{"id":35579,"date":"2024-12-27T17:00:02","date_gmt":"2024-12-27T09:00:02","guid":{"rendered":"https:\/\/17aitech.com\/?p=35579"},"modified":"2024-12-27T17:00:02","modified_gmt":"2024-12-27T09:00:02","slug":"%e4%b8%8e%e3%80%8c%e6%9d%8e%e7%99%bd%e3%80%8d%e8%b5%8f%e5%9b%be%e8%b5%8b%e8%af%97%ef%bc%8c%e5%90%8c%e3%80%8c%e7%8c%b4%e5%93%a5%e3%80%8d%e7%9b%b4%e9%9d%a2%e5%a4%a9%e5%91%bd%ef%bc%8c%e4%ba%ba%e5%a4%a7","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=35579","title":{"rendered":"\u4e0e\u300c\u674e\u767d\u300d\u8d4f\u56fe\u8d4b\u8bd7\uff0c\u540c\u300c\u7334\u54e5\u300d\u76f4\u9762\u5929\u547d\uff0c\u4eba\u5927\u9ad8\u74f4\u63d0\u51faMMRole\u591a\u6a21\u6001\u89d2\u8272\u626e\u6f14"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-09-12-5\" target=\"_blank\">\u4e0e\u300c\u674e\u767d\u300d\u8d4f\u56fe\u8d4b\u8bd7\uff0c\u540c\u300c\u7334\u54e5\u300d\u76f4\u9762\u5929\u547d\uff0c\u4eba\u5927\u9ad8\u74f4\u63d0\u51faMMRole\u591a\u6a21\u6001\u89d2\u8272\u626e\u6f14<\/a><\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-b27ddca14e9c7b3f5286fa14af367d75.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-b27ddca14e9c7b3f5286fa14af367d75.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><strong>\u4ee3\u5f66\u742a\u662f\u4e2d\u56fd\u4eba\u6c11\u5927\u5b66\u9ad8\u74f4<mark data-type=\"concepts\" data-id=\"2d28aa9c-942d-471d-bd96-8bfefb7144e0\">\u4eba\u5de5\u667a\u80fd<\/mark>\u5b66\u9662\u7684\u4e09\u5e74\u7ea7\u535a\u58eb\u751f\uff0c\u5e08\u4ece\u5362\u5fd7\u6b66\u6559\u6388\uff0c2022\u5e74\u6bd5\u4e1a\u4e8e\u5927\u8fde\u7406\u5de5\u5927\u5b66\u8f6f\u4ef6\u5b66\u9662\u3002\u4ed6\u7684\u7814\u7a76\u5174\u8da3\u5305\u62ec<mark data-type=\"tech_methods\" data-id=\"e240bcd1-bf0d-4628-b794-f07f3bea7083\">\u591a\u4efb\u52a1\u5b66\u4e60<\/mark>\u3001\u591a\u6a21\u6001\u5927\u6a21\u578b\u4ee5\u53ca\u89d2\u8272\u626e\u6f14\u667a\u80fd\u4f53\u7b49\u9886\u57df\uff0c\u8fd1\u671f\u5c24\u5176\u5173\u6ce8\u591a\u6a21\u6001\u5927\u6a21\u578b\u6307\u4ee4\u5fae\u8c03\u4e2d\u7684\u591a\u4efb\u52a1\u51b2\u7a81\u95ee\u9898\u3002\u5982\u6709\u4efb\u4f55\u4ea4\u6d41\u6216\u5408\u4f5c\u673a\u4f1a\uff0c\u6b22\u8fce\u901a\u8fc7\u90ae\u7bb1 yanqi_dai@ruc.edu.cn \u8054\u7cfb\u3002<\/strong><\/p>\n<section>\u968f\u7740\u5927<mark data-type=\"tech_tasks\" data-id=\"bf35ef94-d956-4033-a533-0c0828308c36\">\u8bed\u8a00\u6a21\u578b<\/mark>\u7684\u98de\u901f\u53d1\u5c55\uff0c\u89d2\u8272\u626e\u6f14\u667a\u80fd\u4f53\uff08RPAs\uff09\u6b63\u9010\u6e10\u6210\u4e3a AI \u9886\u57df\u7684\u70ed\u95e8\u8bdd\u9898\u3002\u8fd9\u7c7b\u667a\u80fd\u4f53\u4e0d\u4ec5\u80fd\u591f\u4e3a\u4eba\u4eec\u63d0\u4f9b\u966a\u4f34\u3001\u4e92\u52a8\u548c\u5a31\u4e50\uff0c\u8fd8\u5728\u6559\u80b2\u3001\u793e\u4f1a\u6a21\u62df\u7b49\u9886\u57df\u5c55\u73b0\u51fa\u91cd\u8981\u7684\u5e94\u7528\u6f5c\u529b\u3002\u7136\u800c\uff0c\u5f53\u524d\u5e02\u9762\u4e0a\u7684\u5927\u591a\u6570\u89d2\u8272\u626e\u6f14\u667a\u80fd\u4f53\u90fd\u53ea\u4f1a\u300c\u6587\u5b57\u804a\u5929\u300d\uff0c\u5176\u7406\u89e3\u80fd\u529b\u4ec5\u9650\u4e8e\u5355\u4e00\u7684\u6587\u672c\u6a21\u6001\uff0c\u8fdc\u8fdc\u65e0\u6cd5\u4e0e\u5177\u5907\u591a\u6a21\u6001<mark data-type=\"concepts\" data-id=\"1ccbfcc7-1b56-44d6-b64b-729d855abcb1\">\u611f\u77e5<\/mark>\u80fd\u529b\u7684\u4eba\u7c7b\u76f8\u6bd4\u3002\u8fd9\u8ba9\u6211\u4eec\u4e0d\u7981\u601d\u8003\uff1a\u6211\u4eec\u771f\u7684\u53ea\u80fd\u4e0e\u8fd9\u4e9b\u300c\u5355\u8c03\u300d\u7684\u667a\u80fd\u4f53\u5bf9\u8bdd\u5417\uff1f\u663e\u7136\uff0c\u7b54\u6848\u662f\u5426\u5b9a\u7684\uff01<\/section>\n<section><\/section>\n<section>\u8fd1\u65e5\uff0c\u4e2d\u56fd\u4eba\u6c11\u5927\u5b66\u9ad8\u74f4<mark data-type=\"concepts\" data-id=\"2d28aa9c-942d-471d-bd96-8bfefb7144e0\">\u4eba\u5de5\u667a\u80fd<\/mark>\u5b66\u9662\u7684\u7814\u7a76\u56e2\u961f\u7387\u5148\u63d0\u51fa\u4e86\u300c\u591a\u6a21\u6001\u89d2\u8272\u626e\u6f14\u667a\u80fd\u4f53\u300d\uff08MRPAs\uff09\u7684\u6982\u5ff5\u3002\u8fd9\u7c7b\u667a\u80fd\u4f53\u4e0d\u4ec5\u80fd\u591f\u626e\u6f14\u7279\u5b9a\u89d2\u8272\uff0c\u8fd8\u80fd\u591f\u56f4\u7ed5\u56fe\u50cf\u8fdb\u884c\u591a\u6a21\u6001\u5bf9\u8bdd\u3002\u4e0e\u6b64\u540c\u65f6\uff0c\u56e2\u961f\u6b63\u5f0f\u63a8\u51fa\u4e86 MMRole\u2014\u2014 \u4e00\u4e2a\u4e13\u4e3a MRPAs \u5f00\u53d1\u4e0e\u8bc4\u6d4b\u91cf\u8eab\u6253\u9020\u7684\u7efc\u5408\u6846\u67b6\u3002<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-08d2de141244349fdcddce69642cb169.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-08d2de141244349fdcddce69642cb169.png\"><\/a><\/p>\n<ul>\n<li>\n<section>\u4ee3\u7801\u4ed3\u5e93\uff1ahttps:\/\/github.com\/YanqiDai\/MMRole<\/section>\n<\/li>\n<li>\n<section>\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/arxiv.org\/abs\/2408.04203<\/section>\n<\/li>\n<\/ul>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-98c997a08881b2e3276af75d3a839400.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-98c997a08881b2e3276af75d3a839400.png\"><\/a><\/p>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u56fe 1\uff1aMMRole \u6846\u67b6\u6982\u8ff0\u3002<\/sup><\/em><\/section>\n<section><\/section>\n<section>\u5982\u56fe 1 \u6240\u793a\uff0c\u8be5\u6846\u67b6\u5305\u62ec\u4e00\u4e2a\u5927\u89c4\u6a21\u3001\u9ad8\u8d28\u91cf\u7684\u591a\u6a21\u6001\u89d2\u8272\u626e\u6f14\u6570\u636e\u96c6 MMRole-Data\uff0c\u5e76\u914d\u5907\u4e86\u4e00\u5957\u5065\u5168\u7684\u8bc4\u6d4b\u65b9\u6cd5 MMRole-Eval\uff0c\u6db5\u76d6\u4e09\u4e2a\u7ef4\u5ea6\u4e0b\u7684\u516b\u9879\u6307\u6807\u3002\u5728\u6b64\u57fa\u7840\u4e0a\uff0c\u56e2\u961f\u5f00\u53d1\u4e86\u9996\u4e2a\u4e13\u95e8\u7684\u591a\u6a21\u6001\u89d2\u8272\u626e\u6f14\u667a\u80fd\u4f53 \u2014\u2014MMRole-Agent\uff0c\u5728\u591a\u6a21\u6001\u4fe1\u606f\u7406\u89e3\u548c\u89d2\u8272\u626e\u6f14\u80fd\u529b\u4e0a\u660e\u663e\u4f18\u4e8e\u540c\u7b49<mark data-type=\"concepts\" data-id=\"2e982b73-88e2-41e8-a430-f7ae5a9af4bf\">\u53c2\u6570<\/mark>\u89c4\u6a21\u7684\u901a\u7528\u5bf9\u8bdd\u6a21\u578b\u3002<\/section>\n<section><\/section>\n<section>MMRole \u6253\u7834\u4e86\u4f20\u7edf\u89d2\u8272\u626e\u6f14\u667a\u80fd\u4f53\u4ec5\u9650\u4e8e\u5355\u4e00\u6a21\u6001\u7684\u5c40\u9650\uff0c\u8ba9\u667a\u80fd\u4f53\u80fd\u591f\u5728\u56fe\u50cf\u548c\u6587\u5b57\u4e4b\u95f4\u81ea\u7531\u5207\u6362\uff0c\u5e26\u6765\u66f4\u4e3a\u6c89\u6d78\u7684\u5bf9\u8bdd\u4f53\u9a8c\uff0c\u8fdb\u4e00\u6b65\u6269\u5c55\u4e86\u89d2\u8272\u626e\u6f14\u667a\u80fd\u4f53\u7684\u5e94\u7528\u573a\u666f\u4e0e\u4ef7\u503c\u3002<\/section>\n<section><\/section>\n<section><strong>MMRole-Data \u6570\u636e\u96c6<\/strong><\/section>\n<section><\/section>\n<section>\u5982\u56fe 1\uff08a\uff09\u6240\u793a\uff0cMMRole-Data \u662f\u4e00\u4e2a\u5927\u89c4\u6a21\u3001\u9ad8\u8d28\u91cf\u7684\u591a\u6a21\u6001\u89d2\u8272\u626e\u6f14\u6570\u636e\u96c6\uff0c\u5305\u542b 85 \u4e2a\u89d2\u8272\u53ca\u5176\u8eab\u4efd\u4fe1\u606f\u300111K \u5f20\u56fe\u50cf\uff0c\u4ee5\u53ca 14K \u6bb5\u56f4\u7ed5\u56fe\u50cf\u5c55\u5f00\u7684\u5355\u8f6e\u6216\u591a\u8f6e\u5bf9\u8bdd\uff0c\u5171\u751f\u6210\u4e86 85K \u6761\u8bad\u7ec3\u6837\u672c\u548c 294 \u6761\u6d4b\u8bd5\u6837\u672c\u3002\u5728\u6570\u636e\u6784\u5efa\u8fc7\u7a0b\u4e2d\uff0c\u56e2\u961f\u501f\u52a9\u4e86 GPT-4V \u8fdb\u884c\u8f85\u52a9\u751f\u6210\uff0c\u5e76\u6267\u884c\u4e86\u4e25\u683c\u7684\u4eba\u5de5\u8d28\u91cf\u5ba1\u67e5\uff0c\u4e3a\u89d2\u8272\u626e\u6f14\u667a\u80fd\u4f53\u7684\u8bad\u7ec3\u548c\u6027\u80fd\u8bc4\u6d4b\u5960\u5b9a\u4e86\u575a\u5b9e\u57fa\u7840\u3002<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-a2ac6c26818470379c192ff2cae5e582.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-a2ac6c26818470379c192ff2cae5e582.png\"><\/a><\/p>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u56fe 2\uff1aMMRole-Data \u4e2d\u6784\u5efa\u7684\u6240\u6709\u89d2\u8272\u3002<\/sup><\/em><\/section>\n<section><\/section>\n<section>\u5982\u56fe 2 \u6240\u793a\uff0cMMRole-Data \u6db5\u76d6\u4e86\u4e09\u79cd\u89d2\u8272\u7c7b\u578b\uff1a\u865a\u6784\u89d2\u8272\u3001\u5386\u53f2\u548c\u516c\u4f17\u4eba\u7269\uff0c\u4ee5\u53ca\u5047\u60f3\u73b0\u5b9e\u89d2\u8272\u3002\u524d\u4e24\u7c7b\u89d2\u8272\u7684\u8eab\u4efd\u4fe1\u606f\u7531 GPT-4 \u901a\u8fc7\u603b\u7ed3 Wikipedia \u6216\u767e\u5ea6\u767e\u79d1\u7684\u4eba\u7269\u4ecb\u7ecd\u751f\u6210\uff0c\u800c\u7b2c\u4e09\u7c7b\u89d2\u8272\u7684\u8eab\u4efd\u4fe1\u606f\u5219\u901a\u8fc7 GPT-4 \u91c7\u7528\u4e24\u9636\u6bb5\u751f\u6210\u65b9\u5f0f\uff0c\u5728\u786e\u4fdd\u591a\u6837\u6027\u7684\u57fa\u7840\u4e0a\u968f\u673a\u751f\u6210\u3002\u524d\u4e24\u7c7b\u89d2\u8272\u5728\u4e4b\u524d\u7684\u7814\u7a76\u4e2d\u5df2\u6709\u8f83\u591a\u63a2\u8ba8\uff0c\u56e2\u961f\u7279\u522b\u5f15\u5165\u4e86\u7b2c\u4e09\u7c7b\u89d2\u8272\uff0c\u65e8\u5728\u63d0\u5347\u548c\u8bc4\u6d4b MRPAs \u5728\u5e76\u4e0d\u5e7f\u4e3a\u4eba\u77e5\u7684\u89d2\u8272\u4e0a\u7684\u6027\u80fd\uff0c\u4f7f\u5176\u5728\u591a\u6837\u5316\u89d2\u8272\u626e\u6f14\u573a\u666f\u4e2d\u5c55\u73b0\u51fa\u66f4\u5f3a\u7684\u7075\u6d3b\u6027\u4e0e\u6cdb\u5316\u6027\u3002<\/section>\n<section><\/section>\n<section>\u8fdb\u4e00\u6b65\u5730\uff0cMMRole-Data \u5f15\u5165\u6765\u81ea MS-COCO \u6570\u636e\u96c6\u7684\u901a\u7528\u56fe\u50cf\uff0c\u786e\u4fdd\u4e86\u5bf9\u5e7f\u6cdb\u89c6\u89c9\u6982\u5ff5\u7684\u8986\u76d6\u3002\u540c\u65f6\uff0c\u56e2\u961f\u8fd8\u4eba\u5de5\u6536\u96c6\u548c\u6807\u6ce8\u4e86\u5267\u7167\u7b49\u4e0e\u89d2\u8272\u5bc6\u5207\u76f8\u5173\u7684\u56fe\u50cf\uff0c\u4ee5\u66f4\u6709\u6548\u5730\u5524\u8d77\u89d2\u8272\u7684\u4e2a\u4eba\u7ecf\u5386\u548c\u60c5\u611f\u3002<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-448615fdd1485a304d640a960c4566d0.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-448615fdd1485a304d640a960c4566d0.png\"><\/a><\/p>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u56fe 3\uff1aMMRole-Data \u4e2d\u4e09\u79cd\u5bf9\u8bdd\u573a\u666f\u7684\u793a\u4f8b\u3002<\/sup><\/em><\/section>\n<section><\/section>\n<section>\u6700\u540e\uff0c\u5982\u56fe 3 \u6240\u793a\uff0c\u56e2\u961f\u5229\u7528 GPT-4V \u751f\u6210\u4e86\u4e09\u7c7b\u4ee5\u56fe\u50cf\u4e3a\u4e2d\u5fc3\u7684\u5bf9\u8bdd\u573a\u666f\uff1a\u8bc4\u8bba\u6027\u4ea4\u4e92\u3001\u7528\u6237 &#8211; \u89d2\u8272\u5bf9\u8bdd\uff0c\u4ee5\u53ca\u89d2\u8272\u95f4\u5bf9\u8bdd\u3002\u8fd9\u4e9b\u5bf9\u8bdd\u7ecf\u8fc7\u591a\u8f6e\u89c4\u5219\u8fc7\u6ee4\u548c\u4e25\u683c\u7684\u4eba\u5de5\u8d28\u91cf\u5ba1\u67e5\uff0c\u786e\u4fdd\u4e86\u5bf9\u8bdd\u5185\u5bb9\u7684\u51c6\u786e\u6027\u548c\u89d2\u8272\u4e00\u81f4\u6027\u3002<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-4b0e5df215e3516c37d23efdb9482d94.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-4b0e5df215e3516c37d23efdb9482d94.png\"><\/a><\/p>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u56fe 4\uff1aMMRole-Data \u4e2d\u6587\u793a\u4f8b\u3002<\/sup><\/em><\/section>\n<section><\/section>\n<section>\u7279\u522b\u5730\uff0c\u5982\u56fe 4 \u6240\u793a\uff0c\u56e2\u961f\u5bf9\u6570\u636e\u96c6\u7684\u4e2d\u6587\u90e8\u5206\u8fdb\u884c\u4e86\u7cbe\u7ec6\u6253\u78e8\uff0c\u6210\u529f\u518d\u73b0\u4e86\u674e\u767d\u3001\u5b59\u609f\u7a7a\u7b49\u7ecf\u5178\u4eba\u7269\u7684\u5f62\u8c61\u3002\u901a\u8fc7\u6df1\u5165\u6316\u6398\u8fd9\u4e9b\u89d2\u8272\u7684\u72ec\u7279\u4e2a\u6027\u548c\u80cc\u666f\u6545\u4e8b\uff0cMRPAs \u80fd\u591f\u5728\u591a\u6a21\u6001\u5bf9\u8bdd\u4e2d\u66f4\u5177\u8868\u73b0\u529b\u548c\u6c89\u6d78\u611f\uff0c\u4e3a\u7528\u6237\u5e26\u6765\u66f4\u52a0\u771f\u5b9e\u7684\u4e92\u52a8\u4f53\u9a8c\u3002<\/section>\n<section><\/section>\n<section><strong>MMRole-Eval \u8bc4\u6d4b\u65b9\u6cd5<\/strong><\/section>\n<section><\/section>\n<section>\u5982\u56fe 1\uff08b\uff09\u6240\u793a\uff0cMMRole-Eval \u662f\u4e00\u5957\u7a33\u5065\u800c\u5168\u9762\u7684\u591a\u6a21\u6001\u89d2\u8272\u626e\u6f14\u667a\u80fd\u4f53\u8bc4\u6d4b\u65b9\u6cd5\uff0c\u6db5\u76d6\u4e09\u4e2a\u7ef4\u5ea6\u4e0b\u7684\u516b\u9879\u8bc4\u6d4b\u6307\u6807\uff0c\u786e\u4fdd\u5bf9\u667a\u80fd\u4f53\u7684\u591a\u65b9\u9762\u80fd\u529b\u8fdb\u884c\u6df1\u5165\u8bc4\u4f30\u3002\u5177\u4f53\u7684\u8bc4\u6d4b\u6307\u6807\u5305\u62ec\uff1a<\/section>\n<section><\/section>\n<section>\u57fa\u7840\u5bf9\u8bdd\u6280\u5de7<\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u6307\u4ee4\u9075\u5faa\u5ea6\uff08Instruction Adherence, IA\uff09<\/section>\n<\/li>\n<li>\n<section>\u6d41\u7545\u5ea6\uff08Fluency, Flu\uff09<\/section>\n<\/li>\n<li>\n<section>\u8fde\u8d2f\u6027\uff08Coherency, Coh\uff09<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>\u591a\u6a21\u6001\u7406\u89e3\u80fd\u529b<\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u56fe\u6587\u76f8\u5173\u6027\uff08Image-Text Relevance, ITR\uff09<\/section>\n<\/li>\n<li>\n<section>\u54cd\u5e94\u51c6\u786e\u5ea6\uff08Response Accuracy, RA\uff09<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>\u89d2\u8272\u626e\u6f14\u8d28\u91cf<\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u6027\u683c\u4e00\u81f4\u6027\uff08Personality Consistency, PC\uff09<\/section>\n<\/li>\n<li>\n<section>\u77e5\u8bc6\u4e00\u81f4\u6027\uff08Knowledge Consistency, KC\uff09<\/section>\n<\/li>\n<li>\n<section>\u8bed\u6c14\u4e00\u81f4\u6027\uff08Tone Consistency, TC\uff09<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>\u4e3a\u4e86\u5b9a\u91cf\u8bc4\u4f30 MRPAs \u5728\u5404\u9879\u6307\u6807\u4e0a\u7684\u6027\u80fd\uff0c\u56e2\u961f\u5f00\u53d1\u4e86\u4e00\u4e2a\u4e13\u95e8\u7684\u5956\u52b1\u6a21\u578b\u3002\u8be5\u6a21\u578b\u9996\u5148\u5bf9\u5f85\u8bc4\u4f30\u7684 MRPA \u4e0e\u6784\u5efa\u7684\u6807\u51c6\u7b54\u6848\u4e4b\u95f4\u7684\u76f8\u5bf9\u6027\u80fd\u8fdb\u884c\u7b80\u8981\u7684\u5b9a\u6027\u8bc4\u4ef7\uff0c\u968f\u540e\u4e3a\u5176\u751f\u6210\u4e00\u4e2a\u5b9a\u91cf\u7684\u5206\u6570\u5bf9\uff0cMRPA \u7684\u6700\u7ec8\u5f97\u5206\u4e3a\u8be5\u5206\u6570\u5bf9\u4e2d\u4e24\u4e2a\u5206\u6570\u7684\u6bd4\u503c\u3002\u4e3a\u4e86\u5f00\u53d1\u8fd9\u4e00\u5956\u52b1\u6a21\u578b\uff0c\u56e2\u961f\u5229\u7528 GPT-4 \u5728\u6240\u6709\u6d4b\u8bd5\u6837\u672c\u4e0a\u5bf9\u591a\u4e2a MRPAs \u8fdb\u884c\u8bc4\u6d4b\uff0c\u751f\u6210\u4e86\u5927\u91cf\u8bc4\u6d4b\u8f68\u8ff9\uff0c\u8fd9\u4e9b\u8f68\u8ff9\u968f\u540e\u88ab\u8f6c\u6362\u4e3a\u5956\u52b1\u6a21\u578b\u7684\u8bad\u7ec3\u548c\u9a8c\u8bc1\u6570\u636e\u3002<\/section>\n<section><\/section>\n<section><strong>\u8bc4\u6d4b\u7ed3\u679c\u4e0e\u5206\u6790<\/strong><\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-b4b67f859d67312e878749fda39822eb.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-b4b67f859d67312e878749fda39822eb.png\"><\/a><\/p>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u8868 1\uff1aMMRole-Eval \u8bc4\u6d4b\u7ed3\u679c\u3002In-Test \u8868\u793a\u5728\u8bad\u7ec3\u96c6\u4e2d\u51fa\u73b0\u8fc7\u7684\u89d2\u8272\u4e0a\u7684\u6d4b\u8bd5\uff0c\u800c Out-Test \u8868\u793a\u5728\u8bad\u7ec3\u96c6\u4e2d\u672a\u89c1\u8fc7\u7684\u89d2\u8272\u4e0a\u7684\u6d4b\u8bd5\u3002<\/sup><\/em><\/section>\n<section><\/section>\n<section>\u5982\u8868 1 \u6240\u793a\uff0c\u56e2\u961f\u5f00\u53d1\u7684\u9996\u4e2a\u4e13\u95e8\u7684\u591a\u6a21\u6001\u89d2\u8272\u626e\u6f14\u667a\u80fd\u4f53 MMRole-Agent\uff089B\uff09\u5728\u5404\u9879\u6307\u6807\u4e0a\u8868\u73b0\u51fa\u4e86\u5353\u8d8a\u7684\u6027\u80fd\uff0c\u6574\u4f53\u6027\u80fd\u8fdc\u8d85\u540c\u7b49<mark data-type=\"concepts\" data-id=\"2e982b73-88e2-41e8-a430-f7ae5a9af4bf\">\u53c2\u6570<\/mark>\u89c4\u6a21\uff08&lt;10B\uff09\u7684\u901a\u7528\u5bf9\u8bdd\u6a21\u578b\uff0c\u751a\u81f3\u4f18\u4e8e\u90e8\u5206<mark data-type=\"concepts\" data-id=\"2e982b73-88e2-41e8-a430-f7ae5a9af4bf\">\u53c2\u6570<\/mark>\u91cf\u66f4\u5927\uff0810B-100B\uff09\u7684\u6a21\u578b\u3002\u6b64\u5916\uff0c MMRole-Agent \u5728\u672a\u89c1\u8fc7\u7684\u89d2\u8272\u4e0a\u540c\u6837\u5c55\u73b0\u51fa\u4e86\u5f3a\u5927\u7684\u6cdb\u5316\u80fd\u529b\u3002<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-5948399bfa3b26e9d6f12319973034f3.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-5948399bfa3b26e9d6f12319973034f3.png\"><\/a><\/p>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u56fe 5\uff1aMMRole-Eval \u8bc4\u6d4b\u7ed3\u679c\u7684\u53ef\u89c6\u5316\u3002<\/sup><\/em><\/section>\n<section><\/section>\n<section>\u6b64\u5916\uff0c\u5982\u56fe 5 \u6240\u793a\uff0c\u56e2\u961f\u5c06\u8bc4\u6d4b\u7ed3\u679c\u8fdb\u884c\u4e86\u53ef\u89c6\u5316\u5206\u6790\uff0c\u53d1\u73b0\u6240\u6709 MRPAs \u5728\u6d41\u7545\u5ea6\u6307\u6807\u4e0a\u5747\u83b7\u5f97\u4e86\u8f83\u9ad8\u5206\u6570\uff0c\u8868\u660e\u751f\u6210\u6d41\u7545\u5185\u5bb9\u5bf9\u4e8e\u73b0\u6709\u7684\u5927\u6a21\u578b\u800c\u8a00\u76f8\u5bf9\u5bb9\u6613\u3002\u7136\u800c\uff0c\u5728\u5176\u4ed6\u8bc4\u6d4b\u6307\u6807\u4e0a\uff0c\u5c24\u5176\u662f\u6027\u683c\u4e00\u81f4\u6027\u548c\u8bed\u6c14\u4e00\u81f4\u6027\u6307\u6807\uff0c\u4e0d\u540c\u7684 MRPAs \u4e4b\u95f4\u5b58\u5728\u663e\u8457\u5dee\u5f02\u3002\u8fd9\u8bf4\u660e\uff0c\u5728\u591a\u6a21\u6001\u89d2\u8272\u626e\u6f14\u667a\u80fd\u4f53\u7684\u5f00\u53d1\u4e2d\uff0c\u591a\u6a21\u6001\u7406\u89e3\u80fd\u529b\u548c\u89d2\u8272\u626e\u6f14\u8d28\u91cf\u662f\u66f4\u5177\u6311\u6218\u6027\u7684\u65b9\u9762\uff0c\u9700\u8981\u5728\u672a\u6765\u7684\u7814\u7a76\u548c\u4f18\u5316\u4e2d\u4e88\u4ee5\u7279\u522b\u5173\u6ce8\u3002<\/section>\n<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-09-12-5\" target=\"_blank\">\u4e0e\u300c\u674e\u767d\u300d\u8d4f\u56fe\u8d4b\u8bd7\uff0c\u540c\u300c\u7334\u54e5\u300d\u76f4\u9762\u5929\u547d\uff0c\u4eba\u5927\u9ad8\u74f4\u63d0\u51faMMRole\u591a\u6a21\u6001\u89d2\u8272\u626e\u6f14<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:\u4e0e\u300c\u674e\u767d\u300d\u8d4f\u56fe\u8d4b\u8bd7\uff0c\u540c [&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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