{"id":27604,"date":"2025-10-20T09:51:11","date_gmt":"2025-10-20T01:51:11","guid":{"rendered":"https:\/\/aif.amtbbs.org\/?p=27604"},"modified":"2025-10-20T09:51:11","modified_gmt":"2025-10-20T01:51:11","slug":"%e6%b5%99%e5%a4%a7%e6%8e%a8%e5%87%ba%e9%a6%96%e4%b8%aa%e3%80%8c%e5%a4%9a%e5%9b%be%e5%ba%94%e7%94%a8%e9%a2%98%e3%80%8d%e5%9f%ba%e5%87%86gsm8k-v%ef%bc%8c%e5%85%a8%e9%9d%a2%e8%af%84%e4%bc%b0-vlm%e6%95%b0","status":"publish","type":"post","link":"https:\/\/aif.amtbbs.org\/index.php\/2025\/10\/20\/27604\/","title":{"rendered":"\u6d59\u5927\u63a8\u51fa\u9996\u4e2a\u300c\u591a\u56fe\u5e94\u7528\u9898\u300d\u57fa\u51c6GSM8K-V\uff0c\u5168\u9762\u8bc4\u4f30 VLM\u6570\u5b66\u63a8\u7406\u80fd\u529b"},"content":{"rendered":"
\u4eba\u7c7b\u80fd\u901a\u8fc7\u89c6\u89c9\u7ebf\u7d22\u8f7b\u677e\u5b8c\u6210\u8d2d\u7269\u627e\u96f6\u7b49\u65e5\u5e38\u63a8\u7406\uff0c\u4f46\u73b0\u6709AI\u6a21\u578b\u5728\u7c7b\u4f3c\u4efb\u52a1\u4e2d\u8868\u73b0\u6b20\u4f73\u3002\u6d59\u6c5f\u5927\u5b66\u7684\u7814\u7a76\u56e2\u961f\u5c06\u5c0f\u5b66\u6570\u5b66\u9898\u8f6c\u5316\u4e3a\u591a\u56fe\u89c6\u89c9\u57fa\u51c6\uff0c\u8bc4\u4f30\u6a21\u578b\u80fd\u5426\u300c\u770b\u61c2\u300d\u6570\u5b66\uff0c\u63ed\u793a\u5176\u8de8\u573a\u666f\u63a8\u7406\u77ed\u677f\uff0c\u4e3a\u4e0b\u4e00\u4ee3\u901a\u7528\u667a\u80fd\u6a21\u578b\u53d1\u5c55\u63d0\u4f9b\u65b9\u5411\u3002<\/div>\n
\n
\n

\u300c\u5c0f\u660e\u4e70\u4e863\u4e2a\u82f9\u679c\uff0c\u6bcf\u4e2a5\u5143\uff0c\u4ed6\u4ed8\u4e8620\u5143\uff0c\u5e94\u8be5\u627e\u56de\u591a\u5c11\u94b1\uff1f\u300d<\/p>\n

\u8fd9\u662f\u5178\u578b\u7684\u5c0f\u5b66\u6570\u5b66\u5e94\u7528\u9898\u3002\u4f46\u5728\u65e5\u5e38\u751f\u6d3b\u4e2d\uff0c\u6211\u4eec\u66f4\u5e38\u9047\u5230\u7684\u662f\u5b83\u7684\u89c6\u89c9\u7248\u672c\uff1a\u770b\u5230\u8d27\u67b6\u4e0a\u7684\u82f9\u679c\u6807\u4ef7\u724c\uff0c\u6570\u51fa\u8d2d\u7269\u7bee\u91cc\u7684\u82f9\u679c\u6570\u91cf\uff0c\u4f30\u7b97\u603b\u4ef7\uff0c\u518d\u4ece\u6536\u94f6\u5458\u624b\u4e2d\u63a5\u8fc7\u627e\u96f6\uff0c\u5feb\u901f\u5224\u65ad\u5bf9\u4e0d\u5bf9\u3002<\/p>\n

\u8fd9\u4e2a\u8fc7\u7a0b\u51e0\u4e4e\u4e0d\u9700\u8981\u8bed\u8a00\uff0c\u800c\u662f\u4f9d\u9760\u89c6\u89c9\u7ebf\u7d22<\/strong>\u5b8c\u6210\u63a8\u7406\uff1a\u770b\u5230\u3001\u6bd4\u8f83\u3001\u8ba1\u7b97\u3001\u9a8c\u8bc1\u3002<\/p>\n

\u8bed\u8a00\u8ba9\u6211\u4eec\u80fd\u4ee5\u7b26\u53f7\u65b9\u5f0f\u8fdb\u884c\u903b\u8f91\u3001\u63a8\u7406\u4e0e\u77e5\u8bc6\u7684\u4f20\u9012\uff0c\u4f46\u4eba\u7c7b\u771f\u6b63\u7684\u7406\u89e3\u5f80\u5f80\u5e76\u4e0d\u6b62\u4e8e\u8bed\u8a00\u3002<\/p>\n

\u4eba\u7c7b\u66f4\u64c5\u957f\u901a\u8fc7\u89c6\u89c9\u53bb\u300c\u770b\u89c1\u300d\u6570\u91cf\u3001\u7a7a\u95f4\u4e0e\u6bd4\u4f8b\uff0c\u4ee5\u5177\u8c61\u7684\u65b9\u5f0f\u5f62\u6210\u62bd\u8c61\u7684\u903b\u8f91\u3002<\/p>\n

<\/p>\n

\u6b63\u662f\u5728\u8fd9\u4e00\u7406\u5ff5\u542f\u53d1\u4e0b\uff0c\u7814\u7a76\u56e2\u961f\u63d0\u51fa\u4e86\u4e00\u4e2a\u5173\u952e\u95ee\u9898\uff1a<\/p>\n

\u300c\u80fd\u5426\u5c06\u81ea\u7136\u8bed\u8a00\u8868\u8ff0\u7684\u6570\u5b66\u5e94\u7528\u9898\u8f6c\u5316\u4e3a\u7eaf\u89c6\u89c9\u5f62\u5f0f\u7684\u591a\u56fe\u50cf\u95ee\u9898\uff0c\u4ece\u800c\u66f4\u771f\u5b9e\u5730\u8bc4\u4f30\u89c6\u89c9\u8bed\u8a00\u6a21\u578b\uff08VLMs\uff09\u7684\u6570\u5b66\u63a8\u7406\u80fd\u529b\uff1f\u300d<\/strong><\/p>\n

\u89c6\u89c9\u8bed\u8a00\u6a21\u578b\uff08VLMs\uff09\u5728\u56fe\u50cf\u4e0e\u6587\u672c\u7684\u8054\u5408\u5efa\u6a21\u4e0a\u53d6\u5f97\u4e86\u663e\u8457\u8fdb\u5c55\uff0c\u5176\u5728\u89c6\u89c9\u95ee\u7b54\u3001\u591a\u6a21\u6001\u7406\u89e3\u7b49\u4efb\u52a1\u4e2d\u8868\u73b0\u4f18\u5f02\u3002<\/p>\n

\u4f46\u5f53\u628a\u6570\u5b66\u63a8\u7406\u5f15\u5165\u89c6\u89c9\u573a\u666f\u65f6\uff0c\u73b0\u6709\u6a21\u578b\u4ecd\u9762\u4e34\u660e\u663e\u74f6\u9888\uff0c\u4e14\u73b0\u6709\u89c6\u89c9\u6570\u5b66\u57fa\u51c6\u5b58\u5728\u4ee5\u4e0b\u5c40\u9650\uff1a<\/p>\n

    \n
  • \u5f53\u524d\u89c6\u89c9\u6570\u5b66\u57fa\u51c6\u5927\u591a\u805a\u7126\u5728\u51e0\u4f55\u9898<\/strong>\uff0c\u4efb\u52a1\u8303\u56f4\u8fc7\u7a84\uff0c\u65e0\u6cd5\u8986\u76d6\u5b9e\u9645\u5e94\u7528\u9898\u60c5\u5f62\u3002<\/li>\n
  • \u51e0\u4e4e\u6ca1\u6709\u5bf9\u6570\u5b66\u5e94\u7528\u9898<\/strong>\u7684\u89c6\u89c9\u5316\u8bc4\u4f30\uff0c\u56e0\u6b64\u65e0\u6cd5\u8861\u91cf\u6a21\u578b\u5728\u771f\u5b9e\u6570\u5b66\u7406\u89e3\u4efb\u52a1\u4e2d\u7684\u80fd\u529b\u3002<\/li>\n
  • \u5f88\u5c11\u6d89\u53ca\u591a\u56fe\u50cf\u8de8\u573a\u666f\u63a8\u7406<\/strong>\uff0c\u8fd9\u4f7f\u5f97\u96be\u4ee5\u68c0\u9a8c\u6a21\u578b\u8de8\u573a\u666f\u5173\u8054\u80fd\u529b\u3002<\/li>\n<\/ul>\n

    \u5728\u6587\u672c\u6570\u5b66\u57fa\u51c6GSM8K\u4e0a\uff0c\u8bb8\u591a\u6a21\u578b\u7684\u51c6\u786e\u7387\u5df2\u8f7b\u677e\u7a81\u7834 90%\uff0c\u751a\u81f3\u8fbe\u5230\u6216\u8d85\u8d8a\u4eba\u7c7b\u6c34\u5e73\uff1b<\/p>\n

    \u7136\u800c\uff0c\u5f53\u9898\u76ee\u88ab\u8f6c\u5316\u4e3a\u89c6\u89c9\u5f62\u5f0f\u540e\uff0c\u7814\u7a76\u56e2\u961f\u53d1\u73b0\uff1a\u591a\u6570\u9876\u7ea7\u6a21\u578b\u77ac\u95f4\u8170\u65a9\uff0c\u4e0e\u4eba\u7c7b\u6c34\u5e73\u5b58\u5728\u663e\u8457\u5dee\u8ddd\u3002<\/p>\n

    \u9762\u5bf9\u8fd9\u4e9b\u95ee\u9898\uff0c\u6d59\u6c5f\u5927\u5b66\u7684\u7814\u7a76\u56e2\u961f\u63d0\u51fa\u4e86GSM8K-V<\/strong>\u2014\u2014\u5c06\u5e7f\u6cdb\u4f7f\u7528\u7684\u6570\u5b66\u57fa\u51c6GSM8K<\/strong>\u7cfb\u7edf\u6027\u5730\u6620\u5c04\u4e3a\u5176\u89c6\u89c9\u5bf9\u5e94\u7248\u672c\uff0c\u6784\u5efa\u51fa\u4e00\u4e2a\u8de8\u573a\u666f\u3001\u591a\u56fe\u50cf\u7684\u89c6\u89c9\u6570\u5b66\u63a8\u7406\u57fa\u51c6<\/strong>\u3002\u8be5\u57fa\u51c6\u65e8\u5728\u68c0\u9a8c\u6a21\u578b\u662f\u5426\u771f\u6b63\u80fd\u300c\u770b\u5f97\u61c2\u300d\u6570\u5b66\uff0c\u800c\u4e0d\u4ec5\u4ec5\u662f\u300c\u8bfb\u5f97\u61c2\u300d\u6587\u5b57\u3002<\/p>\n

    <\/p>\n

    \u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/abs\/2509.25160<\/span><\/h3>\n

    \u9879\u76ee\u5730\u5740\uff1ahttps:\/\/zju-real.github.io\/GSM8K-V<\/span><\/p>\n

    \u4ee3\u7801\u4ed3\u5e93\uff1ahttps:\/\/github.com\/ZJU-REAL\/GSM8K-V<\/span><\/p>\n

    \u6570\u636e\u96c6\uff1ahttps:\/\/huggingface.co\/datasets\/ZJU-REAL\/GSM8K-V<\/span><\/p>\n

    \u57fa\u51c6\u7279\u70b9<\/h4>\n

    \u57fa\u51c6\u7684\u6570\u636e\u6765\u6e90\u53ef\u9760\uff1a\u57fa\u4e8eGSM8K\u6d4b\u8bd5\u96c6\uff0c\u5171\u5305\u542b1,319\u9053\u9898\u76ee\uff0c\u5bf9\u5e945,343\u5f20\u9ad8\u8d28\u91cf\u56fe\u50cf\uff0c\u5e73\u5747\u6bcf\u98984\u5f20\u56fe\uff0c\u6700\u591a\u53ef\u8fbe11\u5f20\u3002<\/p>\n

    <\/p>\n

    \u4efb\u52a1\u8986\u76d6\u5168\u9762\uff1a\u6db5\u76d66\u5927\u7c7b\u300113\u4e2a\u5b50\u7c7b\u6570\u5b66\u573a\u666f\uff0c\u4ece\u57fa\u7840\u7b97\u672f\u3001\u6d4b\u91cf\u3001\u56fe\u5f62\u8bc6\u522b\u5230\u65f6\u95f4\u4e0e\u6bd4\u4f8b\u63a8\u7406\u3002<\/p>\n

    \u8de8\u56fe\u63a8\u7406\u80fd\u529b\u6d4b\u8bd5\uff1a\u6f2b\u753b\u5f0f\u591a\u573a\u666f\u89c6\u89c9\u5448\u73b0\uff0c\u901a\u8fc7\u591a\u573a\u666f\u7ec4\u5408\u68c0\u9a8c\u6a21\u578b\u5728\u4e0d\u540c\u753b\u9762\u95f4\u7684\u903b\u8f91\u5173\u8054\u80fd\u529b\u3002<\/p>\n

    <\/p>\n

    \u4e09\u9636\u6bb5\u81ea\u52a8\u5316\u6784\u5efa\u6d41\u7a0b<\/h4>\n

    GSM8K-V<\/strong>\u7684\u6838\u5fc3\u5728\u4e8e\u5982\u4f55\u8ba9\u300c\u6587\u5b57\u9898\u300d\u53d8\u6210\u7b49\u4ef7\u7684\u300c\u89c6\u89c9\u9898\u300d\u3002<\/p>\n

    \u4e3a\u6b64\uff0c\u7814\u7a76\u56e2\u961f\u8bbe\u8ba1\u4e86\u4e00\u5957\u4e09\u9636\u6bb5\u81ea\u52a8\u5316\u6784\u5efa\u6d41\u7a0b<\/strong>\uff0c\u786e\u4fdd\u89c6\u89c9\u9898\u4e0e\u539f\u59cb\u6587\u672c\u9898\u76ee\u5728\u8bed\u4e49\u4e0a\u4e00\u4e00\u5bf9\u5e94\u3001\u903b\u8f91\u4e00\u81f4\u3002<\/p>\n

    <\/p>\n

    \u9636\u6bb5\u4e00\uff1a\u95ee\u9898\u5206\u89e3\u4e0e\u573a\u666f\u5206\u914d<\/strong><\/p>\n

    \u5728\u8fd9\u4e00\u9636\u6bb5\uff0c\u4f7f\u7528\u00a0GPT-4.1<\/strong>\u00a0\u5bf9\u00a0GSM8K<\/strong>\u00a0\u4e2d\u7684\u6bcf\u9053\u9898\u8fdb\u884c\u6570\u5b66\u4fe1\u606f\u5206\u89e3\uff0c\u81ea\u52a8\u5c06\u9898\u76ee\u62c6\u89e3\u4e3a\u7ed3\u6784\u5316\u4e09\u5143\u7ec4\u00a0(<\/code>object, math value, semantic)<\/strong><\/code>\uff0c\u7cbe\u786e\u6807\u6ce8\u51fa\u6bcf\u4e2a\u5b9e\u4f53\u3001\u5bf9\u5e94\u7684\u6570\u503c\u5c5e\u6027\u53ca\u5176\u8bed\u4e49\u4fe1\u606f\u3002\u968f\u540e\uff0c\u4f9d\u636e\u5982\u4e0b\u539f\u5219\u5b8c\u6210\u573a\u666f\u5206\u914d\uff1a<\/p>\n

    \u8bed\u5883\u805a\u5408\uff08Contextual Grouping\uff09<\/strong>\uff1a\u540c\u4e00\u7c7b\u578b\u6216\u540c\u4e00\u573a\u666f\u7684\u6570\u5b66\u4fe1\u606f\u88ab\u5f52\u5165\u540c\u4e00\u753b\u9762\uff1b<\/p>\n

    \u6700\u7ec8\u9694\u79bb\uff08Final Isolation\uff09<\/strong>\uff1a\u9898\u5e72\u7684\u63d0\u95ee\u90e8\u5206\u4fdd\u7559\u5728\u6700\u540e\u4e00\u5f20\u56fe\uff0c\u786e\u4fdd\u63a8\u7406\u76ee\u6807\u6e05\u6670\uff1b<\/p>\n

    \u539f\u5b50\u4fdd\u771f\uff08Atomic Fidelity\uff09<\/strong>\uff1a\u4e25\u683c\u907f\u514d\u63a8\u7406\u6027\u6574\u5408\uff0c\u4ec5\u4fdd\u7559\u6700\u57fa\u7840\u7684\u6570\u5b66\u4e8b\u5b9e\u3002<\/p>\n

    \u6b64\u5916\uff0c\u8fd8\u5728\u573a\u666f\u6784\u5efa\u4e2d\u5f15\u5165\u591a\u7ef4\u5e72\u6270\u673a\u5236<\/strong>\uff1a\u901a\u8fc7\u5728\u56fe\u50cf\u4e2d\u52a0\u5165\u611f\u77e5\u5e72\u6270<\/strong>\uff08\u5982\u65e0\u5173\u4f46\u663e\u773c\u7684\u7269\u4f53\uff09\u548c\u8bed\u4e49\u5e72\u6270<\/strong>\uff08\u4e0e\u95ee\u9898\u76f8\u5173\u4f46\u8bef\u5bfc\u6027\u7684\u5143\u7d20\uff09\uff0c\u663e\u8457\u63d0\u9ad8\u6a21\u578b\u63a8\u7406\u7684\u771f\u5b9e\u6027\u4e0e\u6311\u6218\u6027\u3002<\/p>\n

    \u9636\u6bb5\u4e8c\uff1a\u573a\u666f\u63cf\u8ff0\u751f\u6210<\/strong><\/p>\n

    \u4e3a\u4e86\u8ba9\u56fe\u50cf\u751f\u6210\u66f4\u7cbe\u51c6\uff0c\u7814\u7a76\u56e2\u961f\u8bbe\u8ba1\u4e86\u57fa\u4e8e\u5143\u7b56\u7565\u6a21\u677f<\/strong>\u63cf\u8ff0\u4f53\u7cfb\u3002\u9488\u5bf9\u4e0d\u540c\u7c7b\u578b\u7684\u6570\u5b66\u5143\u7d20\uff08\u5982\u65f6\u95f4\u3001\u767e\u5206\u6bd4\u7b49\uff09\uff0c\u9884\u5b9a\u4e49\u4e13\u5c5e\u63d0\u793a\u8bcd\u4e0e\u89c6\u89c9\u8868\u8fbe\u6a21\u677f\u3002<\/p>\n

    \u6bcf\u4e2a\u573a\u666f\u90fd\u7531 GPT-4.1 \u751f\u6210\u7ed3\u6784\u5316\u63cf\u8ff0\uff0c\u91c7\u7528\u4e09\u5143\u7ec4\u5f62\u5f0f\uff1a(object\uff1a<\/strong><\/code>\u573a\u666f\u4e2d\u5fc5\u987b\u51fa\u73b0\u7684\u6838\u5fc3\u5b9e\u4f53,\u00a0<\/strong>action<\/strong><\/code>\uff1a\u63cf\u8ff0\u5bf9\u8c61\u7684\u72b6\u6001\u6216\u52a8\u4f5c,<\/strong>\u00a0composition<\/strong><\/code>\uff1a\u5b9a\u4e49\u6240\u6709\u5143\u7d20\u5728\u753b\u9762\u4e2d\u7684\u7a7a\u95f4\u4e0e\u5c42\u6b21\u5173\u7cfb<\/strong>)\u3002<\/p>\n

    \u8fd9\u79cd\u7ed3\u6784\u5316\u63cf\u8ff0\u786e\u4fdd\u4e86\u4e0d\u540c\u573a\u666f\u4e4b\u95f4\u7684\u4e00\u81f4\u6027\uff0c\u4e3a\u540e\u7eed\u56fe\u50cf\u751f\u6210\u63d0\u4f9b\u4e86\u53ef\u590d\u73b0\u7684\u89c6\u89c9\u84dd\u56fe\u3002<\/p>\n

    \u9636\u6bb5\u4e09\uff1a\u56fe\u50cf\u751f\u6210\u4e0e\u4ea4\u53c9\u9a8c\u8bc1<\/strong><\/p>\n

    \u5728\u8be5\u9636\u6bb5\uff0c\u56e2\u961f\u4f7f\u7528\u00a0GPT-Image-1<\/strong>\u00a0\u6a21\u578b\u751f\u6210\u591a\u573a\u666f\u6f2b\u753b\u5f0f\u56fe\u50cf\uff0c\u6bcf\u5f20\u5206\u8fa8\u7387\u8fbe\u00a01024\u00d71024<\/strong>\u3002\u6240\u6709\u56fe\u50cf\u5747\u7ecf\u8fc7\u00a0\u53cc\u91cd\u4eba\u5de5\u4ea4\u53c9\u9a8c\u8bc1<\/strong>\uff0c\u786e\u4fdd\u5176\u51c6\u786e\u6027\u4e0e\u5408\u89c4\u6027\uff0c\u9075\u5faa\u4e09\u6761\u51c6\u5219\uff1a<\/p>\n

      \n
    • \u4e00\u81f4\u6027\uff08Consistency\uff09<\/strong>\uff1a\u56fe\u50cf\u4e2d\u7684\u5b9e\u4f53\u3001\u6570\u91cf\u3001\u7ea6\u675f\u9700\u5b8c\u5168\u4fdd\u7559\u539f\u9898\u8bed\u4e49\uff1b<\/li>\n
    • \u5b8c\u6574\u6027\uff08Completeness\uff09<\/strong>\uff1a\u89e3\u9898\u6240\u9700\u7684\u5168\u90e8\u4fe1\u606f\u90fd\u5e94\u5728\u753b\u9762\u4e2d\u53ef\u89c1\uff1b<\/li>\n
    • \u5408\u89c4\u6027\uff08Compliance\uff09<\/strong>\uff1a\u56fe\u50cf\u5185\u5bb9\u9700\u5b89\u5168\u3001\u6e05\u6670\uff0c\u65e0\u6a21\u7cca\u6216\u8bef\u5bfc\u5143\u7d20\u3002<\/li>\n<\/ul>\n

      \u5bf9\u5b58\u5728\u504f\u5dee\u7684\u6837\u672c\uff0c\u4eba\u5de5\u6807\u6ce8\u8005\u4f1a\u91cd\u65b0\u6821\u6b63\u573a\u666f\u63cf\u8ff0\u6216\u56fe\u50cf\u5185\u5bb9\uff0c\u4ee5\u4fdd\u8bc1\u6570\u636e\u96c6\u8d28\u91cf\u4e0e\u5b66\u672f\u53ef\u590d\u73b0\u6027\u3002<\/p>\n

      \u5b9e\u9a8c\u7ed3\u679c<\/h4>\n

      \u7814\u7a76\u56e2\u961f\u5728GSM8K-V<\/strong>\u4e0a\u7cfb\u7edf\u8bc4\u6d4b\u4e8619\u4e2a\u4e3b\u6d41\u89c6\u89c9\u8bed\u8a00\u6a21\u578b<\/strong>\uff0c\u5305\u62ec\u95ed\u6e90\u6a21\u578bGemini-2.5-Pro\u3001GPT-5\uff0c\u4ee5\u53ca\u5f00\u6e90\u4ee3\u8868Llama-4\u3001InternVL3.5\u3001Qwen2.5-VL\u7b49\uff0c\u5168\u9762\u5206\u6790\u4e86\u5b83\u4eec\u5728\u89c6\u89c9\u6570\u5b66\u63a8\u7406\u4efb\u52a1\u4e2d\u7684\u8868\u73b0\u3002\u7ed3\u679c\u63ed\u793a\u4e86\u89c6\u89c9\u63a8\u7406\u4efb\u52a1\u7684\u5de8\u5927\u6311\u6218\u6027\u4ee5\u53ca\u4eba\u673a\u95f4\u663e\u8457\u7684\u5dee\u8ddd\u3002<\/p>\n

      <\/p>\n

      \u6587\u672c\u63a8\u7406\u51e0\u8fd1\u9971\u548c<\/strong><\/p>\n

      \u5728\u4f20\u7edf\u7684GSM8K \u6587\u672c\u57fa\u51c6<\/strong>\u00a0\u4e0a\uff0c\u5373\u4fbf\u662f\u8868\u73b0\u6700\u5dee\u7684\u6a21\u578b\u4e5f\u80fd\u53d6\u5f9778.32%\u7684\u51c6\u786e\u7387\uff0c\u800c\u7edd\u5927\u591a\u6570\u6a21\u578b\uff0814\/19\uff09\u5df2\u7ecf\u8f7b\u677e\u7a81\u783490%\uff0c\u8bf4\u660e\u5927\u6a21\u578b\u5728\u7eaf\u6587\u672c\u6570\u5b66\u63a8\u7406\u4efb\u52a1\u4e0a\u5df2\u7ecf\u63a5\u8fd1\u9971\u548c\uff0c\u751a\u81f3\u8fbe\u5230\u6216\u8d85\u8fc7\u4eba\u7c7b\u6c34\u5e73\u3002<\/p>\n

      \u89c6\u89c9\u63a8\u7406\u4ecd\u662f\u300c\u786c\u9aa8\u5934\u300d<\/strong><\/p>\n

      \u5f53\u4efb\u52a1\u4ece\u6587\u5b57\u8f6c\u5316\u4e3a\u89c6\u89c9\u573a\u666f\u540e\uff0c\u6a21\u578b\u7684\u8868\u73b0\u5374\u51fa\u73b0\u4e86\u663e\u8457\u4e0b\u964d\u3002\u5728GSM8K-V \u4e0a\uff0c\u6700\u5f3a\u95ed\u6e90\u6a21\u578bGemini-2.5-Pro\u4ec5\u53d6\u5f9746.93%\u7684\u51c6\u786e\u7387\uff0c\u800c\u5305\u62ecGPT-5\u3001Llama-4-17B-128E\u5728\u5185\u7684\u6a21\u578b\u4e5f\u4ec5\u7ef4\u6301\u572830%\u5de6\u53f3\u3002<\/p>\n

      \u8fd9\u8868\u660e\uff0cVLMs \u5728\u9762\u5bf9\u771f\u5b9e\u4e16\u754c\u7684\u591a\u56fe\u50cf\u6570\u5b66\u63a8\u7406\u65f6\u4f9d\u7136\u5b58\u5728\u663e\u8457\u77ed\u677f\uff0c\u5c24\u5176\u662f\u5728\u8de8\u573a\u666f\u5173\u8054\u3001\u591a\u56fe\u7406\u89e3\u4ee5\u53ca\u6570\u503c\u903b\u8f91\u4e00\u81f4\u6027\u65b9\u9762\u3002<\/p>\n

      GSM8K-V\u56e0\u6b64\u6210\u4e3a\u4e00\u4e2a\u6781\u5177\u6311\u6218\u6027\u4e14\u5177\u6709\u53ef\u6301\u7eed\u7814\u7a76\u4ef7\u503c\u7684\u89c6\u89c9\u6570\u5b66\u63a8\u7406\u57fa\u51c6\uff0c\u4e3a\u672a\u6765\u6a21\u578b\u80fd\u529b\u63d0\u5347\u63d0\u4f9b\u4e86\u65b0\u7684\u65b9\u5411\u3002<\/p>\n

      \u4eba\u673a\u5dee\u5f02\uff1a\u4e0d\u4ec5\u662f\u51c6\u786e\u7387\uff0c\u66f4\u662f\u7406\u89e3\u65b9\u5f0f<\/strong><\/p>\n

      \u4eba\u7c7b\u5728GSM8K-V\u4e0a\u7684\u5e73\u5747\u51c6\u786e\u7387\u9ad8\u8fbe91.15%\uff0c\u4e14\u5728\u6240\u6709\u7c7b\u522b\u4e2d\u90fd\u4fdd\u6301\u7a33\u5b9a\uff0886.76%\u201396.05%\uff09\u3002<\/p>\n

      \u76f8\u6bd4\u4e4b\u4e0b\uff0c\u6a21\u578b\u4e0d\u4ec5\u6574\u4f53\u51c6\u786e\u7387\u504f\u4f4e\uff0c\u8fd8\u8868\u73b0\u51fa\u663e\u8457\u7684\u4e0d\u5747\u8861\u6027\u3002\u4f8b\u5982\uff1aGPT-5\u5728\u300c Signboard & Icon \u300d\u548c\u300cMeasurement\u300d\u7c7b\u522b\u4e0a\u8868\u73b0\u76f8\u5bf9\u8f83\u597d\uff08\u7ea6 41\u201346%\uff09\uff0c\u4f46\u5728\u300cOther\u300d\u7c7b\u522b\u4e0a\u6025\u5267\u4e0b\u6ed1\uff0c\u4ec524.93%\u3002<\/p>\n

      \u5f00\u6e90\u6a21\u578bStep3\u5728\u300cPhysical Metric\u300d\u548c\u300cTemporal\u300d\u4efb\u52a1\u4e2d\u8868\u73b0\u5c1a\u53ef\uff0c\u4f46\u5728\u5176\u4ed6\u7c7b\u578b\u4e2d\u660e\u663e\u4e0d\u8db3\u4e8e\u540c\u7ea7\u6a21\u578b\u3002<\/p>\n

      \u66f4\u91cd\u8981\u7684\u662f\uff0c\u4eba\u7c7b\u4e0e\u6a21\u578b\u5728\u64c5\u957f\u7684\u7c7b\u522b\u4e0a\u51e0\u4e4e\u5b8c\u5168\u4e0d\u91cd\u5408\u3002\u4eba\u7c7b\u5728\u300cOther\u300d\u7c7b\u522b\u4e0a\u7684\u51c6\u786e\u7387\u9ad8\u8fbe 93.25%\uff0c\u751a\u81f3\u8d85\u8fc7\u5176\u5728\u300cSignboard & Icon\uff0890.27%\uff09\u300d\u548c\u300cMeasurement\uff0886.76%\uff09\u300d\u4e0a\u7684\u8868\u73b0\uff1b<\/p>\n

      \u800c\u6a21\u578b\u6070\u6070\u76f8\u53cd\uff0c\u5f80\u5f80\u4f9d\u8d56\u89c6\u89c9\u7b26\u53f7\u6216\u6570\u503c\u8868\u5f81\uff0c\u96be\u4ee5\u6355\u6349\u66f4\u62bd\u8c61\u7684\u8bed\u4e49\u903b\u8f91\u3002<\/p>\n

      \u8fd9\u8868\u660e\uff0c\u4eba\u7c7b\u7684\u89c6\u89c9\u63a8\u7406\u66f4\u52a0\u5e73\u8861\u548c\u53ef\u6cdb\u5316\uff0c\u80fd\u591f\u7075\u6d3b\u5730\u4ece\u56fe\u50cf\u4e2d\u5efa\u7acb\u8bed\u4e49\u8054\u7cfb\uff1b<\/p>\n

      \u800c\u73b0\u6709 VLMs \u4ecd\u503e\u5411\u4e8e\u4f9d\u8d56\u7c7b\u522b\u7279\u5f81\u6216\u6a21\u5f0f\u5339\u914d\uff0c\u7f3a\u4e4f\u6df1\u5c42\u7684\u8bed\u4e49\u7406\u89e3\u4e0e\u62bd\u8c61\u63a8\u7406\u80fd\u529b\u3002<\/p>\n

      \u5206\u6790\u4e0e\u53d1\u73b0<\/h4>\n

      \u4e3a\u8fdb\u4e00\u6b65\u5206\u6790GSM8K-V\u7684\u7a33\u5065\u6027\u4e0e\u6311\u6218\u6027\uff0c\u7814\u7a76\u56e2\u961f\u4ece\u8f93\u5165\u683c\u5f0f\u3001\u89c6\u89c9\u98ce\u683c\u3001\u6a21\u6001\u4f9d\u8d56\u4ee5\u53ca\u9519\u8bef\u7c7b\u578b\u7b49\u65b9\u9762\u8fdb\u884c\u4e86\u7cfb\u7edf\u6d88\u878d\u5b9e\u9a8c\u4e0e\u5206\u6790\u3002<\/p>\n

      \u7ed3\u679c\u63ed\u793a\u4e86\u89c6\u89c9\u6570\u5b66\u63a8\u7406\u4efb\u52a1\u4e2d\u7684\u5173\u952e\u5f71\u54cd\u56e0\u7d20\u4e0e\u5178\u578b\u6a21\u578b\u8bef\u5dee\u6a21\u5f0f\u3002<\/p>\n

      \u5355\u56fe\u4e0e\u591a\u56fe\u8f93\u5165<\/strong><\/p>\n

      \u5728\u591a\u56fe\u8f93\u5165\u573a\u666f\u4e0b\uff0c\u6a21\u578b\u5e73\u5747\u51c6\u786e\u7387\u7565\u9ad8\u4e8e\u5355\u56fe\u62fc\u63a5\u8f93\u5165\u3002\u7814\u7a76\u8868\u660e\uff0c\u5c06\u95ee\u9898\u5206\u89e3\u4e3a\u591a\u5f20\u987a\u5e8f\u56fe\u50cf\u6709\u52a9\u4e8e\u6a21\u578b\u4fdd\u6301\u4e8b\u4ef6\u7684\u903b\u8f91\u4e0e\u65f6\u95f4\u987a\u5e8f\uff0c\u4ece\u800c\u66f4\u63a5\u8fd1\u4eba\u7c7b\u63a8\u7406\u8fc7\u7a0b\u3002<\/p>\n

      \u76f8\u53cd\uff0c\u5c06\u6240\u6709\u573a\u666f\u62fc\u63a5\u4e3a\u5355\u5f20\u56fe\u7247\u5f80\u5f80\u5bfc\u81f4\u8bed\u4e49\u4f9d\u5b58\u5173\u7cfb\u88ab\u7834\u574f\uff0c\u4f7f\u6a21\u578b\u96be\u4ee5\u6355\u6349\u8de8\u573a\u666f\u7684\u5173\u952e\u63a8\u7406\u7ebf\u7d22\u3002<\/p>\n

      <\/p>\n

      \u5355\u56fe\u4e0e\u591a\u56fe\u8f93\u5165\u7ed3\u679c<\/strong><\/p>\n

      <\/p>\n

      \u5355\u56fe\u4e0e\u591a\u56fe\u8f93\u5165\u793a\u4f8b<\/p>\n

      \u89c6\u89c9\u98ce\u683c\u654f\u611f\u6027<\/strong><\/p>\n

      GSM8K-V\u9ed8\u8ba4\u91c7\u7528Pixar\u98ce\u683c\u7684\u89c6\u89c9\u6e32\u67d3\uff0c\u4ee5\u4fdd\u8bc1\u56fe\u50cf\u6e05\u6670\u3001\u5149\u5f71\u81ea\u7136\u3001\u8bed\u4e49\u660e\u786e\u3002\u4e3a\u68c0\u9a8c\u6a21\u578b\u5bf9\u56fe\u50cf\u98ce\u683c\u7684\u654f\u611f\u6027\uff0c\u7814\u7a76\u56e2\u961f\u5728\u5b50\u96c6\u4e0a\u91cd\u7ed8\u4e86Giphli\u98ce\u683c\u7248\u672c\u3002<\/p>\n

      \u7ed3\u679c\u663e\u793a\uff0c\u4e0d\u540c\u98ce\u683c\u4e0b\u7684\u6a21\u578b\u6027\u80fd\u5dee\u5f02\u6781\u5c0f\uff08\u901a\u5e38\u4f4e\u4e8e2%\uff09\uff0c\u8bf4\u660eGSM8K-V\u7684\u7ed3\u679c\u5177\u6709\u8f83\u9ad8\u7a33\u5065\u6027\uff0c\u89c6\u89c9\u98ce\u683c\u53d8\u5316\u4e0d\u4f1a\u663e\u8457\u5f71\u54cd\u6570\u5b66\u63a8\u7406\u8868\u73b0\u3002<\/p>\n

      <\/p>\n

      \u89c6\u89c9\u98ce\u683c\u7ed3\u679c<\/strong><\/p>\n

      <\/p>\n

      \u89c6\u89c9\u98ce\u683c\u793a\u4f8b<\/strong><\/p>\n

      \u6a21\u6001\u9a8c\u8bc1\u5b9e\u9a8c<\/strong><\/p>\n

      \u4e3a\u4e86\u9a8c\u8bc1GSM8K-V\u7684\u4efb\u52a1\u786e\u5b9e\u4f9d\u8d56\u89c6\u89c9\u63a8\u7406\u800c\u975e\u6587\u672c\u8f6c\u5199\uff0c\u7814\u7a76\u56e2\u961f\u6bd4\u8f83\u4e86\u56db\u79cd\u8f93\u5165\u6a21\u5f0f\uff1a\u6587\u672c\u8f93\u5165\uff08text-only\uff09\u3001\u56fe\u50cf\u8f93\u5165\uff08image-only\uff09\u3001OCR\u8f6c\u5199\u8f93\u5165\u4ee5\u53ca\u573a\u666f\u63cf\u8ff0\u8f93\u5165\uff08caption-based\uff09\u3002<\/p>\n

      \u7ed3\u679c\u8868\u660e\uff0cOCR\u6a21\u5f0f\u4e0b\u6027\u80fd\u6781\u4f4e\uff0810%\u5de6\u53f3\uff09\uff0c\u8bf4\u660e\u6a21\u578b\u65e0\u6cd5\u4ec5\u901a\u8fc7\u56fe\u50cf\u8f6c\u5199\u7684\u6587\u5b57\u83b7\u5f97\u6709\u6548\u4fe1\u606f\uff0c\u89c6\u89c9\u7406\u89e3\u5728\u4efb\u52a1\u4e2d\u4e0d\u53ef\u6216\u7f3a\u3002<\/p>\n

      \u76f8\u6bd4\u4e4b\u4e0b\uff0c\u7ed3\u6784\u5316\u573a\u666f\u63cf\u8ff0\uff08caption\uff09\u6a21\u5f0f\u7684\u8868\u73b0\u663e\u8457\u4f18\u4e8e\u7eaf\u56fe\u50cf\u8f93\u5165\uff0c\u4f46\u4ecd\u8fdc\u4f4e\u4e8e\u6587\u672c\u4efb\u52a1\u51c6\u786e\u7387\uff0c\u8868\u660e\u89c6\u89c9\u4fe1\u606f\u4e2d\u5b58\u5728\u5927\u91cf\u9690\u542b\u8bed\u4e49\u548c\u7a7a\u95f4\u5173\u7cfb\uff0c\u4ecd\u96be\u4ee5\u901a\u8fc7\u8bed\u8a00\u91cd\u6784\u5b8c\u6574\u8fd8\u539f\u3002<\/p>\n

      <\/p>\n

      \u6a21\u6001\u9a8c\u8bc1\u7ed3\u679c<\/strong><\/p>\n

      \u95ee\u9898\u8868\u8ff0\u5f62\u5f0f<\/strong><\/p>\n

      \u5f53\u95ee\u9898\u9648\u8ff0\u4ee5\u6587\u5b57\u5f62\u5f0f\u76f4\u63a5\u5d4c\u5165\u8f93\u5165\u4e2d\uff08explicit \u6a21\u5f0f\uff09\uff0c\u6a21\u578b\u7684\u51c6\u786e\u7387\u7565\u6709\u63d0\u5347\u3002\u8fd9\u8bf4\u660e\u6587\u672c\u5316\u7684\u63d0\u793a\u6709\u52a9\u4e8e\u6d88\u9664\u89c6\u89c9\u8bed\u4e49\u6307\u4ee3\u7684\u6b67\u4e49\u3002<\/p>\n

      \u7136\u800c\uff0c\u5373\u4f7f\u5728\u8fd9\u79cd\u300c\u663e\u5f0f\u300d\u652f\u6301\u4e0b\uff0c\u6a21\u578b\u7684\u51c6\u786e\u7387\u4f9d\u7136\u8fdc\u4f4e\u4e8e\u6587\u672c\u4efb\u52a1\uff08\u4f8b\u5982 Gemini-2.5-Pro\uff1a47.6% vs. 95.2%\uff09\uff0c\u8868\u660e\u591a\u6a21\u6001\u63a8\u7406\u5c1a\u672a\u5b9e\u73b0\u771f\u6b63\u7684\u8bed\u4e49\u6574\u5408\u3002<\/p>\n

      <\/p>\n

      Explicit\u8f93\u5165\u793a\u4f8b<\/strong><\/p>\n

      <\/p>\n

      Implicit\u8f93\u5165\u793a\u4f8b<\/strong><\/p>\n

      <\/p>\n

      Explicit\u4e0eImplicit\u7ed3\u679c\u5bf9\u6bd4<\/strong><\/p>\n

      \u9519\u8bef\u7c7b\u578b\u5206\u6790<\/h4>\n

      \u5728\u6a21\u578b\u9519\u8bef\u5206\u5e03\u4e2d\uff0c\u7814\u7a76\u56e2\u961f\u603b\u7ed3\u51fa\u4e24\u7c7b\u5178\u578b\u5931\u8bef\uff1a<\/p>\n

      \u611f\u77e5\u2014\u8ba1\u7b97\u9519\u8bef\uff08Perception\u2013Calculation Errors\uff09<\/strong>\u6a21\u578b\u5728\u9762\u5bf9\u591a\u4e2a\u76f8\u4f3c\u7269\u4f53\u6216\u7ec6\u7c92\u5ea6\u6570\u91cf\u533a\u5206\u65f6\uff0c\u5e38\u53d1\u751f\u8bc6\u522b\u9519\u8bef\u6216\u7c7b\u522b\u6df7\u6dc6\uff0c\u8fdb\u800c\u5bfc\u81f4\u540e\u7eed\u8ba1\u7b97\u7ed3\u679c\u504f\u5dee\u3002<\/p>\n

      \u4f8b\u5982\uff0c\u6a21\u578b\u53ef\u80fd\u8bef\u5224\u7269\u4f53\u6570\u91cf\u3001\u6df7\u6dc6\u8ba1\u4ef7\u5355\u4f4d\uff0c\u4ece\u800c\u76f4\u63a5\u5bfc\u81f4\u63a8\u7406\u5d29\u6e83\u3002\u8fd9\u7c7b\u9519\u8bef\u66b4\u9732\u51fa\u6a21\u578b\u5728\u300c\u89c6\u89c9\u8ba1\u6570\u300d\u4e0e\u300c\u6570\u503c\u7ed1\u5b9a\u300d\u4e4b\u95f4\u7684\u8584\u5f31\u73af\u8282\u3002<\/p>\n

      <\/p>\n

      \u4eea\u8868\u8bfb\u53d6\u9519\u8bef\uff08Instrument-Reading Errors\uff09<\/strong>\u5f53\u6570\u503c\u4fe1\u606f\u901a\u8fc7\u65e5\u5e38\u5de5\u5177\uff08\u5982\u949f\u8868\u3001\u4eea\u8868\u76d8\u3001\u523b\u5ea6\u5c3a\u7b49\uff09\u5448\u73b0\u65f6\uff0c\u6a21\u578b\u5e38\u51fa\u73b0\u8bef\u8bfb\u6216\u8bef\u6620\u5c04\u3002\u4f8b\u5982\uff0c\u65e0\u6cd5\u6b63\u786e\u8bfb\u53d6\u949f\u8868\u65f6\u95f4\u3001\u6df7\u6dc6\u767e\u5206\u6bd4\u56fe\u8868\u7684\u6bd4\u4f8b\u6216\u8bef\u5224\u91cf\u8868\u523b\u5ea6\u3002<\/p>\n

      \u8fd9\u7c7b\u9519\u8bef\u63ed\u793a\u4e86\u6a21\u578b\u5728\u300c\u89c6\u89c9\u6570\u611f\u300d\u65b9\u9762\u7684\u663e\u8457\u4e0d\u8db3\u3002<\/p>\n

      <\/p>\n

      \u6574\u4f53\u6765\u770b\uff0cGSM8K-V \u63ed\u793a\u4e86\u5f53\u524d\u89c6\u89c9\u8bed\u8a00\u6a21\u578b\u7684\u771f\u5b9e\u74f6\u9888\uff1a\u6587\u672c\u63a8\u7406\u5df2\u8d8b\u8fd1\u9971\u548c\uff0c\u4f46\u89c6\u89c9\u63a8\u7406\u4ecd\u662f\u5c1a\u672a\u653b\u514b\u7684\u5173\u952e\u6311\u6218\u3002<\/strong><\/p>\n

      \u8fd9\u4e00\u7ed3\u679c\u4e0d\u4ec5\u51f8\u663e\u4e86\u89c6\u89c9\u6570\u5b66\u63a8\u7406\u4efb\u52a1\u7684\u7814\u7a76\u4ef7\u503c\uff0c\u4e5f\u4e3a\u4e0b\u4e00\u4ee3\u901a\u7528\u667a\u80fd\u6a21\u578b\u7684\u53d1\u5c55\u6307\u660e\u4e86\u65b9\u5411\uff1a\u771f\u6b63\u7684\u667a\u80fd\uff0c\u4e0d\u6b62\u80fd\u300c\u8bfb\u61c2\u6587\u5b57\u300d\uff0c\u8fd8\u5e94\u300c\u770b\u5f97\u61c2\u4e16\u754c\u300d\u3002<\/p>\n

      \u4f5c\u8005\u4ecb\u7ecd<\/h4>\n

      \u8bba\u6587\u7684\u5171\u540c\u7b2c\u4e00\u4f5c\u8005\u662f\u8881\u51e1\u548c\u989c\u807f\u8fb0\u3002\u8881\u51e1\u662f\u6d59\u6c5f\u5927\u5b66\u7855\u58eb\u7814\u7a76\u751f\uff0c\u4e3b\u8981\u7814\u7a76\u5174\u8da3\u96c6\u4e2d\u5728\u5927\u6a21\u578b\u63a8\u7406\u548c\u591a\u6a21\u6001\u5927\u6a21\u578b\uff1b\u989c\u807f\u8fb0\u662f\u6d59\u6c5f\u5927\u5b66\u535a\u58eb\u56db\u5e74\u7ea7\u7814\u7a76\u751f\uff0c\u4e3b\u8981\u7814\u7a76\u5174\u8da3\u96c6\u4e2d\u5728\u5927\u6a21\u578b\u63a8\u7406\u548c\u667a\u80fd\u4f53\u3002\u672c\u6587\u901a\u8baf\u4f5c\u8005\u662f\u6d59\u6c5f\u5927\u5b66\u767e\u4eba\u8ba1\u5212\u7814\u7a76\u5458\u6c88\u6c38\u4eae\u3002<\/p>\n

      \u6587\u7ae0\u6765\u81ea\uff1a51CTO<\/p>\n<\/div>\n<\/div>\n

      <\/div>\n

      <\/g><\/svg><\/i> \"Loading\"<\/p>\n

      <\/div>\n","protected":false},"excerpt":{"rendered":"

      \u4eba\u7c7b\u80fd\u901a\u8fc7\u89c6\u89c9\u7ebf\u7d22\u8f7b\u677e\u5b8c\u6210\u8d2d\u7269\u627e\u96f6\u7b49\u65e5\u5e38\u63a8\u7406\uff0c\u4f46\u73b0\u6709AI\u6a21\u578b\u5728\u7c7b\u4f3c\u4efb\u52a1\u4e2d\u8868\u73b0\u6b20\u4f73\u3002\u6d59\u6c5f\u5927\u5b66\u7684\u7814\u7a76\u56e2\u961f\u5c06\u5c0f\u5b66\u6570\u5b66 […]<\/p>\n

      <\/div>\n

      <\/g><\/svg><\/i> \"Loading\"<\/p>\n

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