{"id":35209,"date":"2024-12-20T18:59:51","date_gmt":"2024-12-20T10:59:51","guid":{"rendered":"https:\/\/17aitech.com\/?p=35209"},"modified":"2024-12-20T18:59:51","modified_gmt":"2024-12-20T10:59:51","slug":"%e5%a4%9a%e6%a8%a1%e6%80%81%e6%a8%a1%e5%9e%8b%e8%af%84%e6%b5%8b%e6%a1%86%e6%9e%b6lmms-eval%e5%8f%91%e5%b8%83%ef%bc%81%e5%85%a8%e9%9d%a2%e8%a6%86%e7%9b%96%ef%bc%8c%e4%bd%8e%e6%88%90%e6%9c%ac%ef%bc%8c","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=35209","title":{"rendered":"\u591a\u6a21\u6001\u6a21\u578b\u8bc4\u6d4b\u6846\u67b6lmms-eval\u53d1\u5e03\uff01\u5168\u9762\u8986\u76d6\uff0c\u4f4e\u6210\u672c\uff0c\u96f6\u6c61\u67d3"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-08-21-3\" target=\"_blank\">\u591a\u6a21\u6001\u6a21\u578b\u8bc4\u6d4b\u6846\u67b6lmms-eval\u53d1\u5e03\uff01\u5168\u9762\u8986\u76d6\uff0c\u4f4e\u6210\u672c\uff0c\u96f6\u6c61\u67d3<\/a><\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-0a486022f1cb0824e786a4e37810fb15.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-0a486022f1cb0824e786a4e37810fb15.png\"><\/a><\/section>\n<blockquote data-author-name=\"\" data-content-utf8-length=\"166\" data-source-title=\"\" data-type=\"2\" data-url=\"\">\n<section>\n<p>AIxiv\u4e13\u680f\u662f<mark data-type=\"institutions\" data-id=\"9e96434f-5827-41e3-9b3c-36d39bc0d446\">\u673a\u5668\u4e4b\u5fc3<\/mark>\u53d1\u5e03\u5b66\u672f\u3001\u6280\u672f\u5185\u5bb9\u7684\u680f\u76ee\u3002\u8fc7\u53bb\u6570\u5e74\uff0c<mark data-type=\"institutions\" data-id=\"9e96434f-5827-41e3-9b3c-36d39bc0d446\">\u673a\u5668\u4e4b\u5fc3<\/mark>AIxiv\u4e13\u680f\u63a5\u6536\u62a5\u9053\u4e862000\u591a\u7bc7\u5185\u5bb9\uff0c\u8986\u76d6\u5168\u7403\u5404\u5927\u9ad8\u6821\u4e0e\u4f01\u4e1a\u7684\u9876\u7ea7\u5b9e\u9a8c\u5ba4\uff0c\u6709\u6548\u4fc3\u8fdb\u4e86\u5b66\u672f\u4ea4\u6d41\u4e0e\u4f20\u64ad\u3002\u5982\u679c\u60a8\u6709\u4f18\u79c0\u7684\u5de5\u4f5c\u60f3\u8981\u5206\u4eab\uff0c\u6b22\u8fce\u6295\u7a3f\u6216\u8005\u8054\u7cfb\u62a5\u9053\u3002\u6295\u7a3f\u90ae\u7bb1\uff1aliyazhou@jiqizhixin.com\uff1bzhaoyunfeng@jiqizhixin.com<\/p>\n<\/section>\n<\/blockquote>\n<p>\u968f\u7740\u5927\u6a21\u578b\u7814\u7a76\u7684\u6df1\u5165\uff0c\u5982\u4f55\u5c06\u5176\u63a8\u5e7f\u5230\u66f4\u591a\u7684\u6a21\u6001\u4e0a\u5df2\u7ecf\u6210\u4e3a\u4e86\u5b66\u672f\u754c\u548c\u4ea7\u4e1a\u754c\u7684\u70ed\u70b9\u3002\u6700\u8fd1\u53d1\u5e03\u7684\u95ed\u6e90\u5927\u6a21\u578b\u5982 GPT-4o\u3001Claude 3.5 \u7b49\u90fd\u5df2\u7ecf\u5177\u5907\u4e86\u8d85\u5f3a\u7684\u56fe\u50cf\u7406\u89e3\u80fd\u529b\uff0cLLaVA-NeXT\u3001MiniCPM\u3001InternVL \u7b49\u5f00\u6e90\u9886\u57df\u6a21\u578b\u4e5f\u5c55\u73b0\u51fa\u4e86\u8d8a\u6765\u8d8a\u63a5\u8fd1\u95ed\u6e90\u7684\u6027\u80fd\u3002<\/p>\n<p>\u5728\u8fd9\u4e2a\u300c\u4ea9\u4ea7\u516b\u4e07\u65a4\u300d\uff0c\u300c10 \u5929\u4e00\u4e2a SoTA\u300d\u7684\u65f6\u4ee3\uff0c\u7b80\u5355\u6613\u7528\u3001\u6807\u51c6\u900f\u660e\u3001\u53ef\u590d\u73b0\u7684\u591a\u6a21\u6001\u8bc4\u4f30\u6846\u67b6\u53d8\u5f97\u8d8a\u6765\u8d8a\u91cd\u8981\uff0c\u800c\u8fd9\u5e76\u975e\u6613\u4e8b\u3002<\/p>\n<p>\u4e3a\u89e3\u51b3\u4ee5\u4e0a\u95ee\u9898\uff0c\u6765\u81ea\u5357\u6d0b\u7406\u5de5\u5927\u5b66 LMMs-Lab \u7684\u7814\u7a76\u4eba\u5458\u8054\u5408\u5f00\u6e90\u4e86 LMMs-Eval\uff0c\u8fd9\u662f\u4e00\u4e2a\u4e13\u4e3a\u591a\u6a21\u6001\u5927\u578b\u6a21\u578b\u8bbe\u8ba1\u7684\u8bc4\u4f30\u6846\u67b6\uff0c\u4e3a\u591a\u6a21\u6001\u6a21\u578b\uff08LMMs\uff09\u7684\u8bc4\u6d4b\u63d0\u4f9b\u4e86\u4e00\u7ad9\u5f0f\u3001\u9ad8\u6548\u7684\u89e3\u51b3\u65b9\u6848\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-a2ba30bd263942481fd2f1e12312cb32.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-a2ba30bd263942481fd2f1e12312cb32.png\"><\/a><\/p>\n<ul>\n<li>\n<p>\u4ee3\u7801\u4ed3\u5e93: https:\/\/github.com\/EvolvingLMMs-Lab\/lmms-eval<\/p>\n<\/li>\n<li>\n<p>\u5b98\u65b9\u4e3b\u9875: https:\/\/lmms-lab.github.io\/<\/p>\n<\/li>\n<li>\n<p>\u8bba\u6587\u5730\u5740: https:\/\/arxiv.org\/abs\/2407.12772<\/p>\n<\/li>\n<li>\n<p>\u699c\u5355\u5730\u5740\uff1ahttps:\/\/huggingface.co\/spaces\/lmms-lab\/LiveBench<\/p>\n<\/li>\n<\/ul>\n<p>\u81ea 2024 \u5e74 3 \u6708\u53d1\u5e03\u4ee5\u6765\uff0c LMMs-Eval \u6846\u67b6\u5df2\u7ecf\u6536\u5230\u4e86\u6765\u81ea\u5f00\u6e90\u793e\u533a\u3001\u516c\u53f8\u548c\u9ad8\u6821\u7b49\u591a\u65b9\u7684\u534f\u4f5c\u8d21\u732e\u3002\u73b0\u5df2\u5728 Github \u4e0a\u83b7\u5f97 1.1K Stars\uff0c\u8d85\u8fc7 30+ contributors\uff0c\u603b\u8ba1\u5305\u542b 80 \u591a\u4e2a\u6570\u636e\u96c6\u548c 10 \u591a\u4e2a\u6a21\u578b\uff0c\u5e76\u4e14\u8fd8\u5728\u6301\u7eed\u589e\u52a0\u4e2d\u3002<\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-e03a5aaaddd7aa0a101323f7c9f5faea.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-e03a5aaaddd7aa0a101323f7c9f5faea.png\"><\/a><\/section>\n<p><strong>\u6807\u51c6\u5316\u6d4b\u8bc4\u6846\u67b6<\/strong><\/p>\n<p>\u4e3a\u4e86\u63d0\u4f9b\u4e00\u4e2a\u6807\u51c6\u5316\u7684\u6d4b\u8bc4\u5e73\u53f0\uff0cLMMs-Eval \u5305\u542b\u4e86\u4ee5\u4e0b\u7279\u6027\uff1a<\/p>\n<ol>\n<li>\n<p>\u7edf\u4e00\u63a5\u53e3: \u00a0LMMs-Eval \u5728\u6587\u672c\u6d4b\u8bc4\u6846\u67b6 lm-evaluation-harness \u7684\u57fa\u7840\u4e0a\u8fdb\u884c\u4e86\u6539\u8fdb\u548c\u6269\u5c55\uff0c\u901a\u8fc7\u5b9a\u4e49\u6a21\u578b\u3001\u6570\u636e\u96c6\u548c\u8bc4\u4f30\u6307\u6807\u7684\u7edf\u4e00\u63a5\u53e3\uff0c\u65b9\u4fbf\u4e86\u4f7f\u7528\u8005\u81ea\u884c\u6dfb\u52a0\u65b0\u7684\u591a\u6a21\u6001\u6a21\u578b\u548c\u6570\u636e\u96c6\u3002<\/p>\n<\/li>\n<li>\n<p>\u4e00\u952e\u5f0f\u542f\u52a8\uff1aLMMs-Eval \u5728 HuggingFace \u4e0a\u6258\u7ba1\u4e86 80 \u591a\u4e2a\uff08\u4e14\u6570\u91cf\u4e0d\u65ad\u589e\u52a0\uff09\u6570\u636e\u96c6\uff0c\u8fd9\u4e9b\u6570\u636e\u96c6\u7cbe\u5fc3\u4ece\u539f\u59cb\u6765\u6e90\u8f6c\u6362\u800c\u6765\uff0c\u5305\u62ec\u6240\u6709\u53d8\u4f53\u3001\u7248\u672c\u548c\u5206\u5272\u3002\u7528\u6237\u65e0\u9700\u8fdb\u884c\u4efb\u4f55\u51c6\u5907\uff0c\u53ea\u9700\u4e00\u6761\u547d\u4ee4\uff0c\u591a\u4e2a\u6570\u636e\u96c6\u548c\u6a21\u578b\u5c06\u88ab\u81ea\u52a8\u4e0b\u8f7d\u5e76\u6d4b\u8bd5\uff0c\u7b49\u5f85\u51e0\u5206\u949f\u65f6\u95f4\u5373\u53ef\u83b7\u5f97\u7ed3\u679c\u3002<\/p>\n<\/li>\n<li>\n<p>\u900f\u660e\u53ef\u590d\u73b0\uff1aLMMs-Eval \u5185\u7f6e\u4e86\u7edf\u4e00\u7684 logging \u5de5\u5177\uff0c\u6a21\u578b\u56de\u7b54\u7684\u6bcf\u4e00\u9898\u4ee5\u53ca\u6b63\u786e\u4e0e\u5426\u90fd\u4f1a\u88ab\u8bb0\u5f55\u4e0b\u6765\uff0c \u4fdd\u8bc1\u4e86\u53ef\u590d\u73b0\u6027\u548c\u900f\u660e\u6027\u3002\u540c\u65f6\u4e5f\u65b9\u4fbf\u6bd4\u8f83\u4e0d\u540c\u6a21\u578b\u7684\u4f18\u52bf\u4e0e\u7f3a\u9677\u3002<\/p>\n<\/li>\n<\/ol>\n<p>LMMs-Eval \u7684\u613f\u666f\u662f\u672a\u6765\u7684\u591a\u6a21\u6001\u6a21\u578b\u4e0d\u518d\u9700\u8981\u81ea\u884c\u7f16\u5199\u6570\u636e\u5904\u7406\u3001\u63a8\u7406\u4ee5\u53ca\u63d0\u4ea4\u4ee3\u7801\u3002\u5728\u5f53\u4eca\u591a\u6a21\u6001\u6d4b\u8bd5\u96c6\u9ad8\u5ea6\u96c6\u4e2d\u7684\u73af\u5883\u4e0b\uff0c\u8fd9\u79cd\u505a\u6cd5\u65e2\u4e0d\u73b0\u5b9e\uff0c\u6d4b\u5f97\u7684\u5206\u6570\u4e5f\u96be\u4ee5\u4e0e\u5176\u4ed6\u6a21\u578b\u76f4\u63a5\u5bf9\u6bd4\u3002\u901a\u8fc7\u63a5\u5165 LMMs-Eval\uff0c\u6a21\u578b\u8bad\u7ec3\u8005\u53ef\u4ee5\u5c06\u66f4\u591a\u7cbe\u529b\u96c6\u4e2d\u5728\u6a21\u578b\u672c\u8eab\u7684\u6539\u8fdb\u548c\u4f18\u5316\u4e0a\uff0c\u800c\u4e0d\u662f\u5728\u8bc4\u6d4b\u548c\u5bf9\u9f50\u7ed3\u679c\u4e0a\u8017\u8d39\u65f6\u95f4\u3002<\/p>\n<p><strong>\u8bc4\u6d4b\u7684\u300c\u4e0d\u53ef\u80fd\u4e09\u89d2\u300d<\/strong><\/p>\n<p>LMMs-Eval \u7684\u6700\u7ec8\u76ee\u6807\u662f\u627e\u5230\u4e00\u79cd 1. \u8986\u76d6\u5e7f 2. \u6210\u672c\u4f4e 3. \u96f6\u6570\u636e\u6cc4\u9732 \u7684\u65b9\u6cd5\u6765\u8bc4\u4f30 LMMs\u3002\u7136\u800c\uff0c\u5373\u4f7f\u6709\u4e86 LMMs-Eval\uff0c\u4f5c\u8005\u56e2\u961f\u53d1\u73b0\u60f3\u540c\u65f6\u505a\u5230\u8fd9\u4e09\u70b9\u56f0\u96be\u91cd\u91cd\uff0c\u751a\u81f3\u662f\u4e0d\u53ef\u80fd\u7684\u3002<\/p>\n<p>\u5982\u4e0b\u56fe\u6240\u793a\uff0c\u5f53\u4ed6\u4eec\u5c06\u8bc4\u4f30\u6570\u636e\u96c6\u6269\u5c55\u5230 50 \u591a\u4e2a\u65f6\uff0c\u6267\u884c\u8fd9\u4e9b\u6570\u636e\u96c6\u7684\u5168\u9762\u8bc4\u4f30\u53d8\u5f97\u975e\u5e38\u8017\u65f6\u3002\u6b64\u5916\uff0c\u8fd9\u4e9b<mark data-type=\"concepts\" data-id=\"308c3a45-0fee-4ec6-858e-85b15f440fc0\">\u57fa\u51c6<\/mark>\u5728\u8bad\u7ec3\u671f\u95f4\u4e5f\u5bb9\u6613\u53d7\u5230\u6c61\u67d3\u7684\u5f71\u54cd\u3002\u4e3a\u6b64\uff0c LMMs-Eval \u63d0\u51fa\u4e86 LMMs-Eval-Lite \u6765\u517c\u987e\u5e7f\u8986\u76d6\u548c\u4f4e\u6210\u672c\u3002\u4ed6\u4eec\u4e5f\u8bbe\u8ba1\u4e86 LiveBench \u6765\u505a\u5230\u4f4e\u6210\u672c\u548c\u96f6\u6570\u636e\u6cc4\u9732\u3002<\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-defc4557ce52f33138529f78c391e11d.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-defc4557ce52f33138529f78c391e11d.png\"><\/a><\/section>\n<p><strong>LMMs-Eval-Lite: \u5e7f\u8986\u76d6\u8f7b\u91cf\u7ea7\u8bc4\u4f30<\/strong><\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-4b61f154966e455a1ca901104c1f77c6.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-4b61f154966e455a1ca901104c1f77c6.png\"><\/a><\/section>\n<p>\u5728\u8bc4\u6d4b\u5927\u6a21\u578b\u65f6\uff0c\u5f80\u5f80\u5e9e\u5927\u7684<mark data-type=\"concepts\" data-id=\"2e982b73-88e2-41e8-a430-f7ae5a9af4bf\">\u53c2\u6570<\/mark>\u91cf\u548c\u6d4b\u8bd5\u4efb\u52a1\u4f1a\u4f7f\u5f97\u8bc4\u6d4b\u4efb\u52a1\u7684\u65f6\u95f4\u548c\u6210\u672c\u6025\u5267\u4e0a\u5347\uff0c\u56e0\u6b64\u5927\u5bb6\u5f80\u5f80\u4f1a\u9009\u62e9\u4f7f\u7528\u8f83\u5c0f\u7684\u6570\u636e\u96c6\u6216\u662f\u4f7f\u7528\u7279\u5b9a\u7684\u6570\u636e\u96c6\u8fdb\u884c\u8bc4\u6d4b\u3002\u7136\u800c\uff0c\u6709\u9650\u7684\u8bc4\u6d4b\u5f80\u5f80\u4f1a\u4f7f\u5f97\u5bf9\u4e8e\u6a21\u578b\u80fd\u529b\u7684\u7406\u89e3\u6709\u6240\u7f3a\u5931\uff0c\u4e3a\u4e86\u540c\u65f6\u517c\u987e\u8bc4\u6d4b\u7684\u591a\u6837\u6027\u548c\u8bc4\u6d4b\u7684\u6210\u672c\uff0cLMMs-Eval \u63a8\u51fa\u4e86 LMMs-Eval-Lite<\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-f1b39c5d0c3c0a09b5449426a6f618a7.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-f1b39c5d0c3c0a09b5449426a6f618a7.png\"><\/a><\/section>\n<p>LMMs-Eval-Lite \u65e8\u5728\u6784\u5efa\u4e00\u4e2a\u7b80\u5316\u7684<mark data-type=\"concepts\" data-id=\"308c3a45-0fee-4ec6-858e-85b15f440fc0\">\u57fa\u51c6<\/mark>\u6d4b\u8bd5\u96c6\uff0c\u4ee5\u5728\u6a21\u578b\u5f00\u53d1\u8fc7\u7a0b\u4e2d\u63d0\u4f9b\u6709\u7528\u4e14\u5feb\u901f\u7684\u4fe1\u53f7\uff0c\u4ece\u800c\u907f\u514d\u73b0\u5728\u6d4b\u8bd5\u7684\u81c3\u80bf\u95ee\u9898\u3002\u5982\u679c\u6211\u4eec\u80fd\u591f\u627e\u5230\u73b0\u6709\u6d4b\u8bd5\u96c6\u7684\u4e00\u4e2a\u5b50\u96c6\uff0c\u5728\u8fd9\u4e0a\u9762\u7684\u6a21\u578b\u4e4b\u95f4\u7684\u7edd\u5bf9\u5206\u6570\u548c\u76f8\u5bf9\u6392\u540d\u4e0e\u5168\u96c6\u4fdd\u6301\u76f8\u4f3c\uff0c\u90a3\u4e48\u6211\u4eec\u53ef\u4ee5\u8ba4\u4e3a\u4fee\u526a\u8fd9\u4e9b\u6570\u636e\u96c6\u662f\u5b89\u5168\u7684\u3002<\/p>\n<p>\u4e3a\u4e86\u627e\u5230\u6570\u636e\u96c6\u4e2d\u7684\u6570\u636e\u663e\u8457\u70b9\uff0cLMMs-Eval \u9996\u5148\u4f7f\u7528 CLIP \u548c BGE \u6a21\u578b\u5c06\u591a\u6a21\u6001\u8bc4\u6d4b\u6570\u636e\u96c6\u8f6c\u6362\u4e3a\u5411\u91cf\u5d4c\u5165\u7684\u5f62\u5f0f\u5e76\u4f7f\u7528 k-greedy <mark data-type=\"concepts\" data-id=\"de069734-8912-43fb-b365-3b014165bc4d\">\u805a\u7c7b<\/mark>\u7684\u65b9\u6cd5\u627e\u5230\u4e86\u6570\u636e\u663e\u8457\u70b9\u3002\u5728\u6d4b\u8bd5\u4e2d\uff0c\u8fd9\u4e9b\u89c4\u6a21\u8f83\u5c0f\u7684\u6570\u636e\u96c6\u4ecd\u7136\u5c55\u73b0\u51fa\u4e0e\u5168\u96c6\u76f8\u4f3c\u7684\u8bc4\u6d4b\u80fd\u529b\u3002<\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-793ab7798fe390c65bec94150b648160.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-793ab7798fe390c65bec94150b648160.png\"><\/a><\/section>\n<p>\u968f\u540e LMMs-Eval \u4f7f\u7528\u4e86\u76f8\u540c\u7684\u65b9\u6cd5\u5236\u4f5c\u4e86\u6db5\u76d6\u66f4\u591a\u6570\u636e\u96c6\u7684 Lite \u7248\u672c\uff0c\u8fd9\u4e9b\u6570\u636e\u96c6\u65e8\u5728\u5e2e\u52a9\u4eba\u4eec\u8282\u7701\u5f00\u53d1\u4e2d\u7684\u8bc4\u6d4b\u6210\u672c\uff0c\u4ee5\u4fbf\u5feb\u901f\u5224\u65ad\u6a21\u578b\u6027\u80fd<\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-0d68d10a0e03f3f5886beb1ee5d96ec3.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-0d68d10a0e03f3f5886beb1ee5d96ec3.png\"><\/a><\/section>\n<p><strong>LiveBench: LMMs \u52a8\u6001\u6d4b\u8bd5<\/strong><\/p>\n<p>\u4f20\u7edf<mark data-type=\"concepts\" data-id=\"308c3a45-0fee-4ec6-858e-85b15f440fc0\">\u57fa\u51c6<\/mark>\u4fa7\u91cd\u4e8e\u4f7f\u7528\u56fa\u5b9a\u95ee\u9898\u548c\u7b54\u6848\u7684\u9759\u6001\u8bc4\u4f30\u3002\u968f\u7740\u591a\u6a21\u6001\u7814\u7a76\u7684\u8fdb\u5c55\uff0c\u5f00\u6e90\u6a21\u578b\u5728\u5206\u6570\u6bd4\u8f83\u5f80\u5f80\u4f18\u4e8e\u5546\u7528\u6a21\u578b\uff0c\u5982 GPT-4V\uff0c\u4f46\u5728\u5b9e\u9645\u7528\u6237\u4f53\u9a8c\u4e2d\u5374\u6709\u6240\u4e0d\u53ca\u3002\u52a8\u6001\u7684\u3001\u7528\u6237\u5bfc\u5411\u7684 Chatbot Arenas \u548c WildVision \u5728\u6a21\u578b\u8bc4\u4f30\u4e2d\u8d8a\u6765\u8d8a\u53d7\u6b22\u8fce\uff0c\u4f46\u662f\u5b83\u4eec\u9700\u8981\u6536\u96c6\u6210\u5343\u4e0a\u4e07\u7684\u7528\u6237\u504f\u597d\uff0c\u8bc4\u4f30\u6210\u672c\u6781\u9ad8\u3002<\/p>\n<p>LiveBench \u7684\u6838\u5fc3\u601d\u60f3\u662f\u5728\u4e00\u4e2a\u4e0d\u65ad\u66f4\u65b0\u7684\u6570\u636e\u96c6\u4e0a\u8bc4\u4f30\u6a21\u578b\u7684\u6027\u80fd\uff0c\u4ee5\u5b9e\u73b0\u96f6\u6c61\u67d3\u4e14\u4fdd\u6301\u4f4e\u6210\u672c\u3002\u4f5c\u8005\u56e2\u961f\u4ece\u7f51\u7edc\u4e0a\u6536\u96c6\u8bc4\u4f30\u6570\u636e\uff0c\u5e76\u6784\u5efa\u4e86\u4e00\u6761 pipeline\uff0c\u81ea\u52a8\u4ece\u65b0\u95fb\u548c\u793e\u533a\u8bba\u575b\u7b49\u7f51\u7ad9\u6536\u96c6\u6700\u65b0\u7684\u5168\u7403\u4fe1\u606f\u3002\u4e3a\u4e86\u786e\u4fdd\u4fe1\u606f\u7684\u53ca\u65f6\u6027\u548c\u771f\u5b9e\u6027\uff0c\u4f5c\u8005\u56e2\u961f\u4ece\u5305\u62ec CNN\u3001BBC\u3001\u65e5\u672c\u671d\u65e5\u65b0\u95fb\u548c\u4e2d\u56fd<mark data-type=\"institutions\" data-id=\"62b40298-3878-4085-949c-b61be369f83e\">\u65b0\u534e\u793e<\/mark>\u7b49 60 \u591a\u4e2a\u65b0\u95fb\u5a92\u4f53\uff0c\u4ee5\u53ca Reddit \u7b49\u8bba\u575b\u4e2d\u9009\u62e9\u6765\u6e90\u3002\u5177\u4f53\u6b65\u9aa4\u5982\u4e0b\uff1a<\/p>\n<ol>\n<li>\n<p>\u6355\u6349\u4e3b\u9875\u622a\u56fe\u5e76\u53bb\u9664\u5e7f\u544a\u548c\u975e\u65b0\u95fb\u5143\u7d20\u3002<\/p>\n<\/li>\n<li>\n<p>\u4f7f\u7528\u5f53\u524d\u6700\u5f3a\u5927\u7684\u591a\u6a21\u6001\u6a21\u578b\uff08\u5982 GPT4-V\u3001Claude-3-Opus \u548c Gemini-1.5-Pro\uff09\u8bbe\u8ba1\u95ee\u9898\u548c\u7b54\u6848\u96c6\u3002\u7531\u53e6\u4e00\u6a21\u578b\u5ba1\u67e5\u548c\u4fee\u8ba2<\/p>\n<\/li>\n<li>\n<p>\u95ee\u9898\uff0c\u786e\u4fdd\u51c6\u786e\u6027\u548c\u76f8\u5173\u6027\u3002<\/p>\n<\/li>\n<li>\n<p>\u4eba\u5de5\u5ba1\u67e5\u6700\u7ec8\u7684\u95ee\u7b54\u96c6\uff0c\u6bcf\u6708\u6536\u96c6\u7ea6 500 \u4e2a\u95ee\u9898\uff0c\u4fdd\u7559 100-300 \u4e2a\u4f5c\u4e3a\u6700\u7ec8\u7684 livebench \u95ee\u9898\u96c6\u3002<\/p>\n<\/li>\n<li>\n<p>\u91c7\u7528 LLaVA-Wilder \u548c Vibe-Eval \u7684\u8bc4\u5206\u6807\u51c6 &#8212; \u8bc4\u5206\u6a21\u578b\u6839\u636e\u63d0\u4f9b\u7684\u6807\u51c6\u7b54\u6848\u8bc4\u5206\uff0c\u5f97\u5206\u8303\u56f4\u4e3a [1, 10]\u3002\u9ed8\u8ba4\u8bc4\u5206\u6a21\u578b\u4e3a GPT-4o\uff0c\u8fd8\u5305\u62ec Claude-3-Opus \u548c Gemini 1.5 Pro \u4f5c\u4e3a\u5907\u9009\u3002\u6700\u7ec8\u7684\u62a5\u544a\u7ed3\u679c\u5c06\u57fa\u4e8e\u5f97\u5206\u8f6c\u6362\u4e3a 0 \u5230 100 \u7684<mark data-type=\"concepts\" data-id=\"8be77eae-12da-4e9e-9a88-b7f5bae98c2e\">\u51c6\u786e\u7387<\/mark>\u6307\u6807\u3002<\/p>\n<\/li>\n<\/ol>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-f2955267d58bce6dae773c3c15502049.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-f2955267d58bce6dae773c3c15502049.png\"><\/a><\/section>\n<p>\u672a\u6765\u4e5f\u53ef\u4ee5\u5728\u6211\u4eec\u52a8\u6001\u66f4\u65b0\u7684\u699c\u5355\u91cc\u67e5\u770b\u591a\u6a21\u6001\u6a21\u578b\u5728\u6bcf\u4e2a\u6708\u52a8\u6001\u66f4\u65b0\u7684\u6700\u65b0\u8bc4\u6d4b\u6570\u636e\uff0c\u4ee5\u53ca\u5728\u699c\u5355\u4e0a\u7684\u6700\u65b0\u8bc4\u6d4b\u7684\u7ed3\u679c\u3002<\/p>\n<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-08-21-3\" target=\"_blank\">\u591a\u6a21\u6001\u6a21\u578b\u8bc4\u6d4b\u6846\u67b6lmms-eval\u53d1\u5e03\uff01\u5168\u9762\u8986\u76d6\uff0c\u4f4e\u6210\u672c\uff0c\u96f6\u6c61\u67d3<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:\u591a\u6a21\u6001\u6a21\u578b\u8bc4\u6d4b\u6846\u67b6lm [&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":0,"comment_status":"open","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center 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center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"footnotes":""},"categories":[27],"tags":[73,68],"class_list":["post-35209","post","type-post","status-publish","format-standard","hentry","category-news","tag-73","tag-68"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.9 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>\u591a\u6a21\u6001\u6a21\u578b\u8bc4\u6d4b\u6846\u67b6lmms-eval\u53d1\u5e03\uff01\u5168\u9762\u8986\u76d6\uff0c\u4f4e\u6210\u672c\uff0c\u96f6\u6c61\u67d3 - \u4e00\u8d77AI\u6280\u672f<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/17aitech.com\/?p=35209\" \/>\n<script type=\"application\/ld+json\" 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