{"id":1142564,"date":"2025-06-19T03:17:24","date_gmt":"2025-06-19T10:17:24","guid":{"rendered":"https:\/\/www.microsoft.com\/en-us\/research\/?post_type=msr-blog-post&#038;p=1142564"},"modified":"2025-06-19T03:17:26","modified_gmt":"2025-06-19T10:17:26","slug":"fea-bench","status":"publish","type":"msr-blog-post","link":"https:\/\/www.microsoft.com\/en-us\/research\/articles\/fea-bench\/","title":{"rendered":"FEA-Bench\uff1a\u9996\u4e2a\u4ed3\u5e93\u7ea7\u65b0\u529f\u80fd\u5b9e\u73b0\u57fa\u51c6\uff0c\u8ba9\u5927\u6a21\u578b\u66f4\u61c2\u8f6f\u4ef6\u5f00\u53d1"},"content":{"rendered":"\n<p>\u7f16\u8005\u6309\uff1a\u5f53\u524d\uff0c\u5927\u8bed\u8a00\u6a21\u578b\u5728\u4ee3\u7801\u751f\u6210\u9886\u57df\u5df2\u5c55\u73b0\u51fa\u60ca\u4eba\u7684\u80fd\u529b\uff0c\u4f46\u80fd\u5426\u80dc\u4efb\u771f\u5b9e\u8f6f\u4ef6\u5f00\u53d1\u4e2d\u7684\u201c\u65b0\u589e\u529f\u80fd\u5b9e\u73b0\u201d\u4efb\u52a1\uff0c\u4ecd\u662f\u4e00\u4e2a\u5173\u952e\u672a\u89e3\u7684\u95ee\u9898\u3002\u5bf9\u6b64\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u4e0e\u5317\u4eac\u5927\u5b66\u8054\u5408\u53d1\u5e03\u4e86\u9996\u4e2a\u4e13\u6ce8\u4e8e\u4ed3\u5e93\u7ea7\u65b0\u529f\u80fd\u5b9e\u73b0\u7684\u57fa\u51c6\u6d4b\u8bd5 FEA-Bench\uff0c\u586b\u8865\u4e86\u8bc4\u4f30\u4f53\u7cfb\u4e2d\u7684\u91cd\u8981\u7a7a\u767d\u3002\u8be5\u6d4b\u8bd5\u96c6\u6784\u5efa\u4e8e\u771f\u5b9e\u5f00\u6e90\u9879\u76ee\u7684 pull request \uff08\u5408\u5e76\u8bf7\u6c42\uff09\uff0c\u8986\u76d61400\u591a\u4e2a\u9ad8\u8d28\u91cf\u4efb\u52a1\uff0c\u7cfb\u7edf\u8bc4\u4f30\u4e86\u4e3b\u6d41\u5927\u6a21\u578b\u5728\u590d\u6742\u5de5\u7a0b\u4efb\u52a1\u4e2d\u7684\u8868\u73b0\u3002FEA-Bench \u4e0d\u4ec5\u4e3a\u63a8\u52a8\u4ee3\u7801\u751f\u6210\u7cfb\u7edf\u8fc8\u5411\u771f\u5b9e\u4e16\u754c\u7684\u65b0\u529f\u80fd\u5b9e\u73b0\u4efb\u52a1\u63d0\u4f9b\u4e86\u575a\u5b9e\u652f\u6491\uff0c\u4e5f\u4e3a\u76f8\u5173\u7814\u7a76\u62d3\u5c55\u4e86\u66f4\u5e7f\u9614\u7684\u63a2\u7d22\u7a7a\u95f4\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p>\u968f\u7740\u4eba\u5de5\u667a\u80fd\u7684\u5feb\u901f\u53d1\u5c55\uff0c\u5927\u8bed\u8a00\u6a21\u578b\u5728\u4ee3\u7801\u751f\u6210\u9886\u57df\u5c55\u73b0\u51fa\u8d8a\u6765\u8d8a\u591a\u7684\u53ef\u80fd\u6027\uff0c\u4ece\u51fd\u6570\u7ea7\u522b\u7684\u8865\u5168\u5230\u590d\u6742\u95ee\u9898\u7684\u4fee\u590d\uff0cAI 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FEA-Bench<\/strong>\uff0c\u586b\u8865\u4e86\u5f53\u524d\u4ee3\u7801\u751f\u6210\u8bc4\u4f30\u4f53\u7cfb\u4e2d\u7684\u5173\u952e\u4e00\u73af\u3002\u8be5\u57fa\u51c6\u6d4b\u8bd5\u901a\u8fc71401\u4e2a\u9ad8\u8d28\u91cf\u4efb\u52a1\u5b9e\u4f8b\uff0c\u5168\u9762\u8bc4\u4f30\u4e86\u5927\u8bed\u8a00\u6a21\u578b\u5728\u65b0\u589e\u529f\u80fd\u65f6\u6240\u9700\u7684\u4ee3\u7801\u751f\u6210\u4e0e\u7f16\u8f91\u80fd\u529b\uff0c\u63ed\u793a\u4e86\u5f53\u524d\u6a21\u578b\u5728\u590d\u6742\u8f6f\u4ef6\u5de5\u7a0b\u4efb\u52a1\u4e2d\u7684\u5c40\u9650\u6027\uff0c\u4e3a\u672a\u6765\u7684\u7814\u7a76\u63d0\u4f9b\u4e86\u91cd\u8981\u65b9\u5411\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"https:\/\/arxiv.org\/abs\/2503.06680\">\u8bba\u6587\u94fe\u63a5<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/li>\n\n\n\n<li><a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"https:\/\/github.com\/microsoft\/FEA-Bench\">GitHub \u9879\u76ee\u9875\u9762<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/li>\n\n\n\n<li><a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"https:\/\/huggingface.co\/datasets\/microsoft\/FEA-Bench\">Hugging Face \u6570\u636e\u96c6<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"fea-bench\u63a8\u52a8\u5927\u8bed\u8a00\u6a21\u578b\u8d70\u5411\u771f\u6b63\u7684\u8f6f\u4ef6\u5de5\u7a0b\u81ea\u52a8\u5316\">FEA-Bench\u63a8\u52a8\u5927\u8bed\u8a00\u6a21\u578b\u8d70\u5411\u771f\u6b63\u7684\u8f6f\u4ef6\u5de5\u7a0b\u81ea\u52a8\u5316<\/h2>\n\n\n\n<p>\u5c3d\u7ba1\u5f53\u524d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u5982 GPT-4\u3001DeepSeek-Coder \u548c Qwen2.5-Coder \u7b49\u5728\u4ee3\u7801\u8865\u5168\u3001\u51fd\u6570\u7ea7\u751f\u6210\u4e43\u81f3\u4fee\u590d GitHub \u8bae\u9898\uff08issue\uff09\u7b49\u4efb\u52a1\u4e2d\u8868\u73b0\u51fa\u8272\uff0c\u4f46\u5728\u5b9e\u9645\u7684\u8f6f\u4ef6\u5f00\u53d1\u4e2d\uff0c\u4e3a\u4ee3\u7801\u4ed3\u5e93\u589e\u6dfb\u65b0\u529f\u80fd\u662f\u4e00\u4e2a\u66f4\u91cd\u8981\u4e14\u96be\u5ea6\u66f4\u5927\u7684\u9700\u6c42\u3002\u5f00\u53d1\u8005\u5f80\u5f80\u9700\u8981\u5728\u5df2\u6709\u4ee3\u7801\u5e93\u4e2d\u6dfb\u52a0\u65b0\u7ec4\u4ef6\uff08\u5982\u51fd\u6570\u3001\u7c7b\uff09\uff0c\u5e76\u76f8\u5e94\u4fee\u6539\u5176\u4ed6\u76f8\u5173\u4ee3\u7801\u4ee5\u786e\u4fdd\u6574\u4f53\u7684\u4e00\u81f4\u6027\u3002\u8fd9\u79cd\u4ed3\u5e93\u7ea7\u589e\u91cf\u5f00\u53d1\u80fd\u529b\u662f\u8861\u91cf\u5927\u8bed\u8a00\u6a21\u578b\u80fd\u5426\u80dc\u4efb\u771f\u5b9e\u8f6f\u4ef6\u5de5\u7a0b\u4efb\u52a1\u7684\u6838\u5fc3\u6307\u6807\u3002\u800c\u4e14\uff0c\u76ee\u524d\u5c1a\u65e0\u4e13\u95e8\u9488\u5bf9\u8be5\u80fd\u529b\u8bbe\u8ba1\u7684\u8bc4\u4f30\u57fa\u51c6\u3002<\/p>\n\n\n\n<p>FEA-Bench \u7684\u51fa\u73b0\u586b\u8865\u4e86\u8fd9\u4e00\u7a7a\u767d\u3002\u8be5\u6570\u636e\u96c6\u57fa\u4e8e83\u4e2a\u5f00\u6e90 Python \u9879\u76ee\u7684\u771f\u5b9e pull request \uff08\u5408\u5e76\u8bf7\u6c42\uff09\u6570\u636e\u6784\u5efa\u800c\u6210\uff0c\u5305\u542b1401\u4e2a\u65b0\u589e\u529f\u80fd\u7684\u4efb\u52a1\u5b9e\u4f8b\uff0c\u5e76\u914d\u5957\u5b8c\u6574\u7684\u5355\u5143\u6d4b\u8bd5\u9a8c\u8bc1\u673a\u5236\uff0c\u4ece\u800c\u4fdd\u8bc1\u751f\u6210\u7ed3\u679c\u7684\u53ef\u6267\u884c\u6027\u4e0e\u51c6\u786e\u6027\u3002\u6bcf\u4e2a\u4efb\u52a1\u5b9e\u4f8b\u5747\u8981\u6c42\u6a21\u578b\u4e0d\u4ec5\u8981\u751f\u6210\u65b0\u7684\u4ee3\u7801\u7ec4\u4ef6\uff0c\u8fd8\u9700\u7406\u89e3\u6574\u4e2a\u4ed3\u5e93\u7ed3\u6784\u5e76\u5728\u5fc5\u8981\u65f6\u8fdb\u884c\u8054\u52a8\u4fee\u6539\uff0c\u4ece\u800c\u5b9e\u73b0\u7aef\u5230\u7aef\u7684\u529f\u80fd\u5b9e\u73b0\u3002<\/p>\n\n\n\n<p>\u4e0d\u540c\u4e8e\u4ee5\u5f80\u4e3b\u8981\u5173\u6ce8 bug \u4fee\u590d\uff08\u5982 SWE-bench\uff09\u6216\u72ec\u7acb\u7f16\u7a0b\uff08\u5982 HumanEval\uff09\u4efb\u52a1\u7684\u57fa\u51c6\u6d4b\u8bd5\uff0cFEA-Bench \u5c06\u76ee\u6807\u805a\u7126\u4e8e\u65b0\u529f\u80fd\u7684\u5b9e\u73b0\u3002\u5176\u4efb\u52a1\u5b9e\u4f8b\u5168\u90e8\u6765\u81ea\u771f\u5b9e\u7684 GitHub pull request\uff0c\u6db5\u76d6\u591a\u4e2a\u884c\u4e1a\u573a\u666f\uff0c\u5177\u6709\u8f83\u9ad8\u7684\u4ee3\u8868\u6027\u548c\u5b9e\u7528\u4ef7\u503c\u3002\u8fd9\u6837\u7684\u8bbe\u8ba1\u4e0d\u4ec5\u4f7f\u6570\u636e\u96c6\u66f4\u8d34\u8fd1\u771f\u5b9e\u7684\u8f6f\u4ef6\u5f00\u53d1\u60c5\u5883\uff0c\u4e5f\u4e3a\u5927\u6a21\u578b\u5728\u5de5\u4e1a\u573a\u666f\u4e2d\u7684\u843d\u5730\u63d0\u4f9b\u4e86\u6307\u5bfc\u610f\u4e49\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"568\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/06\/fea-bench-1-1024x568.png\" alt=\"table\" class=\"wp-image-1142568\" style=\"width:644px;height:auto\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/06\/fea-bench-1-1024x568.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/06\/fea-bench-1-300x166.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/06\/fea-bench-1-768x426.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/06\/fea-bench-1-1536x852.png 1536w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/06\/fea-bench-1-240x133.png 240w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/06\/fea-bench-1.png 1921w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\u88681\uff1aFEA-Bench \u7684\u4efb\u52a1\u660e\u663e\u66f4\u590d\u6742\uff0c\u4e14\u66f4\u5f3a\u8c03\u65b0\u529f\u80fd\u7684\u5f15\u5165\uff0c\u800c SWE-bench \u66f4\u504f\u5411\u4e8e\u5df2\u6709\u4ee3\u7801\u7684\u5c40\u90e8\u4fee\u590d\u3002<\/figcaption><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"409\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/06\/fea-bench-2-1024x409.png\" alt=\"diagram\" class=\"wp-image-1142569\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/06\/fea-bench-2-1024x409.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/06\/fea-bench-2-300x120.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/06\/fea-bench-2-768x307.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/06\/fea-bench-2-1536x614.png 1536w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/06\/fea-bench-2-2048x819.png 2048w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/06\/fea-bench-2-240x96.png 240w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\u56fe1\uff1aFEA-Bench \u4e13\u6ce8\u4e8e\u8bc4\u6d4b\u4ed3\u5e93\u7ea7\u589e\u91cf\u5f0f\u5f00\u53d1\uff0c\u4e0e\u8bc4\u6d4b\u4fee\u590d issue \u7684 SWE-bench \u5171\u540c\u6784\u6210\u4e86\u8f6f\u4ef6\u8fed\u4ee3\u7684\u5b8c\u6574\u8bc4\u6d4b<\/figcaption><\/figure>\n\n\n\n<p>\u4e3a\u4e86\u786e\u4fdd\u4efb\u52a1\u8bbe\u7f6e\u7684\u771f\u5b9e\u6027\u4e0e\u6311\u6218\u6027\uff0cFEA-Bench \u6784\u5efa\u4e86\u4e00\u5957\u591a\u7ef4\u5ea6\u7684\u96be\u5ea6\u63a7\u5236\u4e0e\u8d28\u91cf\u4fdd\u969c\u673a\u5236\u3002\u5728\u6570\u636e\u7b5b\u9009\u9636\u6bb5\uff0c\u7cfb\u7edf\u4f1a\u7ed3\u5408\u89c4\u5219\u8fc7\u6ee4\u4e0e\u610f\u56fe\u8bc6\u522b\u6280\u672f\uff0c\u7cbe\u51c6\u7504\u522b\u51fa\u786e\u5b9e\u6d89\u53ca\u65b0\u529f\u80fd\u5f00\u53d1\u7684 pull request\u3002\u6bcf\u4e2a\u4efb\u52a1\u5b9e\u4f8b\u5747\u914d\u5907\u8be6\u5c3d\u7684\u529f\u80fd\u8bf7\u6c42\u63cf\u8ff0\u3001\u65b0\u589e\u7ec4\u4ef6\u5b9a\u4e49\uff08\u5305\u62ec\u51fd\u6570\u7b7e\u540d\u3001\u7c7b\u7ed3\u6784\u7b49\uff09\u3001\u73af\u5883\u914d\u7f6e\u4fe1\u606f\u53ca\u5355\u5143\u6d4b\u8bd5\u7528\u4f8b\uff0c\u5e76\u6807\u6ce8\u9ec4\u91d1\u8865\u4e01\uff08gold patch\uff09\u4f5c\u4e3a\u53c2\u8003\u5b9e\u73b0\u3002\u6240\u6709\u5b9e\u4f8b\u5728\u53d1\u5e03\u524d\u5747\u901a\u8fc7\u81ea\u52a8\u5355\u5143\u6d4b\u8bd5\u9a8c\u8bc1\uff0c\u786e\u4fdd\u6570\u636e\u96c6\u5177\u6709\u826f\u597d\u7684\u53ef\u9a8c\u8bc1\u6027\u548c\u53ef\u590d\u73b0\u6027\uff0c\u4e3a\u8bc4\u4f30\u6a21\u578b\u6027\u80fd\u63d0\u4f9b\u4e86\u7a33\u5b9a\u53ef\u9760\u7684\u57fa\u7840\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"143\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/06\/fea-bench-3-1024x143.png\" alt=\"graphical user interface, text, application, chat or text message\" class=\"wp-image-1142570\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/06\/fea-bench-3-1024x143.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/06\/fea-bench-3-300x42.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/06\/fea-bench-3-768x107.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/06\/fea-bench-3-1536x215.png 1536w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/06\/fea-bench-3-2048x286.png 2048w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/06\/fea-bench-3-240x34.png 240w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption 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