{"id":1167541,"date":"2026-04-07T02:34:49","date_gmt":"2026-04-07T09:34:49","guid":{"rendered":"https:\/\/cm-edgetun.pages.dev\/en-us\/research\/?post_type=msr-blog-post&p=1167541"},"modified":"2026-04-07T02:34:51","modified_gmt":"2026-04-07T09:34:51","slug":"bizgeneval%ef%bc%9a%e4%b8%ba%e5%95%86%e4%b8%9a%e8%a7%86%e8%a7%89%e5%86%85%e5%ae%b9%e7%94%9f%e6%88%90%e5%bb%ba%e7%ab%8b%e4%b8%80%e6%8a%8a%e7%9c%9f%e6%ad%a3%e6%9c%89%e7%94%a8%e7%9a%84%e6%a0%87","status":"publish","type":"msr-blog-post","link":"https:\/\/cm-edgetun.pages.dev\/en-us\/research\/articles\/bizgeneval%ef%bc%9a%e4%b8%ba%e5%95%86%e4%b8%9a%e8%a7%86%e8%a7%89%e5%86%85%e5%ae%b9%e7%94%9f%e6%88%90%e5%bb%ba%e7%ab%8b%e4%b8%80%e6%8a%8a%e7%9c%9f%e6%ad%a3%e6%9c%89%e7%94%a8%e7%9a%84%e6%a0%87\/","title":{"rendered":"BizGenEval\uff1a\u4e3a\u5546\u4e1a\u89c6\u89c9\u5185\u5bb9\u751f\u6210\u5efa\u7acb\u4e00\u628a\u771f\u6b63\u6709\u7528\u7684\u201c\u6807\u5c3a\u201d"},"content":{"rendered":"\n

\u8fd1\u5e74\u6765\uff0c\u56fe\u50cf\u751f\u6210\u6a21\u578b\u7684\u98de\u901f\u53d1\u5c55\u4ee4\u4eba\u77a9\u76ee\u3002\u4ece\u65e9\u671f\u7684\u901a\u7528\u56fe\u50cf\u751f\u6210\uff0c\u5230\u5982\u4eca\u9010\u6b65\u8fc8\u5411\u66f4\u5177\u5b9e\u7528\u4ef7\u503c\u7684\u89c6\u89c9\u5185\u5bb9\u521b\u4f5c\uff0c\u8fd9\u4e00\u9886\u57df\u6b63\u7ecf\u5386\u4ece\u201c\u597d\u770b\u201d\u5230\u201c\u597d\u7528\u201d\u7684\u5173\u952e\u8dc3\u8fc1\u3002\u7136\u800c\uff0c\u5728\u7e41\u8363\u8868\u8c61\u4e4b\u4e0b\uff0c\u4e00\u4e2a\u6838\u5fc3\u6311\u6218\u6b63\u65e5\u76ca\u51f8\u663e\uff1a\u73b0\u6709\u4e3b\u6d41\u8bc4\u6d4b\u57fa\u51c6\u4ecd\u4ee5\u81ea\u7136\u56fe\u50cf\u4e3a\u4e3b\uff0c\u7f3a\u4e4f\u9762\u5411\u5546\u4e1a\u8bbe\u8ba1\u573a\u666f\u7684\u7cfb\u7edf\u6027\u8bc4\u4f30\uff0c\u65e0\u6cd5\u6709\u6548\u8861\u91cf\u6a21\u578b\u5728\u7ed3\u6784\u5316\u548c\u591a\u91cd\u7ea6\u675f\u4e0b\u7684\u8868\u73b0\u3002<\/p>\n\n\n\n

\u4e0e\u901a\u7528\u56fe\u50cf\u76f8\u6bd4\uff0c\u5546\u4e1a\u89c6\u89c9\u6587\u6863\u5f80\u5f80\u5305\u542b\u9ad8\u5bc6\u5ea6\u6587\u672c\u3001\u590d\u6742\u7248\u5f0f\u7ed3\u6784\u4ee5\u53ca\u591a\u79cd\u89c6\u89c9\u5143\u7d20\u7684\u534f\u540c\u5e03\u5c40\uff0c\u5176\u751f\u6210\u4e0e\u8bc4\u4f30\u7684\u96be\u5ea6\u660e\u663e\u66f4\u9ad8\u3002\u8fd9\u4e5f\u4f7f\u5f97\u201c\u5982\u4f55\u79d1\u5b66\u8bc4\u4f30\u6a21\u578b\u662f\u5426\u771f\u6b63\u5177\u5907\u5546\u4e1a\u53ef\u7528\u6027\u201d\u6210\u4e3a\u884c\u4e1a\u4e9f\u5f85\u56de\u7b54\u7684\u95ee\u9898\u3002<\/p>\n\n\n\n

\u4e3a\u4e86\u586b\u8865\u8fd9\u4e00\u7a7a\u767d\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u63a8\u51fa\u4e86 BizGenEval<\/strong>\u3002\u8fd9\u662f\u9996\u4e2a\u9762\u5411\u5546\u4e1a\u89c6\u89c9\u5185\u5bb9\u751f\u6210\u7684\u7cfb\u7edf\u6027\u57fa\u51c6\u6d4b\u8bd5<\/strong>\u3002\u8be5\u5de5\u4f5c\u4e0d\u4ec5\u4e3a\u8bc4\u4f30\u6a21\u578b\u80fd\u529b\u63d0\u4f9b\u4e86\u5168\u65b0\u7684\u6807\u5c3a\uff0c\u4e5f\u4e3a\u751f\u6210\u5f0f AI \u8fc8\u5411\u5de5\u4e1a\u7ea7\u5546\u4e1a\u843d\u5730\u6307\u660e\u4e86\u53d1\u5c55\u65b9\u5411\u3002<\/p>\n\n\n\n

BizGenEval: A Systematic Benchmark for Commercial Visual Content Generation<\/strong> <\/strong><\/p>\n\n\n\n

\u8bba\u6587\u94fe\u63a5\uff1a<\/strong>https:\/\/arxiv.org\/abs\/2603.25732 (opens in new tab)<\/span><\/a><\/p>\n\n\n\n

\u9879\u76ee\u4e3b\u9875\uff1a<\/strong>http:\/\/aka.ms\/bizGenEval (opens in new tab)<\/span><\/a><\/p>\n\n\n\n

\u4ee3\u7801\u4e0e\u6570\u636e<\/strong>\uff1ahttps:\/\/huggingface.co\/datasets\/microsoft\/BizGenEval (opens in new tab)<\/span><\/a><\/p>\n\n\n\n

\"Diagram\"<\/figure>\n\n\n\n

\u56fe1\uff1a BizGenEval\u6570\u636e\u6784\u5efa\u4e0e\u8bc4\u6d4b\u6d41\u7a0b<\/p>\n\n\n\n

\u771f\u5b9e\u573a\u666f \u00d7 \u6838\u5fc3\u80fd\u529b\uff1a\u6784\u5efa\u5546\u4e1a\u89c6\u89c9\u751f\u6210\u7684\u7cfb\u7edf\u8bc4\u4f30\u6846\u67b6<\/h2>\n\n\n\n

\u8bc4\u4f30\u4e00\u4e2a\u6a21\u578b\u662f\u5426\u5177\u5907\u771f\u6b63\u7684\u5546\u4e1a\u4ef7\u503c\uff0c\u5fc5\u987b\u5c06\u5176\u7f6e\u4e8e\u771f\u5b9e\u7684\u5546\u4e1a\u8bed\u5883\u4e2d\u3002BizGenEval \u8d34\u8fd1\u5b9e\u9645\u884c\u4e1a\u9700\u6c42\uff0c\u56f4\u7ed5\u5178\u578b\u5546\u4e1a\u4f7f\u7528\u573a\u666f\uff0c\u7cfb\u7edf\u6027\u5730\u8986\u76d6\u4e86\u4e94\u7c7b\u5177\u6709\u4ee3\u8868\u6027\u7684\u89c6\u89c9\u6587\u6863\u7c7b\u578b\uff1a<\/p>\n\n\n\n

    \n
  • \u7f51\u9875 (Webpages)<\/strong>\uff1a\u5305\u542b\u7ed3\u6784\u5316\u5e03\u5c40\u3001\u6587\u672c\u548c\u529f\u80fd\u754c\u9762\u5143\u7d20\uff08\u5982\u6807\u9898\u3001\u5206\u6bb5\u3001\u6309\u94ae\u7b49\uff09\u7684\u7f51\u9875\u8bbe\u8ba1\u4efb\u52a1\u3002<\/li>\n\n\n\n
  • \u5e7b\u706f\u7247 (Slides)<\/strong>\uff1a\u7528\u4e8e\u62a5\u544a\u3001\u8bb2\u5ea7\u548c\u5546\u4e1a\u573a\u666f\u7684\u6f14\u793a\u6587\u7a3f\uff0c\u5177\u6709\u5c42\u6b21\u7ed3\u6784\u3001\u9879\u76ee\u7b26\u53f7\u5217\u8868\u548c\u5bf9\u9f50\u7684\u89c6\u89c9\u5143\u7d20\u3002<\/li>\n\n\n\n
  • \u56fe\u8868 (Charts)<\/strong>\uff1a\u6761\u5f62\u56fe\u3001\u6298\u7ebf\u56fe\u7b49\u591a\u7cfb\u5217\u56fe\u8868\uff0c\u6d89\u53ca\u6570\u503c\u3001\u5750\u6807\u8f74\u548c\u56fe\u4f8b\u7684\u7cbe\u786e\u6e32\u67d3 \u3002<\/li>\n\n\n\n
  • \u6d77\u62a5 (Posters)<\/strong>\uff1a\u7ed3\u5408\u6392\u7248\u3001\u56fe\u5f62\u548c\u5e03\u5c40\u8bbe\u8ba1\u7684\u5ba3\u4f20\u6216\u4fe1\u606f\u6d77\u62a5\uff0c\u5f3a\u8c03\u89c6\u89c9\u5c42\u6b21\u548c\u6784\u56fe\u5e73\u8861\u3002<\/li>\n\n\n\n
  • \u79d1\u5b66\u63d2\u56fe (Scientific Figures)<\/strong>\uff1a\u5b66\u672f\u8bba\u6587\u4e2d\u7684\u63d2\u56fe\uff0c\u5305\u62ec\u56fe\u8868\u3001\u6d41\u7a0b\u548c\u8bf4\u660e\uff0c\u901a\u8fc7\u7ec4\u4ef6\u3001\u7bad\u5934\u548c\u6ce8\u91ca\u5f62\u6210\u6e05\u6670\u7684\u7ed3\u6784 \u3002<\/li>\n<\/ul>\n\n\n\n

    \u901a\u8fc7\u8fd9\u4e94\u5927\u6838\u5fc3\u9898\u6750\u7684\u5212\u5206\uff0cBizGenEval \u80fd\u591f\u7cbe\u51c6\u5730\u603b\u7ed3\u5404\u79cd\u524d\u6cbf\u6a21\u578b\u5728\u4e0d\u540c\u5546\u4e1a\u5e94\u7528\u9886\u57df\u4e0b\u7684\u751f\u6210\u80fd\u529b\uff0c\u4e3a\u884c\u4e1a\u5e94\u7528\u843d\u5730\u63d0\u4f9b\u6700\u76f4\u89c2\u7684\u53c2\u8003\u3002<\/p>\n\n\n\n

    \u4ec5\u5173\u6ce8\u201c\u751f\u6210\u4e86\u4ec0\u4e48\u201d\u8fdc\u8fdc\u4e0d\u591f\uff0c\u66f4\u91cd\u8981\u7684\u662f\u7406\u89e3\u6a21\u578b\u662f\u201c\u5982\u4f55\u751f\u6210\u201d\u7684\u3002\u4e3a\u6b64\uff0cBizGenEval\u4ece\u80fd\u529b\u672c\u8d28\u51fa\u53d1\uff0c\u7cfb\u7edf\u6027\u6784\u5efa\u4e86\u56db\u4e2a\u5173\u952e\u8bc4\u4f30\u7ef4\u5ea6\uff0c\u4e3a\u6a21\u578b\u4f18\u5316\u4e0e\u6f14\u8fdb\u63d0\u4f9b\u6e05\u6670\u6307\u5f15\uff1a<\/p>\n\n\n\n

      \n
    • \u6587\u672c\u6e32\u67d3 (Text Rendering)<\/strong>\uff1a\u8bc4\u4f30\u6a21\u578b\u5bf9\u4e0d\u540c\u7c7b\u578b\u6587\u672c\u5185\u5bb9\u7684\u6e32\u67d3\u80fd\u529b\uff0c\u5305\u62ec\u77ed\u6807\u9898\u3001\u957f\u6bb5\u843d\u3001\u8868\u683c\u53ca\u5176\u4e0e\u5176\u4ed6\u7ec4\u4ef6\u7684\u6574\u5408\u3002<\/li>\n\n\n\n
    • \u5e03\u5c40\u63a7\u5236 (Layout Control)<\/strong>\uff1a\u5173\u6ce8\u7a7a\u95f4\u7ec4\u7ec7\u4e0e\u7ed3\u6784\u7684\u8868\u8fbe\u80fd\u529b\uff0c\u6db5\u76d6\u6574\u4f53\u5e03\u5c40\u3001\u590d\u6742\u6d41\u7a0b\u7ed3\u6784\uff0c\u4ee5\u53ca\u7bad\u5934\u3001\u533a\u5757\u548c\u5143\u7d20\u7684\u5c42\u6b21\u6392\u5217\u3002<\/li>\n\n\n\n
    • \u5c5e\u6027\u7ed1\u5b9a (Attribute Binding)<\/strong>\uff1a\u8003\u5bdf\u6a21\u578b\u5bf9\u989c\u8272\u3001\u5f62\u72b6\u3001\u6837\u5f0f\u3001\u56fe\u6807\u548c\u6570\u91cf\u7b49\u89c6\u89c9\u5c5e\u6027\u7684\u63a7\u5236\uff0c\u5f3a\u8c03\u5bf9\u7ec6\u7c92\u5ea6\u5143\u7d20\u7684\u628a\u63a7\u3002<\/li>\n\n\n\n
    • \u57fa\u4e8e\u77e5\u8bc6\u7684\u63a8\u7406 (Knowledge-based Reasoning)<\/strong>\uff1a\u6d4b\u8bd5\u6a21\u578b\u7684\u63a8\u7406\u548c\u9886\u57df\u77e5\u8bc6\uff0c\u5305\u62ec\u8de8\u4e0d\u540c\u9886\u57df\uff08\u5982\u7269\u7406\u3001\u5316\u5b66\u3001\u827a\u672f\u3001\u5386\u53f2\u7b49\uff09\u5e94\u7528\u5ba2\u89c2\u4e16\u754c\u5e38\u8bc6\u7684\u80fd\u529b \u3002<\/li>\n<\/ul>\n\n\n\n

      \u8fd9\u56db\u5927\u80fd\u529b\u7ef4\u5ea6\u4e0e\u4e94\u7c7b\u5546\u4e1a\u9898\u6750\u4ea4\u53c9\u7ec4\u5408\uff0c\u6784\u6210\u4e86 20 \u4e2a\u591a\u6837\u5316\u7684\u8bc4\u4f30\u4efb\u52a1\uff0c\u7cfb\u7edf\u8986\u76d6\u4e86\u5546\u4e1a\u89c6\u89c9\u6587\u6863\u751f\u6210\u4e2d\u7684\u5173\u952e\u6311\u6218\u4e0e\u6838\u5fc3\u75db\u70b9\uff0c\u4e3a\u6a21\u578b\u80fd\u529b\u8bc4\u4f30\u63d0\u4f9b\u4e86\u4e00\u5957\u66f4\u52a0\u5b8c\u6574\u4e14\u5177\u6709\u5b9e\u8df5\u6307\u5bfc\u610f\u4e49\u7684\u6846\u67b6\u3002<\/p>\n\n\n\n

      \"Diagram\"<\/figure>\n\n\n\n
      \"Diagram\"<\/figure>\n\n\n\n
      \"Diagram\"<\/figure>\n\n\n\n
      \"Diagram\"<\/figure>\n\n\n\n
      \"Diagram\"<\/figure>\n\n\n\n

      \u56fe2\uff1aBizGenEval\u4e94\u7c7b\u5546\u4e1a\u9898\u6750\u793a\u4f8b\u56fe<\/p>\n\n\n\n

      \u62d2\u7edd\u201c\u65e0\u6548\u6570\u636e\u201d\uff1a\u4ece\u9ad8\u8d28\u91cf\u6784\u9020\u5230\u7cbe\u7ec6\u5316\u8bc4\u4f30\u7684\u5168\u94fe\u8def\u5347\u7ea7<\/h2>\n\n\n\n

      \u5728\u6570\u636e\u6784\u9020\u65b9\u9762\uff0cBizGenEval \u6452\u5f03\u4e86\u4f9d\u8d56\u6a21\u578b\u968f\u673a\u751f\u6210\u7684\u65b9\u5f0f\uff0c\u5168\u7a0b\u91c7\u7528\u201c\u4eba\u5de5\u7cbe\u7b5b + \u4e13\u4e1a\u6253\u78e8\u201d\u7684\u9ad8\u6807\u51c6\u65b9\u6848\uff0c\u7cbe\u5fc3\u6253\u9020\u4e86400\u4e2a\u5177\u6709\u4ee3\u8868\u6027\u7684\u4e13\u4e1a\u8bc4\u6d4b\u6837\u4f8b\uff0c\u4ee5\u786e\u4fdd\u8bc4\u4f30\u7ed3\u679c\u771f\u6b63\u8d34\u8fd1\u5b9e\u9645\u5e94\u7528\u9700\u6c42\uff1a<\/p>\n\n\n\n

        \n
      • 300 \u6761\u771f\u5b9e\u5185\u5bb9\u9700\u6c42<\/strong>\uff1a\u56f4\u7ed5\u6587\u672c\u3001\u5e03\u5c40\u548c\u5c5e\u6027\u7b49\u6838\u5fc3\u8bc4\u4f30\u8981\u7d20\uff0c\u7814\u7a76\u5458\u4eec\u4ece\u4e13\u4e1a\u7684\u5728\u7ebf\u6765\u6e90\u4e2d\u4eba\u5de5\u7b5b\u9009\u3001\u6536\u96c6\u4e86\u771f\u5b9e\u7684\u5546\u4e1a\u8bbe\u8ba1\u8303\u4f8b\u3002\u57fa\u4e8e\u8fd9\u4e9b\u771f\u5b9e\u7684\u53c2\u8003\u8d44\u6599\uff0c\u518d\u7ed3\u5408\u5927\u8bed\u8a00\u6a21\u578b\u4e0e\u4eba\u7c7b\u4e13\u5bb6\u7684\u534f\u540c\u6539\u5199\uff0c\u8fdb\u800c\u751f\u6210\u7279\u5b9a\u4e8e\u4efb\u52a1\u7684\u63d0\u793a\u8bcd\uff0c\u9ad8\u5ea6\u8fd8\u539f\u4e86\u4eba\u7c7b\u8bbe\u8ba1\u5e08\u5728\u771f\u5b9e\u5de5\u4f5c\u6d41\u4e2d\u7684\u786e\u5207\u9700\u6c42\u3002<\/li>\n\n\n\n
      • 100 \u6761\u201c\u786c\u6838\u201d\u77e5\u8bc6\u63a8\u7406\u4efb\u52a1<\/strong>\uff1a\u4e3a\u8fdb\u4e00\u6b65\u63d0\u5347\u8bc4\u6d4b\u6df1\u5ea6\uff0cBizGenEval\u989d\u5916\u5f15\u5165\u4e86 100 \u4e2a\u57fa\u4e8e\u77e5\u8bc6\u7684\u63d0\u793a\u8bcd\uff0c\u6db5\u76d6\u7269\u7406\u3001\u5316\u5b66\u3001\u6570\u5b66\u3001\u5386\u53f2\u548c\u827a\u672f\u4e94\u4e2a\u4e13\u4e1a\u9886\u57df \u3002\u901a\u8fc7\u8bbe\u8ba1\u5982\u201c\u751f\u6210\u5305\u542b\u5316\u5b66\u65b9\u7a0b\u5f0f\u3001\u5316\u5b66\u5b9e\u9a8c\u7684\u6559\u5b66\u5e7b\u706f\u7247\u201d\u7b49\u9ad8\u96be\u5ea6\u63a8\u7406\u4efb\u52a1\uff0c\u91cd\u70b9\u8003\u5bdf\u6a21\u578b\u7684\u77e5\u8bc6\u7406\u89e3\u4e0e\u903b\u8f91\u63a8\u7406\u80fd\u529b\u3002<\/li>\n<\/ul>\n\n\n\n

        \u4e0e\u6b64\u540c\u65f6\uff0c\u5728\u8bc4\u4f30\u673a\u5236\u4e0a\uff0cBizGenEval \u4e5f\u5bf9\u4f20\u7edf\u65b9\u6cd5\u8fdb\u884c\u4e86\u7cfb\u7edf\u6027\u91cd\u6784\u3002\u9488\u5bf9\u5546\u4e1a\u89c6\u89c9\u6587\u6863\u4e2d\u7ed3\u6784\u590d\u6742\u3001\u7ea6\u675f\u5bc6\u96c6\u7684\u7279\u70b9\uff0c\u4f20\u7edf\u7684\u5168\u5c40\u76f8\u4f3c\u5ea6\u6307\u6807\u5df2\u96be\u4ee5\u80dc\u4efb\u3002\u4e3a\u6b64\uff0c\u7814\u7a76\u5458\u4eec\u63d0\u51fa\u4e86\u7ed3\u6784\u5316\u68c0\u67e5\u6e05\u5355\u5f0f\uff08Checklist\uff09\u8bc4\u4f30\u4f53\u7cfb\uff0c\u8ba9\u7ec6\u5fae\u7455\u75b5\u65e0\u6240\u9041\u5f62\uff1a<\/p>\n\n\n\n

          \n
        • \u9488\u5bf9\u6bcf\u4e00\u6761\u6d4b\u8bd5\u6837\u4f8b\uff0c\u7531\u4eba\u7c7b\u4e13\u5bb6\u8bbe\u8ba1 20 \u9879\u7ec6\u7c92\u5ea6\u4e8c\u5143\u6821\u9a8c\u95ee\u9898\uff08\u662f \/ \u5426\uff09\uff0c\u9010\u9879\u6838\u9a8c\u751f\u6210\u7ed3\u679c\uff1b<\/li>\n\n\n\n
        • \u6574\u5957\u57fa\u51c6\u5171\u5305\u542b 8000 \u4e2a\u7cbe\u7ec6\u6821\u9a8c\u9879\uff0c\u7528\u4e8e\u7cbe\u51c6\u8bc4\u4f30\u751f\u6210\u7684\u56fe\u50cf\u662f\u5426\u6ee1\u8db3\u590d\u6742\u7684\u89c6\u89c9\u7ea6\u675f\uff1b<\/li>\n\n\n\n
        • \u5728\u8bc4\u4f30\u73af\u8282\uff0c\u91c7\u7528\u6700\u5148\u8fdb\u7684\u591a\u6a21\u6001\u5927\u8bed\u8a00\u6a21\u578b\u4f5c\u4e3a\u81ea\u52a8\u8bc4\u5224\u5de5\u5177\uff0c\u4ee5\u786e\u4fdd\u8bc4\u4f30\u7684\u51c6\u786e\u6027\u4e0e\u53ef\u6269\u5c55\u6027\u3002<\/li>\n<\/ul>\n\n\n\n

          \u6838\u5fc3\u53d1\u73b0\uff1a\u80fd\u529b\u5206\u5c42\u5df2\u51fa\u73b0\uff0c\u4f46\u79bb\u771f\u5b9e\u751f\u4ea7\u4ecd\u6709\u5173\u952e\u9e3f\u6c9f<\/h2>\n\n\n\n

          \u57fa\u4e8e BizGenEval \u5bf9 26 \u4e2a\u4e3b\u6d41\u56fe\u50cf\u751f\u6210\u6a21\u578b\u7684\u7cfb\u7edf\u8bc4\u6d4b\uff0c\u53ef\u4ee5\u770b\u5230\u4e00\u4e2a\u975e\u5e38\u6e05\u6670\u7684\u8d8b\u52bf\uff1a\u5f53\u524d\u5546\u4e1a\u89c6\u89c9\u5185\u5bb9\u751f\u6210\u80fd\u529b\u5df2\u7ecf\u51fa\u73b0\u660e\u663e\u5206\u5c42\uff0c\u5934\u90e8\u5546\u4e1a API \u663e\u8457\u9886\u5148<\/strong>\u3002\u4ee5 Nano-Banana-Pro \u548c Nano-Banana-2.0 \u4e3a\u4ee3\u8868\u7684\u6a21\u578b\uff0c\u5728\u4e94\u5927\u9898\u6750\u4e0a\u7684\u5e73\u5747\u6210\u7ee9\u5206\u522b\u8fbe\u5230 76.7\/93.7 \u548c 68.5\/92.5\uff1b\u76f8\u6bd4\u4e4b\u4e0b\uff0c\u5927\u91cf\u6a21\u578b\u5728\u66f4\u4e25\u683c\u7684\u6d4b\u8bd5\u96c6\uff08hard-set\uff09\u4e0a\u5f97\u5206\u8f83\u4f4e\uff0c\u8bf4\u660e\u5b83\u4eec\u867d\u7136\u53ef\u4ee5\u751f\u6210\u201c\u770b\u8d77\u6765\u4e0d\u9519\u201d\u7684\u7ed3\u679c\uff0c\u4f46\u8ddd\u79bb\u771f\u5b9e\u5546\u4e1a\u573a\u666f\u6240\u8981\u6c42\u7684\u7a33\u5b9a\u53ef\u7528\u6027\u8fd8\u6709\u660e\u663e\u5dee\u8ddd\u3002<\/p>\n\n\n\n

          \u66f4\u8fdb\u4e00\u6b65\u770b\uff0c\u5e7b\u706f\u7247\u3001\u7f51\u9875\u548c\u6d77\u62a5\u76f8\u5bf9\u66f4\u5bb9\u6613\uff0c\u800c\u56fe\u8868\u4e0e\u79d1\u5b66\u63d2\u56fe\u660e\u663e\u66f4\u5177\u6311\u6218\u6027\u3002\u5373\u4fbf\u662f GPT-Image-1.5 \u8fd9\u6837\u7684\u5f3a\u6a21\u578b\uff0c\u5728\u8fd9\u4e24\u4e2a\u9898\u6750\u4e0a\u7684 hard-set \u5206\u6570\u4e5f\u4e0b\u964d\u5230 28.2 \u548c 27.8\uff0c\u53cd\u6620\u51fa\u7cbe\u786e\u6570\u503c\u6e32\u67d3\u3001\u7ed3\u6784\u5173\u7cfb\u8868\u8fbe\u548c\u590d\u6742\u7ea6\u675f\u6ee1\u8db3\uff0c\u4f9d\u7136\u662f\u884c\u4e1a\u5171\u6027\u96be\u9898\u3002<\/p>\n\n\n\n

          \"table\"<\/figure>\n\n\n\n

          \u88681\uff1a\u524d\u6cbf\u56fe\u50cf\u751f\u6210\u6a21\u578b\u5728\u4e94\u7c7b\u5546\u4e1a\u89c6\u89c9\u5185\u5bb9\u573a\u666f\u4e2d\u7684\u6027\u80fd\u5bf9\u6bd4<\/p>\n\n\n\n

          \u4ece\u80fd\u529b\u7ef4\u5ea6\u4e0a\u770b\uff0c\u5f53\u524d\u6a21\u578b\u7684\u771f\u6b63\u77ed\u677f\u4e0d\u53ea\u662f\u201c\u7f8e\u89c2\u5ea6\u201d\uff0c\u800c\u662f\u201c\u53ef\u63a7\u6027\u201d\u548c\u201c\u53ef\u9a8c\u8bc1\u6027\u201d<\/strong>\u3002\u5934\u90e8\u6a21\u578b\u5728\u201c\u6587\u672c\u6e32\u67d3\u201d\u548c\u201c\u57fa\u4e8e\u77e5\u8bc6\u7684\u63a8\u7406\u201d\u4e0a\u5df2\u7ecf\u8868\u73b0\u51fa\u8f83\u5f3a\u80fd\u529b\uff0c\u4f8b\u5982 Nano-Banana-Pro \u5728\u8fd9\u4e24\u4e2a\u7ef4\u5ea6\u4e0a\u5206\u522b\u8fbe\u5230 86.4\/95.0 \u548c 82.6\/96.2\uff1b\u4f46\u5728\u201c\u5e03\u5c40\u63a7\u5236\u201d\u548c\u201c\u5c5e\u6027\u7ed1\u5b9a\u201d\u7b49\u7cbe\u7ec6\u63a7\u5236\u4efb\u52a1\u4e0a\uff0c\u8868\u73b0\u4ecd\u660e\u663e\u53d7\u9650\u3002\u8fd9\u610f\u5473\u7740\uff0c\u590d\u6742\u7248\u5f0f\u63a7\u5236\u3001\u7a7a\u95f4\u5173\u7cfb\u5efa\u6a21\u548c\u7ec6\u7c92\u5ea6\u5c5e\u6027\u7ed1\u5b9a\u4f9d\u7136\u6ca1\u6709\u88ab\u771f\u6b63\u89e3\u51b3\u3002\u8fd9\u8fdb\u4e00\u6b65\u8bf4\u660e\uff0c\u5546\u4e1a\u89c6\u89c9\u5185\u5bb9\u751f\u6210\u7684\u6838\u5fc3\u6311\u6218\uff0c\u5e76\u975e\u201c\u751f\u6210\u4e00\u5f20\u50cf\u6837\u7684\u56fe\u201d\uff0c\u800c\u662f\u201c\u5c06\u6b63\u786e\u7684\u4fe1\u606f\uff0c\u4ee5\u6b63\u786e\u7684\u5f62\u5f0f\uff0c\u653e\u5728\u6b63\u786e\u7684\u4f4d\u7f6e\u4e0a\u201d\u3002<\/p>\n\n\n\n

          \u4e0e\u6b64\u540c\u65f6\uff0c\u7814\u7a76\u8fd8\u53d1\u73b0\uff0c\u81ea\u7136\u56fe\u50cf\u57fa\u51c6\uff08benchmark\uff09\u4e0a\u7684\u9ad8\u5206\u5e76\u4e0d\u80fd\u76f4\u63a5\u8fc1\u79fb\u5230\u5546\u4e1a\u573a\u666f\uff0c\u4f8b\u5982 GPT-Image-1.0 \u548c Qwen-Image \u5728 GenEval \u4e0a\u8868\u73b0\u4f18\u5f02\uff0c\u4f46\u5728 BizGenEval \u4e0a\u5374\u6392\u540d\u9760\u540e\uff0c\u8bc1\u660e\u4e86\u5546\u4e1a\u5185\u5bb9\u751f\u6210\u9700\u8981\u4e00\u5957\u4e0d\u540c\u4e8e\u81ea\u7136\u56fe\u50cf\u751f\u6210\u7684\u7cfb\u7edf\u80fd\u529b\u3002<\/p>\n\n\n\n

          \"table\"<\/figure>\n\n\n\n

          \u88682\uff1a\u524d\u6cbf\u56fe\u50cf\u751f\u6210\u6a21\u578b\u5728\u56db\u9879\u6838\u5fc3\u80fd\u529b\u7ef4\u5ea6\u4e0a\u7684\u6027\u80fd\u5bf9\u6bd4<\/p>\n\n\n\n

          \u660e\u6670\u80fd\u529b\u5dee\u8ddd\uff0c\u65b9\u80fd\u66f4\u597d\u5730\u524d\u884c<\/h2>\n\n\n\n

          BizGenEval \u7684\u610f\u4e49\u4e0d\u4ec5\u5728\u4e8e\u8865\u9f50\u4e86\u4e00\u9879\u5173\u952e\u8bc4\u6d4b\u57fa\u51c6\uff0c\u66f4\u5728\u9996\u6b21\u7cfb\u7edf\u6027\u5730\u56de\u7b54\u4e86\u4e00\u4e2a\u9762\u5411\u771f\u5b9e\u843d\u5730\u7684\u95ee\u9898\uff1a\u5f53\u751f\u6210\u5f0f AI \u4ece\u201c\u751f\u6210\u56fe\u50cf\u201d\u8d70\u5411\u201c\u751f\u6210\u53ef\u76f4\u63a5\u4f7f\u7528\u7684\u5546\u4e1a\u5185\u5bb9\u201d\u65f6\uff0c\u80fd\u529b\u77ed\u677f\u7a76\u7adf\u5728\u54ea\u91cc\uff1f<\/p>\n\n\n\n

          \u5b9e\u9a8c\u7ed3\u679c\u8868\u660e\uff0c\u5f53\u524d\u6a21\u578b\u5df2\u521d\u6b65\u5177\u5907\u5546\u4e1a\u89c6\u89c9\u5185\u5bb9\u7684\u98ce\u683c\u751f\u6210\u80fd\u529b\uff0c\u4f46\u5728\u7cbe\u786e\u6587\u672c\u751f\u6210\u3001\u4e25\u683c\u5e03\u5c40\u63a7\u5236\u3001\u5c5e\u6027\u6307\u5b9a\u548c\u77e5\u8bc6\u4e00\u81f4\u6027\u7b49\u51b3\u5b9a\u5b9e\u9645\u53ef\u7528\u6027\u7684\u6838\u5fc3\u80fd\u529b\u4e0a\uff0c\u4ecd\u5b58\u5728\u663e\u8457\u4e0d\u8db3\u3002\u4e5f\u6b63\u56e0\u6b64\uff0cBizGenEval \u5e0c\u671b\u63d0\u4f9b\u7684\u4e0d\u4ec5\u662f\u4e00\u4efd\u201c\u6210\u7ee9\u5355\u201d\uff0c\u66f4\u662f\u4e00\u628a\u771f\u6b63\u9762\u5411\u4ea7\u4e1a\u573a\u666f\u7684\u201c\u6807\u5c3a\u201d\uff0c\u5e2e\u52a9\u79d1\u7814\u4eba\u5458\u548c\u4ea7\u4e1a\u754c\u770b\u6e05\u5dee\u8ddd\uff0c\u5e76\u4e3a\u4e0b\u4e00\u4ee3\u5546\u4e1a\u89c6\u89c9\u5185\u5bb9\u751f\u6210\u6a21\u578b\u6307\u51fa\u66f4\u5177\u4f53\u7684\u4f18\u5316\u65b9\u5411\u3002<\/p>\n\n\n\n

          \"Diagram\"<\/figure>\n\n\n\n

           \u56fe3\uff1a\u4e0d\u540c\u524d\u6cbf\u6a21\u578b\u5728\u4e94\u5927\u5546\u4e1a\u9898\u6750\u7684\u6027\u80fd\u5dee\u5f02<\/p>\n","protected":false},"excerpt":{"rendered":"

          \u8fd1\u5e74\u6765\uff0c\u56fe\u50cf\u751f\u6210\u6a21\u578b\u7684\u98de\u901f\u53d1\u5c55\u4ee4\u4eba\u77a9\u76ee\u3002\u4ece\u65e9\u671f\u7684\u901a\u7528\u56fe\u50cf\u751f\u6210\uff0c\u5230\u5982\u4eca\u9010\u6b65\u8fc8\u5411\u66f4\u5177\u5b9e\u7528\u4ef7\u503c\u7684\u89c6\u89c9\u5185\u5bb9\u521b\u4f5c\uff0c\u8fd9\u4e00\u9886\u57df\u6b63\u7ecf\u5386\u4ece\u201c\u597d\u770b\u201d\u5230\u201c\u597d\u7528\u201d\u7684\u5173\u952e\u8dc3\u8fc1\u3002\u7136\u800c\uff0c\u5728\u7e41\u8363\u8868\u8c61\u4e4b\u4e0b\uff0c\u4e00\u4e2a\u6838\u5fc3\u6311\u6218\u6b63\u65e5\u76ca\u51f8\u663e\uff1a\u73b0\u6709\u4e3b\u6d41\u8bc4\u6d4b\u57fa\u51c6\u4ecd\u4ee5\u81ea\u7136\u56fe\u50cf\u4e3a\u4e3b\uff0c\u7f3a\u4e4f\u9762\u5411\u5546\u4e1a\u8bbe\u8ba1\u573a\u666f\u7684\u7cfb\u7edf\u6027\u8bc4\u4f30\uff0c\u65e0\u6cd5\u6709\u6548\u8861\u91cf\u6a21\u578b\u5728\u7ed3\u6784\u5316\u548c\u591a\u91cd\u7ea6\u675f\u4e0b\u7684\u8868\u73b0\u3002 \u4e0e\u901a\u7528\u56fe\u50cf\u76f8\u6bd4\uff0c\u5546\u4e1a\u89c6\u89c9\u6587\u6863\u5f80\u5f80\u5305\u542b\u9ad8\u5bc6\u5ea6\u6587\u672c\u3001\u590d\u6742\u7248\u5f0f\u7ed3\u6784\u4ee5\u53ca\u591a\u79cd\u89c6\u89c9\u5143\u7d20\u7684\u534f\u540c\u5e03\u5c40\uff0c\u5176\u751f\u6210\u4e0e\u8bc4\u4f30\u7684\u96be\u5ea6\u660e\u663e\u66f4\u9ad8\u3002\u8fd9\u4e5f\u4f7f\u5f97\u201c\u5982\u4f55\u79d1\u5b66\u8bc4\u4f30\u6a21\u578b\u662f\u5426\u771f\u6b63\u5177\u5907\u5546\u4e1a\u53ef\u7528\u6027\u201d\u6210\u4e3a\u884c\u4e1a\u4e9f\u5f85\u56de\u7b54\u7684\u95ee\u9898\u3002 \u4e3a\u4e86\u586b\u8865\u8fd9\u4e00\u7a7a\u767d\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u63a8\u51fa\u4e86 BizGenEval\u3002\u8fd9\u662f\u9996\u4e2a\u9762\u5411\u5546\u4e1a\u89c6\u89c9\u5185\u5bb9\u751f\u6210\u7684\u7cfb\u7edf\u6027\u57fa\u51c6\u6d4b\u8bd5\u3002\u8be5\u5de5\u4f5c\u4e0d\u4ec5\u4e3a\u8bc4\u4f30\u6a21\u578b\u80fd\u529b\u63d0\u4f9b\u4e86\u5168\u65b0\u7684\u6807\u5c3a\uff0c\u4e5f\u4e3a\u751f\u6210\u5f0f AI \u8fc8\u5411\u5de5\u4e1a\u7ea7\u5546\u4e1a\u843d\u5730\u6307\u660e\u4e86\u53d1\u5c55\u65b9\u5411\u3002 BizGenEval: A Systematic Benchmark for Commercial Visual Content Generation  \u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/abs\/2603.25732 (opens in new tab) \u9879\u76ee\u4e3b\u9875\uff1ahttp:\/\/aka.ms\/bizGenEval (opens in new tab) \u4ee3\u7801\u4e0e\u6570\u636e\uff1ahttps:\/\/huggingface.co\/datasets\/microsoft\/BizGenEval (opens in new tab) \u56fe1\uff1a BizGenEval\u6570\u636e\u6784\u5efa\u4e0e\u8bc4\u6d4b\u6d41\u7a0b \u8bc4\u4f30\u4e00\u4e2a\u6a21\u578b\u662f\u5426\u5177\u5907\u771f\u6b63\u7684\u5546\u4e1a\u4ef7\u503c\uff0c\u5fc5\u987b\u5c06\u5176\u7f6e\u4e8e\u771f\u5b9e\u7684\u5546\u4e1a\u8bed\u5883\u4e2d\u3002BizGenEval \u8d34\u8fd1\u5b9e\u9645\u884c\u4e1a\u9700\u6c42\uff0c\u56f4\u7ed5\u5178\u578b\u5546\u4e1a\u4f7f\u7528\u573a\u666f\uff0c\u7cfb\u7edf\u6027\u5730\u8986\u76d6\u4e86\u4e94\u7c7b\u5177\u6709\u4ee3\u8868\u6027\u7684\u89c6\u89c9\u6587\u6863\u7c7b\u578b\uff1a \u901a\u8fc7\u8fd9\u4e94\u5927\u6838\u5fc3\u9898\u6750\u7684\u5212\u5206\uff0cBizGenEval \u80fd\u591f\u7cbe\u51c6\u5730\u603b\u7ed3\u5404\u79cd\u524d\u6cbf\u6a21\u578b\u5728\u4e0d\u540c\u5546\u4e1a\u5e94\u7528\u9886\u57df\u4e0b\u7684\u751f\u6210\u80fd\u529b\uff0c\u4e3a\u884c\u4e1a\u5e94\u7528\u843d\u5730\u63d0\u4f9b\u6700\u76f4\u89c2\u7684\u53c2\u8003\u3002 \u4ec5\u5173\u6ce8\u201c\u751f\u6210\u4e86\u4ec0\u4e48\u201d\u8fdc\u8fdc\u4e0d\u591f\uff0c\u66f4\u91cd\u8981\u7684\u662f\u7406\u89e3\u6a21\u578b\u662f\u201c\u5982\u4f55\u751f\u6210\u201d\u7684\u3002\u4e3a\u6b64\uff0cBizGenEval\u4ece\u80fd\u529b\u672c\u8d28\u51fa\u53d1\uff0c\u7cfb\u7edf\u6027\u6784\u5efa\u4e86\u56db\u4e2a\u5173\u952e\u8bc4\u4f30\u7ef4\u5ea6\uff0c\u4e3a\u6a21\u578b\u4f18\u5316\u4e0e\u6f14\u8fdb\u63d0\u4f9b\u6e05\u6670\u6307\u5f15\uff1a \u8fd9\u56db\u5927\u80fd\u529b\u7ef4\u5ea6\u4e0e\u4e94\u7c7b\u5546\u4e1a\u9898\u6750\u4ea4\u53c9\u7ec4\u5408\uff0c\u6784\u6210\u4e86 20 \u4e2a\u591a\u6837\u5316\u7684\u8bc4\u4f30\u4efb\u52a1\uff0c\u7cfb\u7edf\u8986\u76d6\u4e86\u5546\u4e1a\u89c6\u89c9\u6587\u6863\u751f\u6210\u4e2d\u7684\u5173\u952e\u6311\u6218\u4e0e\u6838\u5fc3\u75db\u70b9\uff0c\u4e3a\u6a21\u578b\u80fd\u529b\u8bc4\u4f30\u63d0\u4f9b\u4e86\u4e00\u5957\u66f4\u52a0\u5b8c\u6574\u4e14\u5177\u6709\u5b9e\u8df5\u6307\u5bfc\u610f\u4e49\u7684\u6846\u67b6\u3002 \u56fe2\uff1aBizGenEval\u4e94\u7c7b\u5546\u4e1a\u9898\u6750\u793a\u4f8b\u56fe \u5728\u6570\u636e\u6784\u9020\u65b9\u9762\uff0cBizGenEval \u6452\u5f03\u4e86\u4f9d\u8d56\u6a21\u578b\u968f\u673a\u751f\u6210\u7684\u65b9\u5f0f\uff0c\u5168\u7a0b\u91c7\u7528\u201c\u4eba\u5de5\u7cbe\u7b5b + \u4e13\u4e1a\u6253\u78e8\u201d\u7684\u9ad8\u6807\u51c6\u65b9\u6848\uff0c\u7cbe\u5fc3\u6253\u9020\u4e86400\u4e2a\u5177\u6709\u4ee3\u8868\u6027\u7684\u4e13\u4e1a\u8bc4\u6d4b\u6837\u4f8b\uff0c\u4ee5\u786e\u4fdd\u8bc4\u4f30\u7ed3\u679c\u771f\u6b63\u8d34\u8fd1\u5b9e\u9645\u5e94\u7528\u9700\u6c42\uff1a \u4e0e\u6b64\u540c\u65f6\uff0c\u5728\u8bc4\u4f30\u673a\u5236\u4e0a\uff0cBizGenEval \u4e5f\u5bf9\u4f20\u7edf\u65b9\u6cd5\u8fdb\u884c\u4e86\u7cfb\u7edf\u6027\u91cd\u6784\u3002\u9488\u5bf9\u5546\u4e1a\u89c6\u89c9\u6587\u6863\u4e2d\u7ed3\u6784\u590d\u6742\u3001\u7ea6\u675f\u5bc6\u96c6\u7684\u7279\u70b9\uff0c\u4f20\u7edf\u7684\u5168\u5c40\u76f8\u4f3c\u5ea6\u6307\u6807\u5df2\u96be\u4ee5\u80dc\u4efb\u3002\u4e3a\u6b64\uff0c\u7814\u7a76\u5458\u4eec\u63d0\u51fa\u4e86\u7ed3\u6784\u5316\u68c0\u67e5\u6e05\u5355\u5f0f\uff08Checklist\uff09\u8bc4\u4f30\u4f53\u7cfb\uff0c\u8ba9\u7ec6\u5fae\u7455\u75b5\u65e0\u6240\u9041\u5f62\uff1a \u57fa\u4e8e BizGenEval \u5bf9 26 \u4e2a\u4e3b\u6d41\u56fe\u50cf\u751f\u6210\u6a21\u578b\u7684\u7cfb\u7edf\u8bc4\u6d4b\uff0c\u53ef\u4ee5\u770b\u5230\u4e00\u4e2a\u975e\u5e38\u6e05\u6670\u7684\u8d8b\u52bf\uff1a\u5f53\u524d\u5546\u4e1a\u89c6\u89c9\u5185\u5bb9\u751f\u6210\u80fd\u529b\u5df2\u7ecf\u51fa\u73b0\u660e\u663e\u5206\u5c42\uff0c\u5934\u90e8\u5546\u4e1a API \u663e\u8457\u9886\u5148\u3002\u4ee5 Nano-Banana-Pro \u548c […]<\/p>\n","protected":false},"author":32169,"featured_media":1167551,"template":"","meta":{"msr-url-field":"","msr-podcast-episode":"","msrModifiedDate":"","msrModifiedDateEnabled":false,"ep_exclude_from_search":false,"_classifai_error":"","msr-content-parent":1012650,"msr_hide_image_in_river":0,"footnotes":""},"research-area":[13556],"msr-locale":[268881],"msr-post-option":[],"class_list":["post-1167541","msr-blog-post","type-msr-blog-post","status-publish","has-post-thumbnail","hentry","msr-research-area-artificial-intelligence","msr-locale-zh_cn"],"msr_assoc_parent":{"id":1012650,"type":"lab"},"_links":{"self":[{"href":"https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-json\/wp\/v2\/msr-blog-post\/1167541","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-json\/wp\/v2\/msr-blog-post"}],"about":[{"href":"https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-json\/wp\/v2\/types\/msr-blog-post"}],"author":[{"embeddable":true,"href":"https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-json\/wp\/v2\/users\/32169"}],"version-history":[{"count":4,"href":"https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-json\/wp\/v2\/msr-blog-post\/1167541\/revisions"}],"predecessor-version":[{"id":1168003,"href":"https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-json\/wp\/v2\/msr-blog-post\/1167541\/revisions\/1168003"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-json\/wp\/v2\/media\/1167551"}],"wp:attachment":[{"href":"https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-json\/wp\/v2\/media?parent=1167541"}],"wp:term":[{"taxonomy":"msr-research-area","embeddable":true,"href":"https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-json\/wp\/v2\/research-area?post=1167541"},{"taxonomy":"msr-locale","embeddable":true,"href":"https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-json\/wp\/v2\/msr-locale?post=1167541"},{"taxonomy":"msr-post-option","embeddable":true,"href":"https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-json\/wp\/v2\/msr-post-option?post=1167541"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}