{"id":39251,"date":"2025-03-07T00:01:38","date_gmt":"2025-03-06T16:01:38","guid":{"rendered":"https:\/\/17aitech.com\/?p=39251"},"modified":"2025-03-07T00:01:38","modified_gmt":"2025-03-06T16:01:38","slug":"%e6%99%ba%e6%ba%90%e5%bc%80%e6%ba%90%e5%a4%9a%e6%a8%a1%e6%80%81%e5%90%91%e9%87%8f%e6%a8%a1%e5%9e%8bbge-vl%ef%bc%9a%e5%a4%9a%e6%a8%a1%e6%80%81%e6%a3%80%e7%b4%a2%e6%96%b0%e7%aa%81%e7%a0%b4","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=39251","title":{"rendered":"\u667a\u6e90\u5f00\u6e90\u591a\u6a21\u6001\u5411\u91cf\u6a21\u578bBGE-VL\uff1a\u591a\u6a21\u6001\u68c0\u7d22\u65b0\u7a81\u7834"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2025-03-06-10\" target=\"_blank\">\u667a\u6e90\u5f00\u6e90\u591a\u6a21\u6001\u5411\u91cf\u6a21\u578bBGE-VL\uff1a\u591a\u6a21\u6001\u68c0\u7d22\u65b0\u7a81\u7834<\/a><\/p>\n<p>BGE \u7cfb\u5217\u6a21\u578b\u81ea\u53d1\u5e03\u4ee5\u6765\u5e7f\u53d7\u793e\u533a\u597d\u8bc4\u3002\u8fd1\u65e5\uff0c\u667a\u6e90\u7814\u7a76\u9662\u8054\u5408\u591a\u6240\u9ad8\u6821\u5f00\u53d1\u4e86\u591a\u6a21\u6001\u5411\u91cf\u6a21\u578b BGE-VL\uff0c\u8fdb\u4e00\u6b65\u6269\u5145\u4e86\u539f\u6709\u751f\u6001\u4f53\u7cfb\u3002BGE-VL \u5728\u56fe\u6587\u68c0\u7d22\u3001\u7ec4\u5408\u56fe\u50cf\u68c0\u7d22\u7b49\u4e3b\u8981\u591a\u6a21\u6001\u68c0\u7d22\u4efb\u52a1\u4e2d\u5747\u53d6\u5f97\u4e86\u6700\u4f73\u6548\u679c\u3002BGE-VL \u501f\u52a9\u5927\u89c4\u6a21\u5408\u6210\u6570\u636e MegaPairs \u8bad\u7ec3\u800c\u6210\u3002\u8fd9\u4e00\u8bbe\u8ba1\u5177\u5907\u4ee5\u4e0b\u4e24\u5927\u6838\u5fc3\u4f18\u52bf:<\/p>\n<ul>\n<li>\n<p><strong>\u4f18\u5f02\u7684\u53ef\u6269\u5c55\u6027<\/strong><strong>\uff1a<\/strong>MegaPairs \u7ed3\u5408\u591a\u6a21\u6001\u8868\u5f81\u6a21\u578b\u3001\u591a\u6a21\u6001\u5927\u6a21\u578b\u548c\u5927\u8bed\u8a00\u6a21\u578b\uff0c\u5728\u6d77\u91cf\u56fe\u6587\u8bed\u6599\u5e93\u4e2d\u9ad8\u6548\u6316\u6398\u591a\u6a21\u6001\u4e09\u5143\u7ec4\u6570\u636e\u3002<strong>\u5176\u7b97\u6cd5\u80fd\u591f\u4ee5\u6781\u4f4e\u6210\u672c\u6301\u7eed\u751f\u6210\u591a\u6837\u5316\u4e14\u9ad8\u8d28\u91cf\u7684\u591a\u6a21\u6001\u4e09\u5143\u7ec4<\/strong>\u3002\u672c\u6b21\u53d1\u5e03\u7684\u7248\u672c\u6db5\u76d6 2600 \u4e07\u6761\u6837\u672c\uff0c\u4e3a\u591a\u6a21\u6001\u68c0\u7d22\u6a21\u578b\u7684\u8bad\u7ec3\u63d0\u4f9b\u4e86\u5927\u89c4\u6a21\u3001\u9ad8\u4ef7\u503c\u7684\u6570\u636e\u652f\u6301\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u5353\u8d8a\u7684\u6570\u636e\u8d28\u91cf<\/strong><strong>\uff1a<\/strong>\u76f8\u8f83\u4e8e\u4f20\u7edf\u591a\u6a21\u6001\u6570\u636e\uff0cMegaPairs \u4ec5\u9700 <strong>1\/70<\/strong> \u7684\u6570\u636e\u91cf\u5373\u53ef\u5b9e\u73b0\u66f4\u4f18\u7684\u8bad\u7ec3\u6548\u679c\u3002\u5229\u7528\u8be5\u5408\u6210\u6570\u636e\uff0c\u667a\u6e90\u8bad\u7ec3\u4e86\u591a\u6a21\u6001\u68c0\u7d22\u6a21\u578b <strong>BGE-VL\uff0c\u663e\u8457\u63d0\u5347\u4e86\u591a\u4e2a\u4e3b\u6d41\u591a\u6a21\u6001\u68c0\u7d22\u57fa\u51c6\u7684\u6027\u80fd\u3002<\/strong><\/p>\n<\/li>\n<\/ul>\n<section>BGE-VL \u7684\u6280\u672f\u62a5\u544a\u5df2\u53d1\u5e03\uff0c\u76f8\u5173\u6570\u636e\u3001\u6a21\u578b\u53ca\u4ee3\u7801\u8d44\u6e90\u5c06\u9646\u7eed\u5411\u793e\u533a\u5168\u9762\u5f00\u653e\u3002<\/section>\n<ul>\n<li>\n<p>\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/arxiv.org\/abs\/2412.14475<\/p>\n<\/li>\n<li>\n<p>\u9879\u76ee\u4e3b\u9875\uff1ahttps:\/\/github.com\/VectorSpaceLab\/MegaPairs<\/p>\n<\/li>\n<li>\n<p>\u6a21\u578b\u5730\u5740\uff1ahttps:\/\/huggingface.co\/BAAI\/BGE-VL-MLLM-S1<\/p>\n<\/li>\n<\/ul>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-841027fd0684e885514e739fcff1bdd8.gif\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-841027fd0684e885514e739fcff1bdd8.gif\"><\/a><\/section>\n<section><strong>\u7814\u7a76\u80cc\u666f<\/strong><\/section>\n<section><\/section>\n<section>\u5728\u5927\u6a21\u578b\u65f6\u4ee3\uff0c\u4fe1\u606f\u68c0\u7d22\u9700\u8981\u6ee1\u8db3\u4eba\u4eec\u65e5\u76ca\u591a\u6837\u5316\u7684\u9700\u6c42\uff0c\u8fd9\u79cd\u9700\u6c42\u4e0d\u4ec5\u4f53\u73b0\u5728\u7528\u6237\u7684\u591a\u6a21\u6001\u67e5\u8be2\u8f93\u5165\u4e0a\uff0c\u4e5f\u4f53\u73b0\u5728\u5bf9\u591a\u6a21\u6001\u4fe1\u606f\u7684\u9700\u6c42\u4e0a\u3002\u4f8b\u5982\uff0c\u7528\u6237\u53ef\u80fd\u62cd\u6444\u4e00\u5f20\u6c7d\u8f66\u5916\u89c2\u56fe\uff0c\u5e76\u5e0c\u671b\u83b7\u53d6\u8be5\u6b3e\u6c7d\u8f66\u7684\u6307\u5b9a\u4fe1\u606f\u3002\u5728\u8fd9\u79cd\u60c5\u51b5\u4e0b\uff0c\u591a\u6a21\u6001\u68c0\u7d22\u5668\u9700\u8981\u7efc\u5408\u7406\u89e3\u7528\u6237\u7684\u56fe\u50cf\u548c\u6587\u672c\u6307\u4ee4\uff0c\u5e76\u4ece\u591a\u79cd\u6a21\u6001\u7684\u4fe1\u606f\u4e2d\u68c0\u7d22\u51fa\u6700\u76f8\u5173\u7684\u5185\u5bb9\u3002<\/section>\n<section><\/section>\n<section>\u7136\u800c\uff0c\u73b0\u6709\u7684\u591a\u6a21\u6001\u68c0\u7d22\u6a21\u578b\u901a\u5e38\u57fa\u4e8e\u5355\u4e00\u5f62\u5f0f\u7684\u8de8\u6a21\u6001\u914d\u5bf9\u6570\u636e\uff08\u5982\u56fe\u50cf &#8211; \u6587\u672c\u5bf9\uff09\u8fdb\u884c\u8bad\u7ec3\uff0c\u8fd9\u4f7f\u5f97\u5b83\u4eec\u96be\u4ee5\u5904\u7406\u590d\u6742\u7684\u7ec4\u5408\u6a21\u6001\u8f93\u5165\u3002\u8fd1\u5e74\u6765\uff0c\u6307\u4ee4\u5fae\u8c03\u6280\u672f\u5728\u6587\u672c\u68c0\u7d22\u548c\u5927\u8bed\u8a00\u6a21\u578b\u7b49\u9886\u57df\u5df2\u7ecf\u8bc1\u660e\u4e86\u5176\u589e\u5f3a\u591a\u4efb\u52a1\u80fd\u529b\u7684\u6709\u6548\u6027\u3002\u7136\u800c\uff0c\u4ee5\u5f80\u7684\u591a\u6a21\u6001\u68c0\u7d22\u6307\u4ee4\u6570\u636e\u96c6\u5927\u591a\u4f9d\u8d56\u4eba\u5de5\u6807\u6ce8\uff0c\u9650\u5236\u4e86\u5927\u89c4\u6a21\u591a\u6837\u5316\u6570\u636e\u7684\u83b7\u53d6\u3002<\/section>\n<section><\/section>\n<section>\u4e3a\u89e3\u51b3\u8fd9\u4e00\u9650\u5236\uff0c\u667a\u6e90 BGE \u56e2\u961f\u521b\u65b0\u6027\u5730\u63d0\u51fa\u4e86 MegaPairs \u6570\u636e\u5408\u6210\u65b9\u6cd5\u3002\u8be5\u65b9\u6cd5\u901a\u8fc7\u4ece\u73b0\u6709\u5927\u89c4\u6a21\u56fe\u50cf\u6570\u636e\u96c6\u4e2d\u6316\u6398\u591a\u6837\u7684\u5173\u8054\u56fe\u50cf\u5bf9\uff0c\u5e76\u5229\u7528\u5f00\u6e90\u591a\u6a21\u6001\u5927\u6a21\u578b\u548c\u5927\u8bed\u8a00\u6a21\u578b\u8fdb\u884c\u81ea\u52a8\u5316\u6307\u4ee4\u751f\u6210\uff0c\u4ece\u800c\u6784\u5efa\u51fa\u9ad8\u8d28\u91cf\u3001\u53ef\u6269\u5c55\u3001\u6cdb\u5316\u6027\u5f3a\u7684\u591a\u6a21\u6001\u68c0\u7d22\u6307\u4ee4\u5fae\u8c03\u6570\u636e\u96c6\u3002\u56e2\u961f\u57fa\u4e8e MegaPairs \u7684\u9ad8\u8d28\u91cf\u6570\u636e\uff0c\u8bad\u7ec3\u5e76\u5f00\u6e90\u591a\u6a21\u6001\u5411\u91cf\u6a21\u578b BGE-VL \u7cfb\u5217\uff0c\u5b9e\u73b0\u4e86\u5f53\u524d\u6700\u4f73\u7684\u591a\u6a21\u6001\u68c0\u7d22\u80fd\u529b\u3002<\/section>\n<section><\/section>\n<section><strong>MegaPairs \u6784\u9020<\/strong><\/section>\n<section><\/section>\n<section>MegaPairs \u63d0\u51fa\u4ece\u73b0\u6709\u5927\u89c4\u6a21\u56fe\u6587\u8bed\u6599\u5e93\u4e2d\u6316\u6398\u5e76\u6784\u9020\u5927\u89c4\u6a21\u3001\u9ad8\u8d28\u91cf\u591a\u6a21\u6001\u68c0\u7d22\u6307\u4ee4\u6570\u636e\u96c6\u3002<\/section>\n<section><\/section>\n<section>\u5177\u4f53\u5730\uff0cMegaPairs \u7684\u6784\u9020\u4e3b\u8981\u5206\u4e3a\u4e24\u4e2a\u5173\u952e\u6b65\u9aa4\uff1a<\/section>\n<section><\/section>\n<section>\uff081\uff09\u4f7f\u7528\u591a\u79cd\u76f8\u4f3c\u5ea6\u6a21\u578b\u4ece\u56fe\u50cf\u6570\u636e\u96c6\u4e2d\u6316\u6398\u591a\u6837\u7684\u56fe\u50cf\u5bf9\uff1b<\/section>\n<section>\uff082\uff09\u4f7f\u7528\u5f00\u6e90\u7684\u591a\u6a21\u6001\u5927\u6a21\u578b\u548c\u5927\u8bed\u8a00\u6a21\u578b\u5408\u6210\u5f00\u653e\u57df\u68c0\u7d22\u6307\u4ee4\u3002<\/section>\n<section><\/section>\n<section>\u4ee5\u4e0b\u56fe\u4e3a\u4f8b\uff0cMegaPairs \u9996\u5148\u4ece\u5927\u89c4\u6a21\u56fe\u50cf\u6570\u636e\u96c6\u4e2d\u91c7\u6837\u4e00\u5bf9\u56fe\u50cf &#8211; \u6587\u672c\u6570\u636e\u4f5c\u4e3a\u67e5\u8be2\u6570\u636e\u3002\u7136\u540e\uff0c\u5229\u7528\u591a\u79cd\u56fe\u50cf\u548c\u6587\u672c\u76f8\u4f3c\u5ea6\u6a21\u578b\uff0c\u6316\u6398\u51fa\u591a\u7ec4\u5173\u8054\u56fe\u50cf\u5bf9\uff08\u4f8b\u5982\uff1a\u540c\u6b3e\u6c7d\u8f66\u7684\u5916\u9970\u4e0e\u5185\u9970\u3001\u540c\u6b3e\u6c7d\u8f66\u4e0d\u540c\u6d82\u88c5\u3001\u540c\u54c1\u724c\u6c7d\u8f66\u672a\u6765\u6982\u5ff5\u56fe\u7b49\uff09\u3002\u63a5\u7740\uff0c\u9488\u5bf9\u8fd9\u4e9b\u6316\u6398\u51fa\u7684\u56fe\u50cf\u5bf9\uff0cMegaPairs \u91c7\u7528\u4e24\u9636\u6bb5\u6807\u6ce8\u65b9\u6cd5\uff1a\u9996\u5148\u4f7f\u7528\u591a\u6a21\u6001\u5927\u8bed\u8a00\u6a21\u578b\uff08MLLM\uff09\u603b\u7ed3\u4e24\u5f20\u56fe\u7247\u4e4b\u95f4\u7684\u5173\u8054\u5173\u7cfb\uff0c\u7136\u540e\u4f7f\u7528\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u64b0\u5199\u6700\u7ec8\u7684\u5f00\u653e\u57df\u68c0\u7d22\u6307\u4ee4\u3002<\/section>\n<section><\/section>\n<section>\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0cMegaPairs \u5b8c\u5168\u57fa\u4e8e\u5f00\u6e90\u6570\u636e\u96c6\u548c\u5f00\u6e90\u6a21\u578b\u8fdb\u884c\u81ea\u52a8\u5316\u6784\u5efa\u548c\u6807\u6ce8\u3002\u901a\u8fc7\u5f15\u5165\u591a\u4e2a\u76f8\u4f3c\u5ea6\u6a21\u578b\u548c\u4e24\u9636\u6bb5\u6807\u6ce8\u65b9\u6cd5\uff0cMegaPairs \u80fd\u591f\u5728\u65e0\u9700\u4eba\u5de5\u53c2\u4e0e\u7684\u60c5\u51b5\u4e0b\uff0c\u6269\u5c55\u6027\u5730\u751f\u6210\u5927\u89c4\u6a21\u3001\u9ad8\u8d28\u91cf\u4e14\u591a\u6837\u5316\u7684\u591a\u6a21\u6001\u68c0\u7d22\u6307\u4ee4\u6570\u636e\u96c6\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-5b6a6eca6dc166975d2559e8c8ec2133.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-5b6a6eca6dc166975d2559e8c8ec2133.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0MegaPairs \u591a\u6a21\u6001\u4e09\u5143\u6570\u636e\u6784\u9020\u6d41\u7a0b<\/sup><\/em><\/section>\n<section><\/section>\n<section>\u57fa\u4e8e\u4e0a\u8ff0\u6d41\u6c34\u7ebf\uff0cMegaPairs \u5408\u6210\u4e86\u8d85\u8fc7 2600 \u4e07\u6761\uff08\u67e5\u8be2\u56fe\u50cf\uff0c\u67e5\u8be2\u8bed\u53e5\uff0c\u76ee\u6807\u56fe\u50cf\uff09\u4e09\u5143\u6570\u636e\u5bf9\u3002\u6b64\u5916\uff0c\u9274\u4e8e \u201c\u96be\u8d1f\u4f8b\u201d \u5728\u8bad\u7ec3\u68c0\u7d22\u6a21\u578b\u7684\u91cd\u8981\u6027\uff0cMegaPairs \u5bf9\u4e8e\u6bcf\u7ec4\u6316\u6398\u7684\u56fe\u50cf\u5bf9\u6570\u636e\u90fd\u9009\u53d6\u4e86\u5176\u4ed6\u76f8\u4f3c\u56fe\u7247\u4f5c\u4e3a\u96be\u8d1f\u4f8b\u3002<\/section>\n<section><\/section>\n<section><strong>BGE-VL \u6a21\u578b<\/strong><\/section>\n<section><\/section>\n<section>\u57fa\u4e8e MegaPairs \u5408\u6210\u7684\u5927\u89c4\u6a21\u591a\u6a21\u6001\u68c0\u7d22\u6307\u4ee4\u6570\u636e\u96c6\uff0c\u667a\u6e90 BGE \u56e2\u961f\u8bad\u7ec3\u51fa\u4e86 3 \u6b3e\u4e0d\u540c\u5c3a\u5bf8\u7684\u591a\u6a21\u6001\u68c0\u7d22\u6a21\u578b\u3002\u5305\u62ec\u57fa\u4e8e CLIP \u67b6\u6784\u7684 BGE-VL-Base \u548c BGE-VL-Large\uff0c\u4ee5\u53ca\u57fa\u4e8e\u591a\u6a21\u6001\u5927\u6a21\u578b\u67b6\u6784\u7684 BGE-VL-MLLM\u3002\u56e2\u961f\u53d1\u73b0\uff0c\u4ec5\u4ec5\u4f7f\u7528 MegaPairs \u4e09\u5143\u7ec4\u6570\u636e\u8bad\u7ec3\uff0c\u6a21\u578b\u5c31\u5728\u591a\u4e2a\u4efb\u52a1\u4e0a\u5b9e\u73b0\u4e86\u8fdc\u8d85\u4ee5\u5f80\u65b9\u6cd5\u7684\u7684\u9886\u5148\u6027\u80fd\u4f18\u52bf\u3002<\/section>\n<section><\/section>\n<section><strong>\u7efc\u5408\u591a\u6a21\u6001\u5d4c\u5165\u4efb\u52a1\u6027\u80fd\u8868\u73b0<\/strong><\/section>\n<section><\/section>\n<section>\u56e2\u961f\u9996\u5148\u5728 Massive Multimodal Embedding Benchmark\uff08MMEB\uff09\u4e0a\u9a8c\u8bc1\u4e86 BGE\u2014VL\u6a21\u578b\u7684\u6027\u80fd\u3002MMEB \u662f\u4e00\u4e2a\u7efc\u5408\u6027\u57fa\u51c6\u6d4b\u8bd5\uff0c\u6db5\u76d6\u4e86 4 \u5927\u7c7b\u5171\u8ba1 36 \u4e2a\u4e0d\u540c\u591a\u6a21\u6001\u5d4c\u5165\u8bc4\u6d4b\u4efb\u52a1\uff1a\u5206\u7c7b\uff08Classification\uff09\u3001\u89c6\u89c9\u95ee\u7b54\uff08Visual Question Answering\uff09\u3001\u68c0\u7d22\uff08Retrieval\uff09\u548c\u89c6\u89c9\u5b9a\u4f4d\uff08Visual Grounding\uff09\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-dd6506c2906356b5d597d236774bb9e0.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-dd6506c2906356b5d597d236774bb9e0.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0MMEB \u8bc4\u6d4b\u4efb\u52a1\u793a\u4f8b\u56fe<\/sup><\/em><\/section>\n<section><\/section>\n<section>\u5728\u96f6\u6837\u672c\u6027\u80fd\u8868\u73b0\u65b9\u9762\uff0cBGE-VL \u5728 MMEB \u7684\u591a\u4e2a\u4efb\u52a1\u7c7b\u578b\u548c\u6574\u4f53\u8bc4\u5206\u5747\u5b9e\u73b0\u4e86\u6700\u4f18\u6027\u80fd\u3002\u66f4\u4ee4\u4eba\u5174\u594b\u7684\u662f\uff0c<strong>MegaPairs \u5e76\u672a\u5305\u542b MMEB \u4e2d\u7684\u7edd\u5927\u90e8\u5206\u4efb\u52a1\u7c7b\u578b\u6570\u636e<\/strong>\uff08\u4f8b\u5982 Classification\u3001VQA\uff0cGrounding\uff09\uff0c\u5374\u80fd\u591f\u5b9e\u73b0\u826f\u597d\u7684\u4efb\u52a1\u6cdb\u5316\u80fd\u529b\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-5958156d6df836881f908b3f548a4862.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-5958156d6df836881f908b3f548a4862.png\"><\/a><\/section>\n<section>\u6839\u636e MMEB \u7684\u8bbe\u7f6e\uff0c\u56e2\u961f\u8fdb\u4e00\u6b65\u5728 MMEB \u7684\u5206\u5e03\u5185\uff08IND\uff09\u96c6\u5408\uff08\u5305\u542b 36 \u4e2a\u8bc4\u6d4b\u4efb\u52a1\u4e2d\u7684 20 \u4e2a\u4efb\u52a1\uff09\u4e0a\u5bf9 BGE-VL \u8fdb\u884c\u4e86\u6709\u76d1\u7763\u5fae\u8c03\u3002\u5b9e\u9a8c\u7ed3\u679c\u663e\u793a\uff0cBGE-VL \u7684\u5e73\u5747\u6027\u80fd\u6307\u6807\u76f8\u6bd4\u76f4\u63a5\u5728 MMEB \u4e0a\u5fae\u8c03\u7684 VLM2Vec (LLaVA-1.6) \u6a21\u578b\u9ad8\u51fa 9.1 \u4e2a\u767e\u5206\u70b9\u3002\u540c\u65f6\uff0c\u5728\u5206\u5e03\u5916\uff08OOD\uff09\u6570\u636e\u96c6\u4e0a\u7684\u5e73\u5747\u8868\u73b0\u4e5f\u6bd4\u4e24\u7248 VLM2Vec \u5206\u522b\u9ad8\u51fa 11.6% \u548c 7.1%\u3002\u8fd9\u4e9b\u7ed3\u679c\u8bc1\u660e\u4e86 MegaPairs \u6570\u636e\u7684\u9ad8\u8d28\u91cf\u548c\u6cdb\u5316\u80fd\u529b\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-dd14add59e03f0000f4350128e006129.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-dd14add59e03f0000f4350128e006129.png\"><\/a><\/section>\n<section><strong>\u7ec4\u5408\u56fe\u50cf\u68c0\u7d22\u6027\u80fd<\/strong><\/section>\n<section><\/section>\n<section>\u4f20\u7edf\u56fe\u50cf\u68c0\u7d22\u901a\u5e38\u91c7\u7528 \u201c\u6587\u641c\u56fe\u201d \u6216 \u201c\u56fe\u641c\u56fe\u201d \u7684\u65b9\u5f0f\u3002\u8fd1\u5e74\u6765\uff0c\u7ec4\u5408\u56fe\u50cf\u68c0\u7d22\u4f5c\u4e3a\u4e00\u79cd\u65b0\u5174\u7684\u56fe\u50cf\u641c\u7d22\u8303\u5f0f\uff0c\u5141\u8bb8\u7528\u6237\u540c\u65f6\u8f93\u5165\u56fe\u50cf\u548c\u641c\u7d22\u6307\u4ee4\uff0c\u5b9e\u73b0\u66f4\u7cbe\u51c6\u7684\u56fe\u50cf\u68c0\u7d22\u6548\u679c\u3002\u8fd9\u4e00\u65b9\u6cd5\u88ab\u8c37\u6b4c\u79f0\u4e3a \u201c\u4e0b\u4e00\u4ee3\u56fe\u50cf\u641c\u7d22\u8303\u5f0f\u201d\u3002<\/section>\n<section><\/section>\n<section>\u5728\u5f53\u524d\u4e3b\u6d41\u7684\u7ec4\u5408\u56fe\u50cf\u68c0\u7d22\u8bc4\u6d4b\u96c6 CIRCO \u4e0a\uff0cBGE-VL \u5728\u4e0d\u540c\u6a21\u578b\u5c3a\u5bf8\u4e0a\u5747\u663e\u8457\u5237\u65b0\u4e86\u73b0\u6709\u57fa\u51c6\u3002\u5927\u5e45\u8d85\u8d8a\u5305\u62ec\u8c37\u6b4c\u7684 MagicLens \u7cfb\u5217\u548c\u82f1\u4f1f\u8fbe\u7684 MM-Embed \u7b49\u5bf9\u6bd4\u57fa\u7ebf\u3002\u5177\u4f53\u800c\u8a00\uff0cBGE-VL-MLLM \u8f83\u4e4b\u524d\u7684 SOTA \u6a21\u578b\u63d0\u5347\u4e86 8.1 \u4e2a\u767e\u5206\u70b9\u3002\u6b64\u5916\uff0cBGE-VL-Base \u6a21\u578b\u4ee5\u4e0d\u5230 1\/50 \u7684\u53c2\u6570\u91cf\u8d85\u8d8a\u4e86\u5982 MM-Embed \u548c E5-V \u7b49\u5927\u6a21\u578b\u5e95\u5ea7\u7684\u591a\u6a21\u6001\u68c0\u7d22\u5668\u3002\u8fd9\u4e9b\u5b9e\u9a8c\u7ed3\u679c\u6709\u529b\u5c55\u793a\u4e86 MegaPairs \u6570\u636e\u7684\u6709\u6548\u6027\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-775a4a1c61c546e414718ab999ef82c2.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-775a4a1c61c546e414718ab999ef82c2.png\"><\/a><\/section>\n<section>\u56e2\u961f\u8fd8\u5bf9 MegaPairs \u7684\u53ef\u6269\u5c55\u6027\u548c\u6570\u636e\u8d28\u91cf\u8fdb\u884c\u4e86\u6df1\u5165\u7814\u7a76\u3002\u5982\u56fe\u6240\u793a\uff0c\u4e00\u65b9\u9762\uff0c\u968f\u7740 MegaPairs \u6570\u636e\u89c4\u6a21\u7684\u589e\u52a0\uff0cBGE-VL \u6a21\u578b\u8868\u73b0\u51fa\u4e00\u81f4\u7684\u6027\u80fd\u589e\u957f\u8d8b\u52bf\uff0c\u8bc1\u660e\u4e86 MegaPairs \u6570\u636e\u6784\u9020\u65b9\u6cd5\u7684\u826f\u597d\u53ef\u6269\u5c55\u6027\u3002\u53e6\u4e00\u65b9\u9762\uff0c\u4e0e\u5728 37M \u95ed\u6e90\u6570\u636e\u4e0a\u8bad\u7ec3\u7684 SOTA \u6a21\u578b Google MagicLens \u76f8\u6bd4\uff0cMegaPairs \u4ec5\u9700 1\/70 \u7684\u6570\u636e\u89c4\u6a21\uff080.5M\uff09\u5373\u53ef\u5b9e\u73b0\u663e\u8457\u7684\u6027\u80fd\u4f18\u52bf\uff0c\u8bc1\u660e\u4e86 MegaPairs \u6570\u636e\u7684\u9ad8\u6548\u6027\u548c\u9ad8\u8d28\u91cf\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-b930ed340f1ed5d43a19e12afcaf5f99.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-b930ed340f1ed5d43a19e12afcaf5f99.png\"><\/a><\/section>\n<section><em><sup>MegaPairs \u53ef\u6269\u5c55\u6027\u5206\u6790\uff1a\u4f7f\u7528\u4e0d\u540c\u89c4\u6a21\u7684 MegaPairs \u6570\u636e\u8bad\u7ec3 BGE-VL-base \u6a21\u578b\u5728\u5404\u8bc4\u6d4b\u57fa\u51c6\u4e0a\u7684\u6027\u80fd\u53d8\u5316\u8d8b\u52bf\u3002\u865a\u7ebf\u8868\u793a\u57fa\u4e8e CLIP-base \u5e76\u5728 37M MagicLens \u6570\u636e\u96c6\u4e0a\u8bad\u7ec3\u7684 MagicLens-B \u6a21\u578b\u7684\u6027\u80fd\u3002<\/sup><\/em><\/section>\n<section><\/section>\n<section><strong>BGE-VL \u68c0\u7d22\u53ef\u89c6\u5316\u7ed3\u679c<\/strong><\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-62b63a49d79b9c3d0fd6466088eade28.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-62b63a49d79b9c3d0fd6466088eade28.png\"><\/a><\/section>\n<section>\u672a\u6765\uff0c\u667a\u6e90\u5c06\u7ee7\u7eed\u63a2\u7d22 MegaPairs \u4e0e\u66f4\u4e30\u5bcc\u7684\u591a\u6a21\u6001\u68c0\u7d22\u573a\u666f\u7ed3\u5408\uff0c\u8fdb\u4e00\u6b65\u6253\u9020\u66f4\u5168\u80fd\u901a\u7528\u7684\u591a\u6a21\u6001\u68c0\u7d22\u5668\u3002<\/section>\n<section><\/section>\n<section>\u66f4\u591a\u65b9\u6cd5\u548c\u5b9e\u9a8c\u7ec6\u8282\u8bf7\u53c2\u7167\u8bba\u6587\u3002<\/section>\n<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2025-03-06-10\" target=\"_blank\">\u667a\u6e90\u5f00\u6e90\u591a\u6a21\u6001\u5411\u91cf\u6a21\u578bBGE-VL\uff1a\u591a\u6a21\u6001\u68c0\u7d22\u65b0\u7a81\u7834<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:\u667a\u6e90\u5f00\u6e90\u591a\u6a21\u6001\u5411\u91cf\u6a21\u578b [&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 center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","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":"","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":""}},"ast-content-background-meta":{"desktop":{"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":""},"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 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