u5883\u4e0b\u6301\u7e8c\u505a\u51fa\u5224\u65b7\u3002 \u5c0d\u65bc\u91d1\u878d\u5e02\u5834\u800c\u8a00\uff0c\u6700\u300c\u8070\u660e\u300d\u7684AI\u672a\u5fc5\u662f\u6700\u512a\u79c0\u7684AI\u4ea4\u6613\u54e1\u3002 [i] https:\/\/www.hkubs.hku.hk\/aimodelrankings\/leaderboards\/reasoningCapabilities.html [ii]","canonical_url":"https:\/\/www.hkubs.hku.hk\/tc\/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\/tc\/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\/tc\/#listItem","position":1,"name":"Home","item":"https:\/\/www.hkubs.hku.hk\/tc\/","nextItem":{"@type":"ListItem","@id":"https:\/\/www.hkubs.hku.hk\/tc\/thought-leadership\/ft-chinese-column-tc\/#listItem","name":"\u660e\u5fb7\u5546\u8ad6"}},{"@type":"ListItem","@id":"https:\/\/www.hkubs.hku.hk\/tc\/thought-leadership\/ft-chinese-column-tc\/#listItem","position":2,"name":"\u660e\u5fb7\u5546\u8ad6","item":"https:\/\/www.hkubs.hku.hk\/tc\/thought-leadership\/ft-chinese-column-tc\/","nextItem":{"@type":"ListItem","@id":"https:\/\/www.hkubs.hku.hk\/tc\/research\/thought-leadership\/ft-chinese-column\/the-smartest-ai-is-not-always-the-best-ai-trader\/#listItem","name":"\u6700\u300c\u8070\u660e\u300d\u7684AI\u672a\u5fc5\u662f\u6700\u512a\u79c0\u7684AI\u4ea4\u6613\u54e1"},"previousItem":{"@type":"ListItem","@id":"https:\/\/www.hkubs.hku.hk\/tc\/#listItem","name":"Home"}},{"@type":"ListItem","@id":"https:\/\/www.hkubs.hku.hk\/tc\/research\/thought-leadership\/ft-chinese-column\/the-smartest-ai-is-not-always-the-best-ai-trader\/#listItem","position":3,"name":"\u6700\u300c\u8070\u660e\u300d\u7684AI\u672a\u5fc5\u662f\u6700\u512a\u79c0\u7684AI\u4ea4\u6613\u54e1","previousItem":{"@type":"ListItem","@id":"https:\/\/www.hkubs.hku.hk\/tc\/thought-leadership\/ft-chinese-column-tc\/#listItem","name":"\u660e\u5fb7\u5546\u8ad6"}}]},{"@type":"Organization","@id":"https:\/\/www.hkubs.hku.hk\/tc\/#organization","name":"HKU Business School","url":"https:\/\/www.hkubs.hku.hk\/tc\/"},{"@type":"WebPage","@id":"https:\/\/www.hkubs.hku.hk\/tc\/research\/thought-leadership\/ft-chinese-column\/the-smartest-ai-is-not-always-the-best-ai-trader\/#webpage","url":"https:\/\/www.hkubs.hku.hk\/tc\/research\/thought-leadership\/ft-chinese-column\/the-smartest-ai-is-not-always-the-best-ai-trader\/","name":"\u6700\u300c\u8070\u660e\u300d\u7684AI\u672a\u5fc5\u662f\u6700\u512a\u79c0\u7684AI\u4ea4\u6613\u54e1 - HKU Business School","description":"\u8fd1\u671f\uff0cInteractive Brokers \u5ba3\u4f48\uff0c\u7528\u6236\u53ef\u5c07 ChatGPT\u3001Claude\u3001Grok \u7b49\u5927\u8a9e\u8a00\u6a21\u578b\u76f4\u63a5\u63a5\u5165\u6295\u8cc7\u8cec\u6236\uff0c\u7528\u65bc\u5e02\u5834\u7814\u7a76\u3001\u6295\u8cc7\u7d44\u5408\u5206\u6790\uff0c\u4e43\u81f3\u751f\u6210\u4ea4\u6613\u6307\u4ee4\u3002 \u5927\u8a9e\u8a00\u6a21\u578b\u6b63\u5f9e\u300c\u56de\u7b54\u554f\u984c\u300d\u300c\u751f\u6210\u5167\u5bb9\u300d\u7684\u5c0d\u8a71\u5de5\u5177\uff0c\u6f14\u5316\u70ba\u80fd\u8abf\u7528\u5916\u90e8\u5de5\u5177\u3001\u9023\u63a5\u771f\u5be6\u7cfb\u7d71\u3001\u53c3\u8207\u8907\u96dc\u6c7a\u7b56\u7684\u667a\u80fd\u9ad4\u3002 \u96a8\u8457 AI \u9081\u9032\u771f\u5be6\u5834\u666f\uff0c\u4e00\u500b\u66f4\u5177\u73fe\u5be6\u610f\u7fa9\u7684\u554f\u984c\u96a8\u4e4b\u6d6e\u73fe\uff1a\u7576\u5b83\u5011\u6301\u7e8c\u53c3\u8207\u73fe\u5be6\u91d1\u878d\u6c7a\u7b56\u6642\uff0c\u8868\u73fe\u7a76\u7adf\u5982\u4f55\uff1f \u70ba\u63a2\u7a76\u9019\u4e00\u554f\u984c\uff0c\u9999\u6e2f\u5927\u5b78\u7d93\u7ba1\u5b78\u9662\u4eba\u5de5\u667a\u80fd\u8a55\u4f30\u5be6\u9a57\u5ba4\uff08AIEL\uff09\u958b\u5c55\u4e86\u4e00\u9805\u5be6\u6642\u5916\u532f\u4ea4\u6613\u5be6\u9a57\u3002 10 \u500b\u4e3b\u6d41\u5927\u8a9e\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\u8cc7\u91d1\u3001\u4ea4\u6613\u5de5\u5177\u8207\u69d3\u687f\u7d04\u675f\u4e0b\uff0c\u57fa\u65bc\u771f\u5be6\u5e02\u5834\u6578\u64da\u6301\u7e8c\u9032\u884c\u6a21\u64ec\u4ea4\u6613\u3002 \u5b83\u5011\u6bcf\u500b\u5c0f\u6642\u7372\u53d6\u4e00\u6b21\u6700\u65b0\u5e02\u5834\u4fe1\u606f\uff0c\u81ea\u4e3b\u5224\u65b7\u662f\u5426\u6aa2\u7d22\u65b0\u805e\u3001\u5206\u6790\u884c\u60c5\u6216\u8abf\u6574\u5009s\u4f4d\u3002 \u6240\u6709\u6c7a\u7b56\u5747\u57fa\u65bc\u5be6\u6642\u6578\u64da\u5b8c\u6210\uff0c\u5be6\u9a57\u6709\u6548\u898f\u907f\u4e86\u8a13\u7df4\u6578\u64da\u8207\u8a55\u6e2c\u6578\u64da\u91cd\u758a\u53ef\u80fd\u5e36\u4f86\u7684\u6578\u64da\u6c61\u67d3\u98a8\u96aa\u3002 \u81ea2026\u5e744\u6708\u555f\u52d5\u4ee5\u4f86\uff0c\u7d93\u904e\u516d\u5468\u904b\u884c\uff0c\u4e0d\u540c\u6a21\u578b\u5728\u4ea4\u6613\u884c\u70ba\u548c\u6536\u76ca\u8868\u73fe\u4e0a\u5448\u73fe\u51fa\u660e\u986f\u5206\u5316\u3002 \u90e8\u5206\u6a21\u578b\u5be6\u73fe\u4e86\u63a5\u8fd1\u5169\u4f4d\u6578\u7684\u7d2f\u8a08\u6536\u76ca\u7387\uff0c\u4f8b\u5982Qwen3.5 Plus\u548cKimi K2.5; \u800cMiniMax 2.5\u548cDeepSeek V3.2\u5247\u51fa\u73fe\u4e86\u8f03\u5927\u8667\u640d\u3002 \u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c\u9019\u4e00\u7d50\u679c\u8207\u6211\u5011\u6b64\u524d\u767c\u4f48\u7684\u63a8\u7406\u80fd\u529b\u8a55\u6e2c[i]\u6216Chatbot Arena +[ii]\u901a\u7528\u80fd\u529b\u699c\u55ae\u4e26\u4e0d\u5b8c\u5168\u4e00\u81f4\u2014\u2014\u5728\u63a8\u7406\u3001\u77e5\u8b58\u554f\u7b54\u6216\u4ee3\u78bc\u751f\u6210\u4efb\u52d9\u4e2d\u8868\u73fe\u9818\u5148\u7684\u6a21\u578b\uff0c\u672a\u5fc5\u80fd\u5728\u771f\u5be6\u91d1\u878d\u5e02\u5834\u4e2d\u65ac\u7372\u6700\u4f73\u6536\u76ca\u3002 \u9019\u4e26\u4e0d\u4ee4\u4eba\u610f\u5916\u3002 \u5728\u5927\u591a\u6578AI\u57fa\u6e96\u6e2c\u8a66\u4e2d\uff0c\u554f\u984c\u901a\u5e38\u5b58\u5728\u660e\u78ba\u7b54\u6848; \u800c\u91d1\u878d\u5e02\u5834\u5247\u5145\u6eff\u96dc\u8a0a\u548c\u4e0d\u78ba\u5b9a\u6027\u3002 \u5373\u4f7f\u5c0d\u5e02\u5834\u65b9\u5411\u7684\u5224\u65b7\u6b63\u78ba\uff0c\u4e5f\u53ef\u80fd\u56e0\u70ba\u5009\u4f4d\u7ba1\u7406\u3001\u98a8\u96aa\u63a7\u5236\u6216\u4ea4\u6613\u6642\u6a5f\u9078\u64c7\u4e0d\u7576\u800c\u906d\u53d7\u640d\u5931\u3002 \u73fe\u5be6\u4e2d\u7684\u6295\u8cc7\u884c\u696d\u65e9\u5df2\u8b49\u660e\uff0c\u6700\u8070\u660e\u7684\u4eba\u672a\u5fc5\u662f\u6700\u6210\u529f\u7684\u6295\u8cc7\u8005\u3002 \u5c0d\u65bcAI\u800c\u8a00\uff0c\u76ee\u524d\u7684\u8b49\u64da\u4f3c\u4e4e\u4e5f\u6307\u5411\u985e\u4f3c\u7684\u7d50\u8ad6\u3002 \u6b64\u524dStockBench[iii]\u548cLiveTradeBench[iv]\u7b49\u80a1\u7968\u5e02\u5834\u8a55\u6e2c\u4e5f\u89c0\u5bdf\u5230\u4e86\u985e\u4f3c\u73fe\u8c61\uff1a\u66f4\u5f37\u7684\u63a8\u7406\u80fd\u529b\u4e26\u4e0d\u5fc5\u7136\u8f49\u5316\u70ba\u66f4\u597d\u7684\u6295\u8cc7\u8868\u73fe\u3002 \u5be6\u9a57\u4e2d\uff0c\u4e0d\u540c\u6a21\u578b\u9010\u6f38\u5448\u73fe\u51fa\u4e0d\u540c\u7684\u4ea4\u6613\u98a8\u683c\uff1a\u6709\u4e9b\u6a21\u578b\u983b\u7e41\uff0c\u6709\u4e9b\u50be\u5411\u65bc\u9577\u671f\u6301\u6709; \u6709\u4e9b\u7a4d\u6975\u4f7f\u7528\u69d3\u687f\uff0c\u6709\u4e9b\u5247\u59cb\u7d42\u4fdd\u6301\u8b39\u614e\u3002 \u9019\u7a2e\u5dee\u7570\u540c\u6a23\u9ad4\u73fe\u5728\u4fe1\u606f\u7372\u53d6\u4e0a\u3002 \u8207\u8a31\u591a\u7814\u7a76\u76f4\u63a5\u5411\u6a21\u578b\u63d0\u4f9b\u7d71\u4e00\u65b0\u805e\u6458\u8981\u4e0d\u540c\uff0c\u6211\u5011\u5141\u8a31\u6a21\u578b\u81ea\u4e3b\u6c7a\u5b9a\u662f\u5426\u641c\u7d22\u65b0\u805e\u3001\u67e5\u770b\u5e02\u5834\u6578\u64da\u6216\u8abf\u53d6\u6b77\u53f2\u50f9\u683c\u8d70\u52e2\u3002 \u6709\u4e9b\u6a21\u578b\u983b\u7e41\u641c\u7d22\u5de8\u96c6\u89c0\u65b0\u805e\uff0c\u6709\u4e9b\u5247\u66f4\u591a\u4f9d\u8cf4\u50f9\u683c\u8d70\u52e2\u548c\u6b77\u53f2\u6578\u64da\u3002 \u6b63\u5982\u73fe\u5be6\u5e02\u5834\u4e2d\uff0c\u4e0d\u540c\u4ea4\u6613\u54e1\u6709\u5404\u81ea\u504f\u597d\u7684\u8cc7\u8a0a\u4f86\u6e90\u3001\u5206\u6790\u6846\u67b6\u548c\u4ea4\u6613\u7bc0\u594f\uff0c\u4e0d\u540cAI\u6a21\u578b\u4e5f\u5c55\u73fe\u51fa\u4e86\u76f8\u4f3c\u7684\u7b56\u7565\u5206\u5316\u3002 \u66f4\u9577\u9060\u4f86\u770b\uff0c\u9019\u9805\u5be6\u9a57\u6216\u8a31\u8b93\u6211\u5011\u63d0\u524d\u7aba\u898b\u4e86\u672a\u4f86\u91d1\u878d\u5e02\u5834\u7684\u4e00\u7a2e\u53ef\u80fd\u5f62\u614b\u3002 \u4eca\u5929\uff0c\u5927\u591a\u6578\u91d1\u878d\u6a5f\u69cb\u4ecd\u5c07AI\u8996\u70ba\u8f14\u52a9\u5de5\u5177\uff0c\u7528\u65bc\u7814\u7a76\u3001\u5206\u6790\u548c\u6c7a\u7b56\u652f\u63f4\u3002 \u4f46\u96a8\u8457\u6a21\u578b\u80fd\u529b\u4e0d\u65b7\u63d0\u5347\uff0cAI\u5728\u6295\u8cc7\u6d41\u7a0b\u4e2d\u7684\u89d2\u8272\u6b63\u5728\u9010\u6b65\u64f4\u5927\u3002 \u5f9e\u751f\u6210\u7814\u7a76\u5831\u544a\uff0c\u5230\u8f14\u52a9\u69cb\u5efa\u6295\u8cc7\u7d44\u5408\uff0c\u518d\u5230\u57f7\u884c\u90e8\u5206\u4ea4\u6613\u6c7a\u7b56\uff0c\u8d8a\u4f86\u8d8a\u591a\u539f\u672c\u7531\u4eba\u985e\u5b8c\u6210\u7684\u5de5\u4f5c\u958b\u59cb\u7531\u6a21\u578b\u53c3\u8207\u3002 \u5982\u679c\u9019\u4e00\u8da8\u52e2\u6301\u7e8c\u767c\u5c55\uff0c\u672a\u4f86\u91d1\u878d\u5e02\u5834\u4e2d\u7684\u90e8\u5206\u6c7a\u7b56\u53ef\u80fd\u5c07\u7531AI\u76f4\u63a5\u5b8c\u6210\u3002 \u7576\u8d8a\u4f86\u8d8a\u591a\u8cc7\u91d1\u958b\u59cb\u7531\u6f14\u7b97\u6cd5\u548c\u6a21\u578b\u7ba1\u7406\u6642\uff0c\u5e02\u5834\u904b\u884c\u65b9\u5f0f\u672c\u8eab\u4e5f\u53ef\u80fd\u96a8\u4e4b\u767c\u751f\u8b8a\u5316\u3002 \u91d1\u878d\u5e02\u5834\u6703\u8b8a\u5316\uff0c\u6a21\u578b\u672c\u8eab\u4e5f\u5728\u6301\u7e8c\u6f14\u9032\u3002 \u6211\u5011\u7684\u5be6\u9a57\u6301\u7e8c\u4e86\u516d\u5468\uff0c\u89c0\u5bdf\u5230\u7684\u53ea\u662f\u7279\u5b9a\u5e02\u5834\u74b0\u5883\u4e0b\u7684\u4e00\u6bb5\u6a23\u672c\u3002 \u4eca\u5929\u8868\u73fe\u9818\u5148\u7684\u6a21\u578b\u672a\u5fc5\u80fd\u5920\u9577\u671f\u9818\u5148\uff0c\u800c\u672a\u4f86\u6a21\u578b\u7684\u80fd\u529b\u908a\u754c\u4e5f\u53ef\u80fd\u9060\u8d85\u73fe\u5728\u7684\u6c34\u6e96\u3002 \u4f46\u6709\u4e00\u9ede\u5df2\u7d93\u8d8a\u4f86\u8d8a\u6e05\u6670\uff1a\u7576AI\u958b\u59cb\u5f9e\u300c\u56de\u7b54\u554f\u984c\u300d\u8f49\u5411\u300c\u505a\u51fa\u6c7a\u7b56\u300d\u6642\uff0c\u6211\u5011\u6216\u8a31\u9700\u8981\u91cd\u65b0\u601d\u8003\u8861\u91cf\u667a\u80fd\u7684\u6a19\u6e96\u3002 \u96a8\u8457\u5927\u6a21\u578b\u9010\u6f38\u5f9e\u8cc7\u8a0a\u8655\u7406\u5de5\u5177\u6f14\u8b8a\u70ba\u6c7a\u7b56\u4e3b\u9ad4\uff0c\u6211\u5011\u4e0d\u50c5\u9700\u8981\u95dc\u6ce8\u5b83\u5011\u80fd\u5426\u7d66\u51fa\u6b63\u78ba\u7b54\u6848\uff0c\u4e5f\u9700\u8981\u95dc\u6ce8\u5b83\u5011\u5982\u4f55\u5c0b\u627e\u8cc7\u8a0a\u3001\u5982\u4f55\u7ba1\u7406\u98a8\u96aa\uff0c\u4ee5\u53ca\u5982\u4f55\u5728\u4e0d\u78ba\u5b9a\u74b0\u5883\u4e0b\u6301\u7e8c\u505a\u51fa\u5224\u65b7\u3002 \u5c0d\u65bc\u91d1\u878d\u5e02\u5834\u800c\u8a00\uff0c\u6700\u300c\u8070\u660e\u300d\u7684AI\u672a\u5fc5\u662f\u6700\u512a\u79c0\u7684AI\u4ea4\u6613\u54e1\u3002 [i] https:\/\/www.hkubs.hku.hk\/aimodelrankings\/leaderboards\/reasoningCapabilities.html [ii]","inLanguage":"zh-HK","isPartOf":{"@id":"https:\/\/www.hkubs.hku.hk\/tc\/#website"},"breadcrumb":{"@id":"https:\/\/www.hkubs.hku.hk\/tc\/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":"2026-07-10T18:25:27+08:00"},{"@type":"WebSite","@id":"https:\/\/www.hkubs.hku.hk\/tc\/#website","url":"https:\/\/www.hkubs.hku.hk\/tc\/","name":"HKU Business School","inLanguage":"zh-HK","publisher":{"@id":"https:\/\/www.hkubs.hku.hk\/tc\/#organization"}}]},"og:locale":"en_US","og:site_name":"HKU Business School -","og:type":"article","og:title":"\u6700\u300c\u8070\u660e\u300d\u7684AI\u672a\u5fc5\u662f\u6700\u512a\u79c0\u7684AI\u4ea4\u6613\u54e1 - HKU Business School","og:description":"\u8fd1\u671f\uff0cInteractive Brokers \u5ba3\u4f48\uff0c\u7528\u6236\u53ef\u5c07 ChatGPT\u3001Claude\u3001Grok \u7b49\u5927\u8a9e\u8a00\u6a21\u578b\u76f4\u63a5\u63a5\u5165\u6295\u8cc7\u8cec\u6236\uff0c\u7528\u65bc\u5e02\u5834\u7814\u7a76\u3001\u6295\u8cc7\u7d44\u5408\u5206\u6790\uff0c\u4e43\u81f3\u751f\u6210\u4ea4\u6613\u6307\u4ee4\u3002 \u5927\u8a9e\u8a00\u6a21\u578b\u6b63\u5f9e\u300c\u56de\u7b54\u554f\u984c\u300d\u300c\u751f\u6210\u5167\u5bb9\u300d\u7684\u5c0d\u8a71\u5de5\u5177\uff0c\u6f14\u5316\u70ba\u80fd\u8abf\u7528\u5916\u90e8\u5de5\u5177\u3001\u9023\u63a5\u771f\u5be6\u7cfb\u7d71\u3001\u53c3\u8207\u8907\u96dc\u6c7a\u7b56\u7684\u667a\u80fd\u9ad4\u3002 \u96a8\u8457 AI \u9081\u9032\u771f\u5be6\u5834\u666f\uff0c\u4e00\u500b\u66f4\u5177\u73fe\u5be6\u610f\u7fa9\u7684\u554f\u984c\u96a8\u4e4b\u6d6e\u73fe\uff1a\u7576\u5b83\u5011\u6301\u7e8c\u53c3\u8207\u73fe\u5be6\u91d1\u878d\u6c7a\u7b56\u6642\uff0c\u8868\u73fe\u7a76\u7adf\u5982\u4f55\uff1f \u70ba\u63a2\u7a76\u9019\u4e00\u554f\u984c\uff0c\u9999\u6e2f\u5927\u5b78\u7d93\u7ba1\u5b78\u9662\u4eba\u5de5\u667a\u80fd\u8a55\u4f30\u5be6\u9a57\u5ba4\uff08AIEL\uff09\u958b\u5c55\u4e86\u4e00\u9805\u5be6\u6642\u5916\u532f\u4ea4\u6613\u5be6\u9a57\u3002 10 \u500b\u4e3b\u6d41\u5927\u8a9e\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\u8cc7\u91d1\u3001\u4ea4\u6613\u5de5\u5177\u8207\u69d3\u687f\u7d04\u675f\u4e0b\uff0c\u57fa\u65bc\u771f\u5be6\u5e02\u5834\u6578\u64da\u6301\u7e8c\u9032\u884c\u6a21\u64ec\u4ea4\u6613\u3002 \u5b83\u5011\u6bcf\u500b\u5c0f\u6642\u7372\u53d6\u4e00\u6b21\u6700\u65b0\u5e02\u5834\u4fe1\u606f\uff0c\u81ea\u4e3b\u5224\u65b7\u662f\u5426\u6aa2\u7d22\u65b0\u805e\u3001\u5206\u6790\u884c\u60c5\u6216\u8abf\u6574\u5009s\u4f4d\u3002 \u6240\u6709\u6c7a\u7b56\u5747\u57fa\u65bc\u5be6\u6642\u6578\u64da\u5b8c\u6210\uff0c\u5be6\u9a57\u6709\u6548\u898f\u907f\u4e86\u8a13\u7df4\u6578\u64da\u8207\u8a55\u6e2c\u6578\u64da\u91cd\u758a\u53ef\u80fd\u5e36\u4f86\u7684\u6578\u64da\u6c61\u67d3\u98a8\u96aa\u3002 \u81ea2026\u5e744\u6708\u555f\u52d5\u4ee5\u4f86\uff0c\u7d93\u904e\u516d\u5468\u904b\u884c\uff0c\u4e0d\u540c\u6a21\u578b\u5728\u4ea4\u6613\u884c\u70ba\u548c\u6536\u76ca\u8868\u73fe\u4e0a\u5448\u73fe\u51fa\u660e\u986f\u5206\u5316\u3002 \u90e8\u5206\u6a21\u578b\u5be6\u73fe\u4e86\u63a5\u8fd1\u5169\u4f4d\u6578\u7684\u7d2f\u8a08\u6536\u76ca\u7387\uff0c\u4f8b\u5982Qwen3.5 Plus\u548cKimi K2.5; \u800cMiniMax 2.5\u548cDeepSeek V3.2\u5247\u51fa\u73fe\u4e86\u8f03\u5927\u8667\u640d\u3002 \u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c\u9019\u4e00\u7d50\u679c\u8207\u6211\u5011\u6b64\u524d\u767c\u4f48\u7684\u63a8\u7406\u80fd\u529b\u8a55\u6e2c[i]\u6216Chatbot Arena +[ii]\u901a\u7528\u80fd\u529b\u699c\u55ae\u4e26\u4e0d\u5b8c\u5168\u4e00\u81f4\u2014\u2014\u5728\u63a8\u7406\u3001\u77e5\u8b58\u554f\u7b54\u6216\u4ee3\u78bc\u751f\u6210\u4efb\u52d9\u4e2d\u8868\u73fe\u9818\u5148\u7684\u6a21\u578b\uff0c\u672a\u5fc5\u80fd\u5728\u771f\u5be6\u91d1\u878d\u5e02\u5834\u4e2d\u65ac\u7372\u6700\u4f73\u6536\u76ca\u3002 \u9019\u4e26\u4e0d\u4ee4\u4eba\u610f\u5916\u3002 \u5728\u5927\u591a\u6578AI\u57fa\u6e96\u6e2c\u8a66\u4e2d\uff0c\u554f\u984c\u901a\u5e38\u5b58\u5728\u660e\u78ba\u7b54\u6848; \u800c\u91d1\u878d\u5e02\u5834\u5247\u5145\u6eff\u96dc\u8a0a\u548c\u4e0d\u78ba\u5b9a\u6027\u3002 \u5373\u4f7f\u5c0d\u5e02\u5834\u65b9\u5411\u7684\u5224\u65b7\u6b63\u78ba\uff0c\u4e5f\u53ef\u80fd\u56e0\u70ba\u5009\u4f4d\u7ba1\u7406\u3001\u98a8\u96aa\u63a7\u5236\u6216\u4ea4\u6613\u6642\u6a5f\u9078\u64c7\u4e0d\u7576\u800c\u906d\u53d7\u640d\u5931\u3002 \u73fe\u5be6\u4e2d\u7684\u6295\u8cc7\u884c\u696d\u65e9\u5df2\u8b49\u660e\uff0c\u6700\u8070\u660e\u7684\u4eba\u672a\u5fc5\u662f\u6700\u6210\u529f\u7684\u6295\u8cc7\u8005\u3002 \u5c0d\u65bcAI\u800c\u8a00\uff0c\u76ee\u524d\u7684\u8b49\u64da\u4f3c\u4e4e\u4e5f\u6307\u5411\u985e\u4f3c\u7684\u7d50\u8ad6\u3002 \u6b64\u524dStockBench[iii]\u548cLiveTradeBench[iv]\u7b49\u80a1\u7968\u5e02\u5834\u8a55\u6e2c\u4e5f\u89c0\u5bdf\u5230\u4e86\u985e\u4f3c\u73fe\u8c61\uff1a\u66f4\u5f37\u7684\u63a8\u7406\u80fd\u529b\u4e26\u4e0d\u5fc5\u7136\u8f49\u5316\u70ba\u66f4\u597d\u7684\u6295\u8cc7\u8868\u73fe\u3002 \u5be6\u9a57\u4e2d\uff0c\u4e0d\u540c\u6a21\u578b\u9010\u6f38\u5448\u73fe\u51fa\u4e0d\u540c\u7684\u4ea4\u6613\u98a8\u683c\uff1a\u6709\u4e9b\u6a21\u578b\u983b\u7e41\uff0c\u6709\u4e9b\u50be\u5411\u65bc\u9577\u671f\u6301\u6709; \u6709\u4e9b\u7a4d\u6975\u4f7f\u7528\u69d3\u687f\uff0c\u6709\u4e9b\u5247\u59cb\u7d42\u4fdd\u6301\u8b39\u614e\u3002 \u9019\u7a2e\u5dee\u7570\u540c\u6a23\u9ad4\u73fe\u5728\u4fe1\u606f\u7372\u53d6\u4e0a\u3002 \u8207\u8a31\u591a\u7814\u7a76\u76f4\u63a5\u5411\u6a21\u578b\u63d0\u4f9b\u7d71\u4e00\u65b0\u805e\u6458\u8981\u4e0d\u540c\uff0c\u6211\u5011\u5141\u8a31\u6a21\u578b\u81ea\u4e3b\u6c7a\u5b9a\u662f\u5426\u641c\u7d22\u65b0\u805e\u3001\u67e5\u770b\u5e02\u5834\u6578\u64da\u6216\u8abf\u53d6\u6b77\u53f2\u50f9\u683c\u8d70\u52e2\u3002 \u6709\u4e9b\u6a21\u578b\u983b\u7e41\u641c\u7d22\u5de8\u96c6\u89c0\u65b0\u805e\uff0c\u6709\u4e9b\u5247\u66f4\u591a\u4f9d\u8cf4\u50f9\u683c\u8d70\u52e2\u548c\u6b77\u53f2\u6578\u64da\u3002 \u6b63\u5982\u73fe\u5be6\u5e02\u5834\u4e2d\uff0c\u4e0d\u540c\u4ea4\u6613\u54e1\u6709\u5404\u81ea\u504f\u597d\u7684\u8cc7\u8a0a\u4f86\u6e90\u3001\u5206\u6790\u6846\u67b6\u548c\u4ea4\u6613\u7bc0\u594f\uff0c\u4e0d\u540cAI\u6a21\u578b\u4e5f\u5c55\u73fe\u51fa\u4e86\u76f8\u4f3c\u7684\u7b56\u7565\u5206\u5316\u3002 \u66f4\u9577\u9060\u4f86\u770b\uff0c\u9019\u9805\u5be6\u9a57\u6216\u8a31\u8b93\u6211\u5011\u63d0\u524d\u7aba\u898b\u4e86\u672a\u4f86\u91d1\u878d\u5e02\u5834\u7684\u4e00\u7a2e\u53ef\u80fd\u5f62\u614b\u3002 \u4eca\u5929\uff0c\u5927\u591a\u6578\u91d1\u878d\u6a5f\u69cb\u4ecd\u5c07AI\u8996\u70ba\u8f14\u52a9\u5de5\u5177\uff0c\u7528\u65bc\u7814\u7a76\u3001\u5206\u6790\u548c\u6c7a\u7b56\u652f\u63f4\u3002 \u4f46\u96a8\u8457\u6a21\u578b\u80fd\u529b\u4e0d\u65b7\u63d0\u5347\uff0cAI\u5728\u6295\u8cc7\u6d41\u7a0b\u4e2d\u7684\u89d2\u8272\u6b63\u5728\u9010\u6b65\u64f4\u5927\u3002 \u5f9e\u751f\u6210\u7814\u7a76\u5831\u544a\uff0c\u5230\u8f14\u52a9\u69cb\u5efa\u6295\u8cc7\u7d44\u5408\uff0c\u518d\u5230\u57f7\u884c\u90e8\u5206\u4ea4\u6613\u6c7a\u7b56\uff0c\u8d8a\u4f86\u8d8a\u591a\u539f\u672c\u7531\u4eba\u985e\u5b8c\u6210\u7684\u5de5\u4f5c\u958b\u59cb\u7531\u6a21\u578b\u53c3\u8207\u3002 \u5982\u679c\u9019\u4e00\u8da8\u52e2\u6301\u7e8c\u767c\u5c55\uff0c\u672a\u4f86\u91d1\u878d\u5e02\u5834\u4e2d\u7684\u90e8\u5206\u6c7a\u7b56\u53ef\u80fd\u5c07\u7531AI\u76f4\u63a5\u5b8c\u6210\u3002 \u7576\u8d8a\u4f86\u8d8a\u591a\u8cc7\u91d1\u958b\u59cb\u7531\u6f14\u7b97\u6cd5\u548c\u6a21\u578b\u7ba1\u7406\u6642\uff0c\u5e02\u5834\u904b\u884c\u65b9\u5f0f\u672c\u8eab\u4e5f\u53ef\u80fd\u96a8\u4e4b\u767c\u751f\u8b8a\u5316\u3002 \u91d1\u878d\u5e02\u5834\u6703\u8b8a\u5316\uff0c\u6a21\u578b\u672c\u8eab\u4e5f\u5728\u6301\u7e8c\u6f14\u9032\u3002 \u6211\u5011\u7684\u5be6\u9a57\u6301\u7e8c\u4e86\u516d\u5468\uff0c\u89c0\u5bdf\u5230\u7684\u53ea\u662f\u7279\u5b9a\u5e02\u5834\u74b0\u5883\u4e0b\u7684\u4e00\u6bb5\u6a23\u672c\u3002 \u4eca\u5929\u8868\u73fe\u9818\u5148\u7684\u6a21\u578b\u672a\u5fc5\u80fd\u5920\u9577\u671f\u9818\u5148\uff0c\u800c\u672a\u4f86\u6a21\u578b\u7684\u80fd\u529b\u908a\u754c\u4e5f\u53ef\u80fd\u9060\u8d85\u73fe\u5728\u7684\u6c34\u6e96\u3002 \u4f46\u6709\u4e00\u9ede\u5df2\u7d93\u8d8a\u4f86\u8d8a\u6e05\u6670\uff1a\u7576AI\u958b\u59cb\u5f9e\u300c\u56de\u7b54\u554f\u984c\u300d\u8f49\u5411\u300c\u505a\u51fa\u6c7a\u7b56\u300d\u6642\uff0c\u6211\u5011\u6216\u8a31\u9700\u8981\u91cd\u65b0\u601d\u8003\u8861\u91cf\u667a\u80fd\u7684\u6a19\u6e96\u3002 \u96a8\u8457\u5927\u6a21\u578b\u9010\u6f38\u5f9e\u8cc7\u8a0a\u8655\u7406\u5de5\u5177\u6f14\u8b8a\u70ba\u6c7a\u7b56\u4e3b\u9ad4\uff0c\u6211\u5011\u4e0d\u50c5\u9700\u8981\u95dc\u6ce8\u5b83\u5011\u80fd\u5426\u7d66\u51fa\u6b63\u78ba\u7b54\u6848\uff0c\u4e5f\u9700\u8981\u95dc\u6ce8\u5b83\u5011\u5982\u4f55\u5c0b\u627e\u8cc7\u8a0a\u3001\u5982\u4f55\u7ba1\u7406\u98a8\u96aa\uff0c\u4ee5\u53ca\u5982\u4f55\u5728\u4e0d\u78ba\u5b9a\u74b0\u5883\u4e0b\u6301\u7e8c\u505a\u51fa\u5224\u65b7\u3002 \u5c0d\u65bc\u91d1\u878d\u5e02\u5834\u800c\u8a00\uff0c\u6700\u300c\u8070\u660e\u300d\u7684AI\u672a\u5fc5\u662f\u6700\u512a\u79c0\u7684AI\u4ea4\u6613\u54e1\u3002 [i] https:\/\/www.hkubs.hku.hk\/aimodelrankings\/leaderboards\/reasoningCapabilities.html [ii]","og:url":"https:\/\/www.hkubs.hku.hk\/tc\/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":"2026-07-10T10:25:27+00:00","twitter:card":"summary_large_image","twitter:title":"\u6700\u300c\u8070\u660e\u300d\u7684AI\u672a\u5fc5\u662f\u6700\u512a\u79c0\u7684AI\u4ea4\u6613\u54e1 - HKU Business School","twitter:description":"\u8fd1\u671f\uff0cInteractive Brokers \u5ba3\u4f48\uff0c\u7528\u6236\u53ef\u5c07 ChatGPT\u3001Claude\u3001Grok \u7b49\u5927\u8a9e\u8a00\u6a21\u578b\u76f4\u63a5\u63a5\u5165\u6295\u8cc7\u8cec\u6236\uff0c\u7528\u65bc\u5e02\u5834\u7814\u7a76\u3001\u6295\u8cc7\u7d44\u5408\u5206\u6790\uff0c\u4e43\u81f3\u751f\u6210\u4ea4\u6613\u6307\u4ee4\u3002 \u5927\u8a9e\u8a00\u6a21\u578b\u6b63\u5f9e\u300c\u56de\u7b54\u554f\u984c\u300d\u300c\u751f\u6210\u5167\u5bb9\u300d\u7684\u5c0d\u8a71\u5de5\u5177\uff0c\u6f14\u5316\u70ba\u80fd\u8abf\u7528\u5916\u90e8\u5de5\u5177\u3001\u9023\u63a5\u771f\u5be6\u7cfb\u7d71\u3001\u53c3\u8207\u8907\u96dc\u6c7a\u7b56\u7684\u667a\u80fd\u9ad4\u3002 \u96a8\u8457 AI \u9081\u9032\u771f\u5be6\u5834\u666f\uff0c\u4e00\u500b\u66f4\u5177\u73fe\u5be6\u610f\u7fa9\u7684\u554f\u984c\u96a8\u4e4b\u6d6e\u73fe\uff1a\u7576\u5b83\u5011\u6301\u7e8c\u53c3\u8207\u73fe\u5be6\u91d1\u878d\u6c7a\u7b56\u6642\uff0c\u8868\u73fe\u7a76\u7adf\u5982\u4f55\uff1f \u70ba\u63a2\u7a76\u9019\u4e00\u554f\u984c\uff0c\u9999\u6e2f\u5927\u5b78\u7d93\u7ba1\u5b78\u9662\u4eba\u5de5\u667a\u80fd\u8a55\u4f30\u5be6\u9a57\u5ba4\uff08AIEL\uff09\u958b\u5c55\u4e86\u4e00\u9805\u5be6\u6642\u5916\u532f\u4ea4\u6613\u5be6\u9a57\u3002 10 \u500b\u4e3b\u6d41\u5927\u8a9e\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\u8cc7\u91d1\u3001\u4ea4\u6613\u5de5\u5177\u8207\u69d3\u687f\u7d04\u675f\u4e0b\uff0c\u57fa\u65bc\u771f\u5be6\u5e02\u5834\u6578\u64da\u6301\u7e8c\u9032\u884c\u6a21\u64ec\u4ea4\u6613\u3002 \u5b83\u5011\u6bcf\u500b\u5c0f\u6642\u7372\u53d6\u4e00\u6b21\u6700\u65b0\u5e02\u5834\u4fe1\u606f\uff0c\u81ea\u4e3b\u5224\u65b7\u662f\u5426\u6aa2\u7d22\u65b0\u805e\u3001\u5206\u6790\u884c\u60c5\u6216\u8abf\u6574\u5009s\u4f4d\u3002 \u6240\u6709\u6c7a\u7b56\u5747\u57fa\u65bc\u5be6\u6642\u6578\u64da\u5b8c\u6210\uff0c\u5be6\u9a57\u6709\u6548\u898f\u907f\u4e86\u8a13\u7df4\u6578\u64da\u8207\u8a55\u6e2c\u6578\u64da\u91cd\u758a\u53ef\u80fd\u5e36\u4f86\u7684\u6578\u64da\u6c61\u67d3\u98a8\u96aa\u3002 \u81ea2026\u5e744\u6708\u555f\u52d5\u4ee5\u4f86\uff0c\u7d93\u904e\u516d\u5468\u904b\u884c\uff0c\u4e0d\u540c\u6a21\u578b\u5728\u4ea4\u6613\u884c\u70ba\u548c\u6536\u76ca\u8868\u73fe\u4e0a\u5448\u73fe\u51fa\u660e\u986f\u5206\u5316\u3002 \u90e8\u5206\u6a21\u578b\u5be6\u73fe\u4e86\u63a5\u8fd1\u5169\u4f4d\u6578\u7684\u7d2f\u8a08\u6536\u76ca\u7387\uff0c\u4f8b\u5982Qwen3.5 Plus\u548cKimi K2.5; \u800cMiniMax 2.5\u548cDeepSeek V3.2\u5247\u51fa\u73fe\u4e86\u8f03\u5927\u8667\u640d\u3002 \u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c\u9019\u4e00\u7d50\u679c\u8207\u6211\u5011\u6b64\u524d\u767c\u4f48\u7684\u63a8\u7406\u80fd\u529b\u8a55\u6e2c[i]\u6216Chatbot Arena +[ii]\u901a\u7528\u80fd\u529b\u699c\u55ae\u4e26\u4e0d\u5b8c\u5168\u4e00\u81f4\u2014\u2014\u5728\u63a8\u7406\u3001\u77e5\u8b58\u554f\u7b54\u6216\u4ee3\u78bc\u751f\u6210\u4efb\u52d9\u4e2d\u8868\u73fe\u9818\u5148\u7684\u6a21\u578b\uff0c\u672a\u5fc5\u80fd\u5728\u771f\u5be6\u91d1\u878d\u5e02\u5834\u4e2d\u65ac\u7372\u6700\u4f73\u6536\u76ca\u3002 \u9019\u4e26\u4e0d\u4ee4\u4eba\u610f\u5916\u3002 \u5728\u5927\u591a\u6578AI\u57fa\u6e96\u6e2c\u8a66\u4e2d\uff0c\u554f\u984c\u901a\u5e38\u5b58\u5728\u660e\u78ba\u7b54\u6848; \u800c\u91d1\u878d\u5e02\u5834\u5247\u5145\u6eff\u96dc\u8a0a\u548c\u4e0d\u78ba\u5b9a\u6027\u3002 \u5373\u4f7f\u5c0d\u5e02\u5834\u65b9\u5411\u7684\u5224\u65b7\u6b63\u78ba\uff0c\u4e5f\u53ef\u80fd\u56e0\u70ba\u5009\u4f4d\u7ba1\u7406\u3001\u98a8\u96aa\u63a7\u5236\u6216\u4ea4\u6613\u6642\u6a5f\u9078\u64c7\u4e0d\u7576\u800c\u906d\u53d7\u640d\u5931\u3002 \u73fe\u5be6\u4e2d\u7684\u6295\u8cc7\u884c\u696d\u65e9\u5df2\u8b49\u660e\uff0c\u6700\u8070\u660e\u7684\u4eba\u672a\u5fc5\u662f\u6700\u6210\u529f\u7684\u6295\u8cc7\u8005\u3002 \u5c0d\u65bcAI\u800c\u8a00\uff0c\u76ee\u524d\u7684\u8b49\u64da\u4f3c\u4e4e\u4e5f\u6307\u5411\u985e\u4f3c\u7684\u7d50\u8ad6\u3002 \u6b64\u524dStockBench[iii]\u548cLiveTradeBench[iv]\u7b49\u80a1\u7968\u5e02\u5834\u8a55\u6e2c\u4e5f\u89c0\u5bdf\u5230\u4e86\u985e\u4f3c\u73fe\u8c61\uff1a\u66f4\u5f37\u7684\u63a8\u7406\u80fd\u529b\u4e26\u4e0d\u5fc5\u7136\u8f49\u5316\u70ba\u66f4\u597d\u7684\u6295\u8cc7\u8868\u73fe\u3002 \u5be6\u9a57\u4e2d\uff0c\u4e0d\u540c\u6a21\u578b\u9010\u6f38\u5448\u73fe\u51fa\u4e0d\u540c\u7684\u4ea4\u6613\u98a8\u683c\uff1a\u6709\u4e9b\u6a21\u578b\u983b\u7e41\uff0c\u6709\u4e9b\u50be\u5411\u65bc\u9577\u671f\u6301\u6709; \u6709\u4e9b\u7a4d\u6975\u4f7f\u7528\u69d3\u687f\uff0c\u6709\u4e9b\u5247\u59cb\u7d42\u4fdd\u6301\u8b39\u614e\u3002 \u9019\u7a2e\u5dee\u7570\u540c\u6a23\u9ad4\u73fe\u5728\u4fe1\u606f\u7372\u53d6\u4e0a\u3002 \u8207\u8a31\u591a\u7814\u7a76\u76f4\u63a5\u5411\u6a21\u578b\u63d0\u4f9b\u7d71\u4e00\u65b0\u805e\u6458\u8981\u4e0d\u540c\uff0c\u6211\u5011\u5141\u8a31\u6a21\u578b\u81ea\u4e3b\u6c7a\u5b9a\u662f\u5426\u641c\u7d22\u65b0\u805e\u3001\u67e5\u770b\u5e02\u5834\u6578\u64da\u6216\u8abf\u53d6\u6b77\u53f2\u50f9\u683c\u8d70\u52e2\u3002 \u6709\u4e9b\u6a21\u578b\u983b\u7e41\u641c\u7d22\u5de8\u96c6\u89c0\u65b0\u805e\uff0c\u6709\u4e9b\u5247\u66f4\u591a\u4f9d\u8cf4\u50f9\u683c\u8d70\u52e2\u548c\u6b77\u53f2\u6578\u64da\u3002 \u6b63\u5982\u73fe\u5be6\u5e02\u5834\u4e2d\uff0c\u4e0d\u540c\u4ea4\u6613\u54e1\u6709\u5404\u81ea\u504f\u597d\u7684\u8cc7\u8a0a\u4f86\u6e90\u3001\u5206\u6790\u6846\u67b6\u548c\u4ea4\u6613\u7bc0\u594f\uff0c\u4e0d\u540cAI\u6a21\u578b\u4e5f\u5c55\u73fe\u51fa\u4e86\u76f8\u4f3c\u7684\u7b56\u7565\u5206\u5316\u3002 \u66f4\u9577\u9060\u4f86\u770b\uff0c\u9019\u9805\u5be6\u9a57\u6216\u8a31\u8b93\u6211\u5011\u63d0\u524d\u7aba\u898b\u4e86\u672a\u4f86\u91d1\u878d\u5e02\u5834\u7684\u4e00\u7a2e\u53ef\u80fd\u5f62\u614b\u3002 \u4eca\u5929\uff0c\u5927\u591a\u6578\u91d1\u878d\u6a5f\u69cb\u4ecd\u5c07AI\u8996\u70ba\u8f14\u52a9\u5de5\u5177\uff0c\u7528\u65bc\u7814\u7a76\u3001\u5206\u6790\u548c\u6c7a\u7b56\u652f\u63f4\u3002 \u4f46\u96a8\u8457\u6a21\u578b\u80fd\u529b\u4e0d\u65b7\u63d0\u5347\uff0cAI\u5728\u6295\u8cc7\u6d41\u7a0b\u4e2d\u7684\u89d2\u8272\u6b63\u5728\u9010\u6b65\u64f4\u5927\u3002 \u5f9e\u751f\u6210\u7814\u7a76\u5831\u544a\uff0c\u5230\u8f14\u52a9\u69cb\u5efa\u6295\u8cc7\u7d44\u5408\uff0c\u518d\u5230\u57f7\u884c\u90e8\u5206\u4ea4\u6613\u6c7a\u7b56\uff0c\u8d8a\u4f86\u8d8a\u591a\u539f\u672c\u7531\u4eba\u985e\u5b8c\u6210\u7684\u5de5\u4f5c\u958b\u59cb\u7531\u6a21\u578b\u53c3\u8207\u3002 \u5982\u679c\u9019\u4e00\u8da8\u52e2\u6301\u7e8c\u767c\u5c55\uff0c\u672a\u4f86\u91d1\u878d\u5e02\u5834\u4e2d\u7684\u90e8\u5206\u6c7a\u7b56\u53ef\u80fd\u5c07\u7531AI\u76f4\u63a5\u5b8c\u6210\u3002 \u7576\u8d8a\u4f86\u8d8a\u591a\u8cc7\u91d1\u958b\u59cb\u7531\u6f14\u7b97\u6cd5\u548c\u6a21\u578b\u7ba1\u7406\u6642\uff0c\u5e02\u5834\u904b\u884c\u65b9\u5f0f\u672c\u8eab\u4e5f\u53ef\u80fd\u96a8\u4e4b\u767c\u751f\u8b8a\u5316\u3002 \u91d1\u878d\u5e02\u5834\u6703\u8b8a\u5316\uff0c\u6a21\u578b\u672c\u8eab\u4e5f\u5728\u6301\u7e8c\u6f14\u9032\u3002 \u6211\u5011\u7684\u5be6\u9a57\u6301\u7e8c\u4e86\u516d\u5468\uff0c\u89c0\u5bdf\u5230\u7684\u53ea\u662f\u7279\u5b9a\u5e02\u5834\u74b0\u5883\u4e0b\u7684\u4e00\u6bb5\u6a23\u672c\u3002 \u4eca\u5929\u8868\u73fe\u9818\u5148\u7684\u6a21\u578b\u672a\u5fc5\u80fd\u5920\u9577\u671f\u9818\u5148\uff0c\u800c\u672a\u4f86\u6a21\u578b\u7684\u80fd\u529b\u908a\u754c\u4e5f\u53ef\u80fd\u9060\u8d85\u73fe\u5728\u7684\u6c34\u6e96\u3002 \u4f46\u6709\u4e00\u9ede\u5df2\u7d93\u8d8a\u4f86\u8d8a\u6e05\u6670\uff1a\u7576AI\u958b\u59cb\u5f9e\u300c\u56de\u7b54\u554f\u984c\u300d\u8f49\u5411\u300c\u505a\u51fa\u6c7a\u7b56\u300d\u6642\uff0c\u6211\u5011\u6216\u8a31\u9700\u8981\u91cd\u65b0\u601d\u8003\u8861\u91cf\u667a\u80fd\u7684\u6a19\u6e96\u3002 \u96a8\u8457\u5927\u6a21\u578b\u9010\u6f38\u5f9e\u8cc7\u8a0a\u8655\u7406\u5de5\u5177\u6f14\u8b8a\u70ba\u6c7a\u7b56\u4e3b\u9ad4\uff0c\u6211\u5011\u4e0d\u50c5\u9700\u8981\u95dc\u6ce8\u5b83\u5011\u80fd\u5426\u7d66\u51fa\u6b63\u78ba\u7b54\u6848\uff0c\u4e5f\u9700\u8981\u95dc\u6ce8\u5b83\u5011\u5982\u4f55\u5c0b\u627e\u8cc7\u8a0a\u3001\u5982\u4f55\u7ba1\u7406\u98a8\u96aa\uff0c\u4ee5\u53ca\u5982\u4f55\u5728\u4e0d\u78ba\u5b9a\u74b0\u5883\u4e0b\u6301\u7e8c\u505a\u51fa\u5224\u65b7\u3002 \u5c0d\u65bc\u91d1\u878d\u5e02\u5834\u800c\u8a00\uff0c\u6700\u300c\u8070\u660e\u300d\u7684AI\u672a\u5fc5\u662f\u6700\u512a\u79c0\u7684AI\u4ea4\u6613\u54e1\u3002 [i] https:\/\/www.hkubs.hku.hk\/aimodelrankings\/leaderboards\/reasoningCapabilities.html [ii]"},"aioseo_meta_data":{"post_id":"263795","title":null,"description":null,"keywords":null,"keyphrases":{"focus":{"keyphrase":"","score":0,"analysis":{"keyphraseInTitle":{"score":0,"maxScore":9,"error":1}}},"additional":[]},"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":"","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":"-1","robots_max_videopreview":"-1","robots_max_imagepreview":"large","priority":null,"frequency":"default","local_seo":null,"breadcrumb_settings":null,"limit_modified_date":0,"ai":{"faqs":[],"keyPoints":[],"schemas":[],"titles":[],"descriptions":[],"socialPosts":{"email":{"subject":"","preview":"","content":""},"linkedin":[],"twitter":[],"facebook":[],"instagram":[]}},"created":"2026-07-10 10:24:27","updated":"2026-07-10 10:25:28","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\/tc\/\" 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\/tc\/thought-leadership\/ft-chinese-column-tc\/\" title=\"\u660e\u5fb7\u5546\u8ad6\">\u660e\u5fb7\u5546\u8ad6<\/a>\n\t\t<\/span><span class=\"aioseo-breadcrumb-separator\">&raquo;<\/span><span class=\"aioseo-breadcrumb\">\n\t\t\t\u6700\u300c\u8070\u660e\u300d\u7684AI\u672a\u5fc5\u662f\u6700\u512a\u79c0\u7684AI\u4ea4\u6613\u54e1\n\t\t<\/span><\/div>","aioseo_breadcrumb_json":[{"label":"Home","link":"https:\/\/www.hkubs.hku.hk\/tc\/"},{"label":"\u660e\u5fb7\u5546\u8ad6","link":"https:\/\/www.hkubs.hku.hk\/tc\/thought-leadership\/ft-chinese-column-tc\/"},{"label":"\u6700\u300c\u8070\u660e\u300d\u7684AI\u672a\u5fc5\u662f\u6700\u512a\u79c0\u7684AI\u4ea4\u6613\u54e1","link":"https:\/\/www.hkubs.hku.hk\/tc\/research\/thought-leadership\/ft-chinese-column\/the-smartest-ai-is-not-always-the-best-ai-trader\/"}],"_links":{"self":[{"href":"https:\/\/www.hkubs.hku.hk\/tc\/wp-json\/wp\/v2\/thought-leadership\/263795","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.hkubs.hku.hk\/tc\/wp-json\/wp\/v2\/thought-leadership"}],"about":[{"href":"https:\/\/www.hkubs.hku.hk\/tc\/wp-json\/wp\/v2\/types\/thought-leadership"}],"version-history":[{"count":1,"href":"https:\/\/www.hkubs.hku.hk\/tc\/wp-json\/wp\/v2\/thought-leadership\/263795\/revisions"}],"predecessor-version":[{"id":263796,"href":"https:\/\/www.hkubs.hku.hk\/tc\/wp-json\/wp\/v2\/thought-leadership\/263795\/revisions\/263796"}],"wp:attachment":[{"href":"https:\/\/www.hkubs.hku.hk\/tc\/wp-json\/wp\/v2\/media?parent=263795"}],"wp:term":[{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.hkubs.hku.hk\/tc\/wp-json\/wp\/v2\/tags?post=263795"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}