{"id":998,"date":"2025-08-19T09:47:00","date_gmt":"2025-08-19T01:47:00","guid":{"rendered":"http:\/\/www.applicationsofllm.com\/?p=998"},"modified":"2025-09-17T09:54:51","modified_gmt":"2025-09-17T01:54:51","slug":"%e5%a4%9a%e6%a8%a1%e6%80%81bug%e4%bf%ae%e5%a4%8d%e6%96%b0sota%ef%bc%9a%e6%85%95%e5%b0%bc%e9%bb%91%e5%b7%a5%e5%a4%a7guirepair%e7%99%bb%e4%b8%8aswe-bench-multimodal%e6%a6%9c%e5%8d%95%e7%ac%ac%e4%b8%80","status":"publish","type":"post","link":"http:\/\/www.applicationsofllm.com\/index.php\/2025\/08\/19\/%e5%a4%9a%e6%a8%a1%e6%80%81bug%e4%bf%ae%e5%a4%8d%e6%96%b0sota%ef%bc%9a%e6%85%95%e5%b0%bc%e9%bb%91%e5%b7%a5%e5%a4%a7guirepair%e7%99%bb%e4%b8%8aswe-bench-multimodal%e6%a6%9c%e5%8d%95%e7%ac%ac%e4%b8%80\/","title":{"rendered":"\u591a\u6a21\u6001BUG\u4fee\u590d\u65b0SOTA\uff1a\u6155\u5c3c\u9ed1\u5de5\u5927GUIRepair\u767b\u4e0aSWE-bench Multimodal\u699c\u5355\u7b2c\u4e00"},"content":{"rendered":"\n

\u81ea\u52a8\u5316\u4fee\u590d\u771f\u5b9e\u4e16\u754c\u7684\u8f6f\u4ef6\u7f3a\u9677\u95ee\u9898\u662f\u81ea\u52a8\u5316\u7a0b\u5e8f\u4fee\u590d\u7814\u7a76\u793e\u533a\u7684\u957f\u671f\u76ee\u6807\u3002\u7136\u800c\uff0c\u5982\u4f55\u81ea\u52a8\u5316\u89e3\u51b3\u89c6\u89c9\u8f6f\u4ef6\u7f3a\u9677\u4ecd\u7136\u662f\u4e00\u4e2a\u5c1a\u672a\u5145\u5206\u63a2\u7d22\u7684\u9886\u57df\u3002\u6700\u8fd1\uff0c\u968f\u7740 SWE-bench \u56e2\u961f\u53d1\u5e03\u6700\u65b0\u7684\u591a\u6a21\u6001 Issue \u4fee\u590d\u57fa\u51c6 SWE-bench Multimodal\uff0c\u591a\u6a21\u6001\u95ee\u9898\u4fee\u590d\u5f15\u8d77\u4e86\u7814\u7a76\u4eba\u5458\u7684\u5e7f\u6cdb\u5173\u6ce8\uff0c\u5982\u4f55\u6709\u6548\u7684\u89e3\u51b3\u8fd9\u7c7b\u591a\u6a21\u6001\u95ee\u9898\u5bf9\u73b0\u6709\u7684\u4fee\u590d\u7cfb\u7edf\u5448\u73b0\u51fa\u5173\u952e\u6311\u6218\u3002<\/p>\n\n\n\n

\u4e3a\u4e86\u89e3\u51b3\u591a\u6a21\u6001\u4fee\u590d\u573a\u666f\uff0c\u6765\u81ea\u6155\u5c3c\u9ed1\u5de5\u4e1a\u5927\u5b66 Software Engineering & AI <\/strong>\u56e2\u961f<\/strong>\u5e26\u6765\u4e86\u4e00\u9879\u6700\u65b0\u7814\u7a76\u6210\u679c\uff1aGUIRepair \u2014\u2014\u300aSeeing is Fixing: Cross-Modal Reasoning with Multimodal LLMs for Visual Software Issue Repair\u300b\u3002<\/strong>\u8fd9\u9879\u5de5\u4f5c\u5df2\u7ecf\u6210\u529f\u767b\u4e0a\u4e86 SWE-bench Multimodal \u6392\u884c\u699c\u7684\u7b2c\u4e00\u540d<\/strong> \uff0c\u4e3a\u591a\u6a21\u6001\u8f6f\u4ef6\u81ea\u52a8\u4fee\u590d\u5f00\u8f9f\u4e86\u4e00\u6761\u5145\u6ee1\u6f5c\u529b\u7684\u9053\u8def\u3002\u76ee\u524d\uff0c\u8be5\u8bba\u6587\u5df2\u88ab\u8f6f\u4ef6\u5de5\u7a0b\u9886\u57df\u9876\u7ea7\u5b66\u672f\u4f1a\u8bae ASE 2025 \u63a5\u6536\u3002<\/p>\n\n\n\n

\"\"<\/figure>\n\n\n\n
    \n
  • \u8bba\u6587\u6807\u9898\uff1aSeeing is Fixing: Cross-Modal Reasoning with Multimodal LLMs for Visual Software Issue Fixing<\/li>\n\n\n\n
  • \u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/abs\/2506.16136<\/li>\n<\/ul>\n\n\n\n

    \u7814\u7a76\u52a8\u673a\uff1a\u4e3a\u4ec0\u4e48\u8981\u7814\u7a76 \u201c\u89c6\u89c9\u8f6f\u4ef6\u95ee\u9898\u201d\uff1f<\/strong><\/p>\n\n\n\n

    \u5728\u8f6f\u4ef6\u5de5\u7a0b\u9886\u57df\uff0c\u81ea\u52a8\u7a0b\u5e8f\u4fee\u590d\uff08Automated Program Repair, APR\uff09 <\/strong>\u662f\u4e00\u4e2a\u91cd\u8981\u65b9\u5411\u3002\u5b83\u7684\u76ee\u6807\u662f\u5229\u7528\u667a\u80fd\u6280\u672f\uff0c\u81ea\u52a8\u4e3a\u5f00\u53d1\u8005\u5b9a\u4f4d\u5e76\u4fee\u590d bug\uff0c\u4ece\u800c\u8282\u7701\u5927\u91cf\u4eba\u5de5\u8c03\u8bd5\u7684\u6210\u672c\u3002\u968f\u7740\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u7684\u53d1\u5c55\uff0cAPR \u5728\u8bb8\u591a\u7ecf\u5178\u57fa\u51c6\uff08\u5982 SWE-bench\u3001Defects4J\uff09\u4e0a\u5df2\u7ecf\u5c55\u73b0\u51fa\u4e86\u5f88\u5f3a\u7684\u6027\u80fd\u3002<\/p>\n\n\n\n

    \u7136\u800c\uff0c\u8fd9\u4e9b\u7814\u7a76\u51e0\u4e4e\u90fd\u505c\u7559\u5728 \u5355\u4e00\u6a21\u6001\uff08unimodal\uff09<\/strong> \u7684\u5c42\u9762\uff1a<\/p>\n\n\n\n

      \n
    • \u8f93\u5165\u662f\u00a0\u6587\u672c\u63cf\u8ff0<\/strong>\uff08issue \u62a5\u544a\uff09\uff0c<\/li>\n\n\n\n
    • \u518d\u7ed3\u5408\u00a0\u6e90\u4ee3\u7801<\/strong>\uff0c<\/li>\n\n\n\n
    • \u8ba9 LLM \u6765\u63a8\u7406\u4fee\u590d\u3002<\/li>\n<\/ul>\n\n\n\n

      \u4f46\u73b0\u5b9e\u4e2d\u7684\u8f6f\u4ef6\u5f00\u53d1\u5e76\u6ca1\u6709\u8fd9\u4e48 \u201c\u5355\u4e00\u201d\u3002<\/p>\n\n\n\n

      \u5728\u73b0\u4ee3\u524d\u7aef\u5f00\u53d1\u548c GUI \u5e94\u7528\u4e2d\uff0c\u7528\u6237\u548c\u5f00\u53d1\u8005\u5728\u62a5\u544a\u95ee\u9898\u65f6\uff0c\u5f80\u5f80\u4f1a\u9644\u4e0a \u591a\u6a21\u6001\uff08multimodal\uff09<\/strong>\u4fe1\u606f\uff0c\u4f8b\u5982\u4f7f\u7528\u5c4f\u5e55\u622a\u56fe<\/strong>\u6765\u5448\u73b0\u5e76\u8bb0\u5f55\u5177\u4f53\u7684\u95ee\u9898\u573a\u666f\uff1a<\/p>\n\n\n\n

        \n
      • \u7ec4\u4ef6\u4f4d\u7f6e\u9519\u4e71<\/li>\n\n\n\n
      • \u56fe\u8868\u663e\u793a\u5f02\u5e38<\/li>\n\n\n\n
      • \u6309\u94ae\u6837\u5f0f\u9519\u8bef\u2026\u2026<\/li>\n<\/ul>\n\n\n\n
        \"\"<\/figure>\n\n\n\n

        \u8fd9\u4e9b GUI \u76f8\u5173\u7684\u95ee\u9898\u5355\u9760\u6587\u5b57\u96be\u4ee5\u63cf\u8ff0\u6e05\u695a<\/strong>\uff0c\u622a\u56fe\u63d0\u4f9b\u7684\u89c6\u89c9\u4fe1\u606f\u5f80\u5f80\u81f3\u5173\u91cd\u8981\u3002<\/p>\n\n\n\n

        \u7136\u800c\uff0c\u73b0\u6709\u7684 APR \u7cfb\u7edf\u5f88\u5c11\u5173\u6ce8\u89c6\u89c9\u8f6f\u4ef6\u9886\u57df\uff0c\u5b83\u4eec\u5f88\u96be\u76f4\u63a5\u5229\u7528\u5e76\u5145\u5206\u7406\u89e3\u8fd9\u4e9b\u89c6\u89c9\u4fe1\u606f\u3002<\/p>\n\n\n\n

        \u4e0e\u6b64\u540c\u65f6\uff0cGUI Testing \u793e\u533a\u867d\u7136\u5173\u6ce8 GUI \u76f8\u5173\u7684\u8f6f\u4ef6\u95ee\u9898\uff0c\u4f46\u4ed6\u4eec\u7684\u7814\u7a76\u91cd\u70b9\u662f\uff1a \u201c\u5982\u4f55\u53d1\u73b0 \/ \u66b4\u9732 bug\uff1f\u201d<\/p>\n\n\n\n

        \u5374\u5f88\u5c11\u8003\u8651\uff1a\u201c\u5982\u4f55\u81ea\u52a8\u4fee\u590d\u8fd9\u4e9b bug\uff1f\u201d<\/p>\n\n\n\n

        \u4e8e\u662f\uff0cAPR \u548c GUI Testing \u4e4b\u95f4\u51fa\u73b0\u4e86\u4e00\u9053 \u201c\u65ad\u5c42\u201d\u3002<\/strong><\/p>\n\n\n\n

        \u89e3\u51b3\u601d\u8def\uff1a\u8de8\u6a21\u6001\u63a8\u7406\uff08Seeing is Fixing\uff09<\/strong><\/p>\n\n\n\n

        \u5e26\u7740\u8fd9\u4e2a\u95ee\u9898\uff0c\u6211\u4eec\u63d0\u51fa\u4e86 GUIRepair <\/strong>\u2014\u2014 \u4e00\u4e2a\u5c06 APR <\/strong>\u4e0e GUI Testing<\/strong> \u7684\u7ecf\u9a8c\u77e5\u8bc6\u5de7\u5999\u878d\u5408\u7684\u8de8\u6a21\u6001\u81ea\u52a8\u4fee\u590d\u6846\u67b6\u3002<\/p>\n\n\n\n

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

        \u5b83\u7684\u8bbe\u8ba1\u54f2\u5b66\u53ef\u4ee5\u7528\u4e00\u53e5\u8bdd\u6765\u6982\u62ec\uff1a<\/p>\n\n\n\n

        Seeing is Fixing<\/strong> \u2014\u2014 \u53ea\u6709\u771f\u6b63 \u201c\u770b\u89c1\u201d \u95ee\u9898\uff0c\u624d\u80fd\u66f4\u597d\u5730 \u201c\u4fee\u590d\u201d \u95ee\u9898\u3002<\/p>\n\n\n\n

        GUIRepair \u7684\u6838\u5fc3\u7531\u4e24\u4e2a\u4e92\u8865\u7684\u8de8\u6a21\u6001\u7ec4\u4ef6\u6784\u6210\uff1a<\/p>\n\n\n\n

        1. Image2Code<\/strong><\/p>\n\n\n\n

          \n
        • \u76ee\u6807\uff1a\u5e2e\u52a9\u6a21\u578b\u66f4\u597d\u5730\u7406\u89e3\u524d\u7aef\u7684\u89c6\u89c9\u95ee\u9898\u3002<\/li>\n\n\n\n
        • \u65b9\u6cd5\uff1a\u5c06\u89c6\u89c9\u5143\u7d20\u8f6c\u5316\u4e3a\u53ef\u6267\u884c\u7684\u4ee3\u7801\u4e0a\u4e0b\u6587\uff0c\u8ba9 LLM \u80fd\u591f\u4ece \u201c\u56fe\u50cf\u201d \u4e2d\u53cd\u63a8\u51fa \u201c\u4ee3\u7801\u884c\u4e3a\u201d\u3002<\/li>\n\n\n\n
        • \u610f\u4e49\uff1a\u5c31\u50cf\u5f00\u53d1\u8005\u770b\u5230\u754c\u9762\u5f02\u5e38\u65f6\uff0c\u4f1a\u60f3\u5230\u662f\u54ea\u4e2a\u4ee3\u7801\u7247\u6bb5\u5bfc\u81f4\u4e86\u8fd9\u4e2a UI \u9519\u8bef\u3002<\/li>\n<\/ul>\n\n\n\n

          2. Code2Image<\/strong><\/p>\n\n\n\n

            \n
          • \u76ee\u6807\uff1a\u5e2e\u52a9\u6a21\u578b\u9a8c\u8bc1\u4fee\u590d\u662f\u5426\u771f\u6b63\u594f\u6548\u3002<\/li>\n\n\n\n
          • \u65b9\u6cd5\uff1a\u5c06\u8865\u4e01\u7684\u4ee3\u7801\u884c\u4e3a\u91cd\u65b0\u6e32\u67d3\u4e3a\u89c6\u89c9\u8f93\u51fa\uff0c\u4ee5\u63d0\u4f9b\u4fee\u590d\u884c\u4e3a\u7684\u89c6\u89c9\u5316\u53cd\u9988\u3002<\/li>\n\n\n\n
          • \u610f\u4e49\uff1a\u4e0d\u662f\u53ea\u9760 \u201c\u7f16\u8bd1\u662f\u5426\u901a\u8fc7\u201d\uff0c\u800c\u662f \u8ba9\u6a21\u578b\u50cf\u4eba\u7c7b\u5f00\u53d1\u8005\u4e00\u6837\u81ea\u5df1 \u201c\u89c2\u5bdf\u201d \u4fee\u590d\u540e\u7684\u754c\u9762\u6548\u679c\u3002<\/li>\n<\/ul>\n\n\n\n

            \u901a\u8fc7\u8fd9\u4e24\u4e2a\u7ec4\u4ef6\uff0cGUIRepair \u5728\u4fee\u590d\u6d41\u7a0b\u4e2d\u5b9e\u73b0\u4e86 \u8de8\u6a21\u6001\u7684\u53cc\u5411\u8f6c\u6362<\/strong> \u4ee5\u5c06\u89c6\u89c9\u4fe1\u606f\u4e0e\u4ee3\u7801\u884c\u4e3a\u5efa\u7acb\u8054\u7cfb\uff1a<\/p>\n\n\n\n

              \n
            • \u4ece\u00a0\u56fe\u50cf \u2192 \u4ee3\u7801<\/strong>\u00a0\u7684\u7406\u89e3\uff08\u7406\u89e3\u95ee\u9898\uff09\uff0c<\/li>\n\n\n\n
            • \u518d\u5230\u00a0\u4ee3\u7801 \u2192 \u56fe\u50cf<\/strong>\u00a0\u7684\u9a8c\u8bc1\uff08\u786e\u8ba4\u4fee\u590d\uff09\u3002<\/li>\n<\/ul>\n\n\n\n

              \u5b9e\u9a8c\u7ed3\u679c\uff1aSWE-bench Multimodal \u65b0 SOTA\uff01<\/strong><\/p>\n\n\n\n

              \u6211\u4eec\u5728 SWE-bench Multimodal\uff08SWE-bench M\uff09<\/strong>\u4e0a\u5bf9 GUIRepair \u8fdb\u884c\u4e86\u7cfb\u7edf\u8bc4\u6d4b\u3002<\/p>\n\n\n\n

              \u8fd9\u662f\u76ee\u524d\u6700\u5177\u6311\u6218\u6027\u7684\u57fa\u51c6\u4e4b\u4e00\uff0c\u6db5\u76d6\u4e86 517 \u4e2a\u771f\u5b9e\u7684\u591a\u6a21\u6001\u95ee\u9898<\/strong>\uff0c\u5e7f\u6cdb\u6765\u6e90\u4e8e\u5f00\u6e90 JavaScript \u5e93\uff08\u5982 bpmn-js\u3001carbon\u3001openlayers \u7b49\uff09\u3002<\/p>\n\n\n\n

              \u5b9e\u9a8c\u7ed3\u679c\u663e\u793a\uff1a<\/p>\n\n\n\n

                \n
              • GUIRepair \u5728\u4f7f\u7528 GPT-4o \u4f5c\u4e3a\u57fa\u5ea7\u6a21\u578b\u65f6\uff0c\u6210\u529f\u89e3\u51b3\u4e86\u00a030.37%<\/strong>\u00a0\u7684\u4efb\u52a1\u5b9e\u4f8b\uff0c\u8d85\u8d8a\u4e86\u73b0\u6709\u7684\u4f7f\u7528\u76f8\u540c\u6a21\u578b\u7684\u4fee\u590d\u7cfb\u7edf\u3002<\/li>\n\n\n\n
              • \u5f53\u4f7f\u7528\u66f4\u5f3a\u7684 o3 \u6a21\u578b\u65f6\uff0cGUIRepair \u66f4\u662f\u8fbe\u5230\u4e86\u00a035.98%<\/strong>\u00a0\u7684\u4fee\u590d\u6210\u7ee9\uff0c\u8d85\u8fc7\u4e86\u73b0\u6709\u7684\u6240\u6709\u5f00\u6e90\u548c\u5546\u4e1a\u4fee\u590d\u7cfb\u7edf\u3002<\/li>\n\n\n\n
              • \u8fd9\u4e5f\u8ba9 GUIRepair \u6210\u529f\u767b\u9876\u00a0SWE-bench Multimodal <\/strong>\u6392\u884c\u699c\u7b2c\u4e00<\/strong>\uff01<\/li>\n<\/ul>\n\n\n\n
                \"\"<\/figure>\n\n\n\n

                \u8fd9\u9879\u5de5\u4f5c\u7684\u610f\u4e49<\/strong><\/p>\n\n\n\n

                \u6211\u4eec\u8ba4\u4e3a GUIRepair \u7684\u8d21\u732e\u4e0d\u4ec5\u4ec5\u662f\u6392\u884c\u699c\u4e0a\u7684\u7b2c\u4e00\u540d\uff0c\u66f4\u5728\u4e8e\u5b83\u6253\u5f00\u4e86\u4e00\u6761 \u65b0\u7684\u7814\u7a76\u65b9\u5411<\/strong>\uff1a<\/p>\n\n\n\n

                  \n
                • \u8fc7\u53bb APR \u7684\u7814\u7a76\u91cd\u70b9\u5728 \u201c\u6587\u672c + \u4ee3\u7801\u201d\uff1b<\/li>\n\n\n\n
                • GUI Testing \u7684\u91cd\u70b9\u5728 \u201c\u53d1\u73b0\u95ee\u9898\u201d\uff1b<\/li>\n\n\n\n
                • \u800c GUIRepair \u628a\u4e8c\u8005\u7ed3\u5408\u8d77\u6765\uff0c\u771f\u6b63\u8ba9\u6a21\u578b\u5177\u5907\u4e86\u00a0\u89c6\u89c9\u7406\u89e3 + \u81ea\u52a8\u4fee\u590d<\/strong>\u00a0\u7684\u80fd\u529b\u3002<\/li>\n<\/ul>\n\n\n\n

                  \u56e0\u6b64\uff0c\u6211\u4eec\u60f3\u501f\u7528\u4e00\u53e5\u7ecf\u5178\u7684\u8bdd\u6765\u603b\u7ed3\uff1a<\/p>\n\n\n\n

                  \u8fd9\u662f\u591a\u6a21\u6001\u8f6f\u4ef6\u5de5\u7a0b\u7684\u4e00\u5c0f\u6b65\uff0c\u5374\u662f\u81ea\u52a8\u5316\u7a0b\u5e8f\u4fee\u590d\u7684\u4e00\u5927\u6b65\u3002<\/strong><\/p>\n\n\n\n

                  \u603b\u7ed3<\/strong><\/p>\n\n\n\n

                  \u81ea\u52a8\u4fee\u590d\u524d\u7aef\u89c6\u89c9\u95ee\u9898\uff0c\u8fd9\u66fe\u7ecf\u662f\u4e00\u4e2a\u88ab\u5ffd\u89c6\u7684 \u201c\u89d2\u843d\u201d\u3002<\/p>\n\n\n\n

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