{"id":11057,"date":"2026-08-13T21:40:47","date_gmt":"2026-08-13T13:40:47","guid":{"rendered":"https:\/\/infernews.com\/blog\/mba-multimodal-benchmark-and-agents-for-real-world-busines\/"},"modified":"2026-08-13T21:40:47","modified_gmt":"2026-08-13T13:40:47","slug":"mba-multimodal-benchmark-and-agents-for-real-world-busines","status":"publish","type":"post","link":"https:\/\/infernews.com\/blog\/mba-multimodal-benchmark-and-agents-for-real-world-busines\/","title":{"rendered":"MBA\uff1a\u628a\u5546\u696d\u9ede\u5b50\u8b8a\u6210\u591a\u6a21\u614b\u8a55\u6e2c\u984c"},"content":{"rendered":"\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/infernews.com\/blog\/wp-content\/uploads\/2026\/08\/pasted-dfe68b7681b9.jpg\" alt=\"teaser\"><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">MBA\uff08Multimodal Benchmark and Agents for Real-World Business Ideation\uff09\u628a\u539f\u672c\u504f\u6587\u5b57\u7684\u5546\u696d\u69cb\u601d\u6d41\u7a0b\uff0c\u6539\u6210\u8981\u9023\u5716\u7247\u3001\u5834\u666f\u540c\u5e02\u5834\u8b49\u64da\u4e00\u9f4a\u7406\u89e3\u7684\u591a\u6a21\u614b\u4efb\u52d9\u3002\u5c0d\u505a\u7522\u54c1\u69cb\u601d\u3001\u5275\u696d\u9ede\u5b50\u7be9\u9078\u6216\u7814\u7a76 agent \u7684\u5718\u968a\u4f86\u8b1b\uff0c\u91cd\u9ede\u5514\u4fc2\u751f\u6210\u5e7e\u591a\u7b54\u6848\uff0c\u800c\u4fc2\u9ede\u6a23\u55ba\u771f\u5be6\u8996\u89ba\u7dda\u7d22\u4e0b\u63d0\u51fa\u5920\u65b0\u610f\u3001\u53c8\u8b1b\u5f97\u901a\u7684\u65b9\u6848\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u9019\u500b\u9805\u76ee\u540c\u6642\u63d0\u4f9b MBA-Bench \u540c\u5169\u500b agent\uff0cMBA-b \u540c MBA-k\u3002\u524d\u8005\u504f\u76f2\u6e2c\u8a2d\u5b9a\uff0c\u5f8c\u8005\u6703\u5229\u7528\u5df2\u77e5\u6a19\u6e96\uff0c\u5169\u8005\u90fd\u7528 LoRA-based supervised fine-tuning\uff0c\u518d\u63a5 group relative policy optimization\uff0c\u4e26\u52a0\u5165 creativity\u3001feasibility \u7b49\u734e\u52f5\u53bb\u8a13\u7df4\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5b98\u65b9\u8cc7\u6599\u63d0\u5230\uff0cMBA-Bench \u6709 30K \u7b46\u6a23\u672c\uff0c\u6db5\u84cb\u516d\u500b\u6709\u660e\u986f\u8996\u89ba\u7dda\u7d22\u7684\u9818\u57df\uff0c\u8a55\u4f30\u4ea6\u7528\u591a\u500b\u5546\u696d\u5411\u6e96\u5247\u53bb\u770b\u7b54\u6848\u662f\u5426\u5177\u9ad4\u3001\u53ef\u884c\u3001\u5177\u5dee\u7570\u5316\u540c\u53ef\u64f4\u5c55\u3002\u9019\u4ee3\u8868\u5b83\u4e0d\u53ea\u662f\u6bd4\u6a21\u578b\u300c\u8b1b\u5f97\u975a\u300d\uff0c\u800c\u662f\u903c\u7cfb\u7d71\u5728\u591a\u500b\u9650\u5236\u4e4b\u9593\u4f5c\u53d6\u6368\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5009\u5eab\u63d0\u4f9b\u74b0\u5883\u8a2d\u5b9a\u3001\u8cc7\u6599\u6e96\u5099\u3001\u8a13\u7df4\u540c\u63a8\u7406\u6d41\u7a0b\uff1b\u8cc7\u6599\u4ea6\u53ef\u5f9e Hugging Face \u53d6\u5f97\uff0c\u9069\u5408\u60f3\u91cd\u8dd1\u57fa\u6e96\u3001\u6539 reward \u8a2d\u8a08\uff0c\u6216\u8005\u628a multimodal agent \u5957\u5230\u5546\u696d ideation \u5de5\u4f5c\u6d41\u5605\u7814\u7a76\u8005\u540c\u5de5\u7a0b\u5718\u968a\u3002\u73fe\u968e\u6bb5\u6700\u5b83\u628a business ideation \u7531\u7d14\u6587\u672c\u4efb\u52d9\uff0c\u63a8\u5411\u66f4\u63a5\u8fd1\u73fe\u5be6\u8a0a\u865f\u7684\u8a55\u6e2c\u6846\u67b6\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u540c\u6642\u6709 benchmark \u540c agent\uff0c\u65b9\u4fbf\u505a\u8a13\u7df4\u3001\u6bd4\u8f03\u540c\u5fa9\u73fe<\/li>\n<li>\u5f37\u8abf\u5716\u7247\u8207\u5e02\u5834\u8b49\u64da\uff0c\u5514\u518d\u53ea\u9760\u6587\u5b57\u63d0\u793a<\/li>\n<li>\u4ee5 creativity \u540c feasibility \u4f5c\u6838\u5fc3\u734e\u52f5<\/li>\n<li>MBA-b \u540c MBA-k \u5c0d\u61c9 blind \u8207 known \u5169\u7a2e\u8a2d\u5b9a<\/li>\n<li>\u9069\u5408\u505a\u591a\u6a21\u614b agent\u3001\u7522\u54c1\u69cb\u601d\u540c\u5546\u696d\u7814\u7a76\u7684\u5718\u968a<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/hchoi256.github.io\/projects\/mba\/\" rel=\"noopener noreferrer\"><strong>\u9805\u76ee\u4e3b\u9801<\/strong><\/a> \u00b7 <a href=\"https:\/\/github.com\/hchoi256\/MBA\" rel=\"noopener noreferrer\"><strong>GitHub<\/strong><\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>MBA \u5c07\u5546\u696d\u9ede\u5b50\u751f\u6210\u62c9\u56de\u771f\u5be6\u5834\u666f\uff0c\u8b93\u6a21\u578b\u4e0d\u53ea\u770b\u6587\u5b57\uff0c\u9084\u8981\u7406\u89e3\u5716\u7247\u3001\u60c5\u5883\u540c\u5e02\u5834\u8b49\u64da\u3002\u5b83\u540c\u6642\u63d0\u4f9b\u8a55\u6e2c\u57fa\u6e96\u540c\u5169\u500b agent \u8a13\u7df4\u7248\u672c\uff0c\u65b9\u4fbf\u6bd4\u8f03\u4e0d\u540c\u53d6\u6368\u3002<\/p>\n","protected":false},"author":8,"featured_media":11056,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"ai_generated_summary":"","footnotes":""},"categories":[133,116,119,127,197,199],"tags":[],"class_list":["post-11057","post","type-post","status-publish","format-standard","hentry","category-133","category-agentic","category-119","category-127","category-framework","category-dataset-"],"_links":{"self":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/11057","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/users\/8"}],"replies":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/comments?post=11057"}],"version-history":[{"count":0,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/11057\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media\/11056"}],"wp:attachment":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media?parent=11057"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/categories?post=11057"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/tags?post=11057"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}