{"id":34279,"date":"2024-12-03T16:56:26","date_gmt":"2024-12-03T08:56:26","guid":{"rendered":"https:\/\/17aitech.com\/?p=34279"},"modified":"2024-12-03T16:56:26","modified_gmt":"2024-12-03T08:56:26","slug":"bengio%e5%9b%a2%e9%98%9f%e6%8f%90%e5%87%ba%e5%a4%9a%e6%a8%a1%e6%80%81%e6%96%b0%e5%9f%ba%e5%87%86%ef%bc%8c%e7%9b%b4%e6%8c%87claude-3-5%e5%92%8cgpt-4o%e5%bc%b1%e7%82%b9","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=34279","title":{"rendered":"Bengio\u56e2\u961f\u63d0\u51fa\u591a\u6a21\u6001\u65b0\u57fa\u51c6\uff0c\u76f4\u6307Claude 3.5\u548cGPT-4o\u5f31\u70b9"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-06-28-17\" target=\"_blank\">Bengio\u56e2\u961f\u63d0\u51fa\u591a\u6a21\u6001\u65b0\u57fa\u51c6\uff0c\u76f4\u6307Claude 3.5\u548cGPT-4o\u5f31\u70b9<\/a><\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-de4ae260c46276eb929cec9e1517f0eb.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-de4ae260c46276eb929cec9e1517f0eb.png\"><\/a><\/section>\n<blockquote data-author-name=\"\" data-content-utf8-length=\"167\" data-source-title=\"\" data-type=\"2\" data-url=\"\">\n<section>\n<section>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<\/section>\n<\/section>\n<\/blockquote>\n<p><strong>\u672c\u6587\u4f5c\u8005\u5f20\u5929\u5b87\uff0c\u5c31\u8bfb\u4e8e\u52a0\u62ff\u5927Mila<mark data-type=\"concepts\" data-id=\"2d28aa9c-942d-471d-bd96-8bfefb7144e0\">\u4eba\u5de5\u667a\u80fd<\/mark>\u7814\u7a76\u6240\uff0c\u5e08\u4ece\u56fe\u7075\u5956\u5f97\u4e3bYoshua Bengio\u6559\u6388\u3002\u535a\u58eb\u671f\u95f4\u7684\u4e3b\u8981\u5de5\u4f5c\u805a\u7126\u4e8e\u591a\u6a21\u6001\u3001GFlowNet\u3001\u591a\u667a\u80fd\u4f53<mark data-type=\"tech_methods\" data-id=\"ee1a8f69-3170-4ddf-b2b6-47d91c844425\">\u5f3a\u5316\u5b66\u4e60<\/mark>\u3001AI\u4e8e\u6c14\u5019\u53d8\u5316\u7684\u5e94\u7528\u3002\u76ee\u524d\u5df2\u5728ICML\u3001ICLR\u3001ICASSP\u7b49<mark data-type=\"tech_methods\" data-id=\"1a0e9c5e-6502-4cd7-8683-6b5ca6c48be2\">\u673a\u5668\u5b66\u4e60<\/mark>\u9876\u4f1a\u53d1\u8868\u8bba\u6587\u3002\u4ee3\u8868\u4f5c\u4e3aLarge-scale Contrastive Language-<mark data-type=\"institutions\" data-id=\"5d5181e8-e040-4be4-be0a-5e20b2ab5ba6\">Audi<\/mark>o Pretraining with Feature Fusion and Keyword-to-Caption Augmentation (CLAP)\u3002<\/strong><\/p>\n<section>\u60f3\u8981\u8fbe\u6210\u901a\u7528<mark data-type=\"concepts\" data-id=\"2d28aa9c-942d-471d-bd96-8bfefb7144e0\">\u4eba\u5de5\u667a\u80fd<\/mark> AGI \u7684\u7ec8\u6781\u76ee\u6807\uff0c\u9996\u5148\u8981\u8fbe\u6210\u7684\u662f<strong>\u6a21\u578b\u8981\u80fd\u5b8c\u6210\u4eba\u7c7b\u6240\u80fd\u8f7b\u677e\u505a\u5230\u7684\u4efb\u52a1<\/strong>\u3002\u4e3a\u4e86\u505a\u5230\u8fd9\u4e00\u70b9\uff0c\u5927\u6a21\u578b\u5f00\u53d1\u7684\u5173\u952e\u6307\u5bfc\u4e4b\u4e00\u4fbf\u662f<strong>\u5982\u4f55\u8ba9\u673a\u5668\u50cf\u4eba\u7c7b\u4e00\u6837\u601d\u8003\u548c\u63a8\u7406<\/strong>\u3002\u8bf8\u5982<mark data-type=\"tech_methods\" data-id=\"60bee267-89dc-4606-ba24-6b3f7d1f6189\">\u6ce8\u610f\u529b\u673a\u5236<\/mark>\u548c\u601d\u7ef4\u94fe\uff08Chain-of-Thought\uff09\u7b49\u6280\u672f\u6b63\u662f\u7531\u6b64\u4ea7\u751f\u7684\u7075\u611f\u3002<\/section>\n<section><\/section>\n<section>\u7136\u800c\uff0c\u53ef\u80fd\u5f88\u591a\u4eba\u5e76\u6ca1\u6709\u610f\u8bc6\u5230\uff0c\u5f88\u591a\u5bf9\u4eba\u7c7b\u6765\u8bf4<strong>\u5f88\u7b80\u5355\u7684\u8ba4\u77e5\u4efb\u52a1<\/strong>\u4e5f\u5f80\u5f80\u4f34\u968f\u7740<strong>\u975e\u5e38\u590d\u6742\u7684\u63a8\u7406\u8fc7\u7a0b<\/strong>\u3002\u4e3e\u4e2a\u6817\u5b50\uff0c\u8bf7\u5927\u5bb6\u8bd5\u8bd5\u6839\u636e\u4e0b\u65b9\u7684\u56fe\u7247\u586b\u8865\u88ab\u906e\u6321\u7684\u6587\u5b57\u7a7a\u767d\uff1a<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-a3e974cd1d3b14d2f2f0340b74c9d3ed.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-a3e974cd1d3b14d2f2f0340b74c9d3ed.png\"><\/a><\/p>\n<section>\uff08\u6b63\u786e\u7b54\u6848\uff1a\u6765\u81ea\u5168\u7403\u5404\u5730\u7684<mark data-type=\"tech_methods\" data-id=\"1a0e9c5e-6502-4cd7-8683-6b5ca6c48be2\">\u673a\u5668\u5b66\u4e60<\/mark>\u7814\u7a76\u4eba\u5458\u90fd\u5bf9\u65b0\u578b GPU \u611f\u5230\u5174\u594b\u3002\u5b83\u7684\u5c16\u7aef\u529f\u80fd\u4e5f\u80fd\u8ba9\u5927\u89c4\u6a21\u5b9e\u9a8c\u66f4\u9ad8\u6548\u3001\u66f4\u4fbf\u5b9c\uff0c\u5373\u4f7f\u5b83\u6709\u7089\u7076\u90a3\u4e48\u5927\u3002\uff09<\/section>\n<section><\/section>\n<section>\u5bf9\u5927\u591a\u6570\u4e2d\u6587\u6bcd\u8bed\u8005\u800c\u8a00\uff0c\u8fd9\u4e2a\u4efb\u52a1\u5e94\u8be5\u4e0d\u96be\uff0c\u76f8\u4fe1\u5927\u5bb6\u4e0d\u9700\u8981\u51e0\u79d2\u949f\u5c31\u53ef\u4ee5\u5f97\u5230\u7b54\u6848\u3002\u4f46\u60f3\u4ece\u9732\u51fa\u7684\u90e8\u5206\u6587\u5b57\u63a8\u65ad\u5b8c\u6574\u6587\u5b57\u4ecd\u7136\u9700\u8981\u5341\u5206\u590d\u6742\u7684\u63a8\u7406\u8fc7\u7a0b\uff1a\u5f53\u4ee3<mark data-type=\"concepts\" data-id=\"306453a1-dae0-4518-9204-c5d533cedbe7\">\u795e\u7ecf\u79d1\u5b66<\/mark>\u7814\u7a76\u8868\u660e\uff0c\u590d\u539f<strong>\u88ab\u90e8\u5206\u906e\u6321\u7269\u4f53<\/strong>\u9700\u8981\u80fd\u8fdb\u884c\u9ad8\u7ea7\u51b3\u7b56\u7684\u524d\u989d\u53f6\u76ae\u8d28\u7684\u9ad8\u5ea6\u53c2\u4e0e\u3002<\/section>\n<section><\/section>\n<section>\u6211\u4eec\u77e5\u9053\uff0c\u5f53\u524d\u7684\u89c6\u89c9<mark data-type=\"tech_tasks\" data-id=\"fee178e8-ee20-42fc-8f8f-1d41c1f34e8f\">\u8bed\u8a00\u6a21\u578b<\/mark>\uff08Vision-Language Models, VLM\uff09\u53ef\u4ee5\u975e\u5e38\u7cbe\u786e\u5730\u8fdb\u884c<mark data-type=\"tech_tasks\" data-id=\"c4e02f84-c5e7-4427-a530-31258211b9cb\">\u7269\u4f53\u8bc6\u522b<\/mark>\u548c\u6587\u5b57\u8bc6\u522b\u3002\u4f46\u662f\uff0c\u5f53\u88ab\u906e\u6321\u7684\u90e8\u5206\u662f\u6587\u5b57\uff1b\u5f53\u6a21\u578b\u7684<mark data-type=\"tech_tasks\" data-id=\"3ceff552-3058-4801-b358-88eaddde971f\">\u5149\u5b66\u5b57\u7b26\u8bc6\u522b<\/mark>\uff08OCR\uff09\u5931\u6548\uff1b\u5f53\u4ec5\u6709\u7684\u5173\u952e\u4fe1\u606f\u53ea\u6709\u88ab\u906e\u6321\u6587\u5b57\u7684\u51e0\u4e2a\u50cf\u7d20\uff0c\u6a21\u578b\u80fd\u591f\u6a21\u62df\u4eba\u7c7b\u7684\u63a8\u7406\u8fc7\u7a0b\u5b8c\u6210\u8fd9\u4e00\u4efb\u52a1\u5417\uff1f<\/section>\n<section><\/section>\n<section>\u4e3a\u6b64\uff0c\u6765\u81ea\u56fe\u7075\u5956\u5f97\u4e3b <strong>Yoshua Bengio<\/strong> <strong>\u7684\u56e2\u961f<\/strong>\u63d0\u51fa\u4e86\u5168\u65b0\u7684<mark data-type=\"tech_methods\" data-id=\"1b43f9a4-2b64-48af-9f62-4f8690f6a486\">\u89c6\u89c9\u95ee\u7b54<\/mark>\u4efb\u52a1\uff1a<strong>\u89c6\u89c9\u5b57\u5e55\u6062\u590d\uff08Visual Caption Restoration\uff0cVCR\uff09<\/strong>\u3002\u8ba9\u6211\u4eec\u501f\u7531\u8fd9\u4e2a\u4efb\u52a1\u5bf9\u89c6\u89c9<mark data-type=\"tech_tasks\" data-id=\"fee178e8-ee20-42fc-8f8f-1d41c1f34e8f\">\u8bed\u8a00\u6a21\u578b<\/mark>\u7684\u63a8\u7406\u80fd\u529b\u4e00\u63a2\u7a76\u7adf\uff1a<strong>\u5f53\u524d\u7684\u89c6\u89c9<mark data-type=\"tech_tasks\" data-id=\"fee178e8-ee20-42fc-8f8f-1d41c1f34e8f\">\u8bed\u8a00\u6a21\u578b<\/mark>\u8ddd\u79bb\u4eba\u7c7b\u7684\u8ba4\u77e5\u6c34\u5e73\u8fd8\u6709\u591a\u957f\u7684\u8def\u8981\u8d70\uff1f<\/strong><\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-25ace24881061a0e725954e7fd81dca4.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-25ace24881061a0e725954e7fd81dca4.png\"><\/a><\/p>\n<ul>\n<li>\n<section>\u8bba\u6587\u6807\u9898\uff1aVCR: Visual Caption Restoration<\/section>\n<\/li>\n<li>\n<section>\u8bba\u6587\u94fe\u63a5\uff1aarxiv.org\/abs\/2406.06462<\/section>\n<\/li>\n<li>\n<section>\u4ee3\u7801\u4ed3\u5e93\uff1agithub.com\/tianyu-z\/VCR \uff08\u70b9\u51fb\u9605\u8bfb\u539f\u6587\u5373\u53ef\u76f4\u8fbe\uff0c\u5305\u542b\u8bc4\u7528\u4e8e\u6a21\u578b\u8bc4\u6d4b\u548c\u9884\u8bad\u7ec3\u7684\u6570\u636e\u751f\u6210\u4ee3\u7801\uff09<\/section>\n<\/li>\n<li>\n<section>Hugging Face \u94fe\u63a5\uff1ahuggingface.co\/vcr-org<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section><strong>VCR \u6570\u636e\u96c6\u7b80\u4ecb<\/strong><\/section>\n<section><strong><br \/><\/strong><\/section>\n<section>\u4e3a\u4e86\u5f00\u53d1\u00a0VCR\u00a0\u4efb\u52a1\uff0c\u7814\u7a76\u4eba\u5458\u6784\u5efa\u4e86\u4e00\u4e2a<strong>\u7531\u56fe\u50cf &#8211; \u6587\u5b57\u751f\u6210 VCR \u5408\u6210\u56fe\u50cf\u7684\u6d41\u7a0b<\/strong>\u3002\u5728\u8be5\u6d41\u7a0b\u4e2d\u53ef\u4ee5\u901a\u8fc7<strong>\u63a7\u5236\u906e\u4f4f\u6587\u5b57\u7684\u767d\u8272\u77e9\u5f62\u5927\u5c0f<\/strong>\u6765\u6539\u53d8\u56fe\u50cf\u4e2d\u6587\u672c\u7684\u53ef\u89c1\u6027\uff0c\u4ece\u800c<strong>\u63a7\u5236\u4efb\u52a1\u96be\u5ea6<\/strong>\u3002<\/section>\n<section><\/section>\n<section>\u501f\u7531\u8be5\u6570\u636e\u751f\u6210\u6d41\u7a0b\uff0c\u7814\u7a76\u4eba\u5458\u901a\u8fc7<strong>\u7ef4\u57fa\u767e\u79d1\u7684\u4e3b\u56fe &#8211; \u4ecb\u7ecd\u5bf9<\/strong>\u751f\u6210\u4e86\u00a0<strong>VCR-wiki<\/strong> \u6570\u636e\u96c6\u3002\u5bf9\u4e24\u79cd\u8bed\u8a00\u5747\u8bbe\u7f6e \u201c<strong>\u7b80\u5355<\/strong>\u201d \u548c \u201c<strong>\u56f0\u96be<\/strong>\u201d \u4e24\u4e2a\u96be\u5ea6\u7ea7\u522b\u3002\u5176\u4e2d\uff1a<\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u201c\u7b80\u5355\u201d \u96be\u5ea6 VCR \u4efb\u52a1<strong>\u80fd\u4f7f\u5f97 OCR \u6a21\u578b\u5931\u6548<\/strong>\uff1b<\/section>\n<\/li>\n<li>\n<section>\u201c\u56f0\u96be\u201d \u96be\u5ea6 VCR \u4efb\u52a1\u5219<strong>\u5bf9\u6bcf\u4e2a\u88ab\u906e\u6321\u7684\u6587\u672c\u53ea\u4fdd\u7559\u4e0a\u4e0b\u5404 1-2 \u4e2a\u50cf\u7d20\u7684\u9ad8\u5ea6<\/strong>\uff0c\u4f46\u4f9d\u7136\u80fd\u8ba9\u5bf9\u5e94\u8bed\u8a00\u7684\u4f7f\u7528\u8005\u5b8c\u6210\u4efb\u52a1\u3002<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>\u6bcf\u79cd\u8bed\u8a00\u548c\u96be\u5ea6\u4e2d\uff0c\u6d4b\u8bd5\u96c6\u548c<mark data-type=\"concepts\" data-id=\"698eae06-517e-4332-ba61-2de17c83ffb6\">\u9a8c\u8bc1\u96c6<\/mark>\u5404\u6709 5000 \u4e2a\u6837\u672c\uff0c\u5269\u4e0b\u7684\u6837\u672c\u90fd\u5728\u8bad\u7ec3\u96c6\u4e2d\u3002<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-d56fed347eba69eac6664c46e2777e62.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-d56fed347eba69eac6664c46e2777e62.png\"><\/a><\/p>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u56fe\u4f8b\uff1a\u4ece\u5de6\u5230\u53f3\u5206\u522b\u4e3a\uff0c\u82f1\u6587\u7b80\u5355\u96be\u5ea6\u3001\u82f1\u6587\u56f0\u96be\u96be\u5ea6\u3001\u4e2d\u6587\u7b80\u5355\u96be\u5ea6\u3001\u4e2d\u6587\u56f0\u96be\u96be\u5ea6<\/sup><\/em><\/section>\n<section><\/section>\n<section><strong>\u96be\u5ea6\u8fdb\u4e00\u6b65\u63d0\u5347\u540e\uff0c\u4eba\u7c7b vs \u6a21\u578b<\/strong><\/section>\n<section><\/section>\n<section>\u6587\u7ae0\u5f00\u5934\u7684\u4f8b\u5b50\u5bf9\u4eba\u7c7b\u800c\u8a00\u53ea\u662f\u4e00\u4e2a\u5c0f\u6311\u6218\uff0c\u4e0d\u80fd\u5f88\u597d\u5730\u5c55\u793a\u4eba\u7c7b\u505a\u8fd9\u4e2a\u4efb\u52a1\u7684\u6781\u9650\u6c34\u5e73\u4ee5\u53ca\u4eba\u7c7b\u5728\u89e3\u9898\u7684\u65f6\u5019\u8fd0\u7528\u7684\u601d\u7ef4\u548c\u6280\u5de7\u3002\u4e0b\u9762\u5c55\u793a\u4e86\u4e00\u4e2a \u201c\u56f0\u96be\u201d \u96be\u5ea6\u7684 VCR \u4efb\u52a1\u6837\u4f8b\u3002\u8bfb\u8005\u53ef\u4ee5\u66f4\u4e13\u6ce8\u5730\u5c1d\u8bd5\u81ea\u5df1\u586b\u8865\u4e0b\u65b9\u88ab\u906e\u6321\u7684\u6587\u5b57\u7a7a\u767d\u3002<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-965eaf1b402c7651c7d1621a8564a7ba.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-965eaf1b402c7651c7d1621a8564a7ba.png\"><\/a><\/p>\n<section>\uff08\u6b63\u786e\u7b54\u6848\uff1a\u81f3\u5927\u8bba\uff0c\u53e4\u5e0c\u814a\u6258\u52d2\u5bc6\u5728\u7ea6\u516c\u5143 140 \u5e74\u7f16\u7e82\u7684\u4e00\u90e8\u6570\u5b66\u3001\u5929\u6587\u5b66\u4e13\u8457\uff0c\u63d0\u51fa\u4e86\u6052\u661f\u548c\u884c\u661f\u7684\u590d\u6742\u8fd0\u52a8\u8def\u5f84\u3002\u76f4\u5230\u4e2d\u4e16\u7eaa\u548c\u6587\u827a\u590d\u5174\u65e9\u671f\uff0c\u8be5\u4e66\u63d0\u51fa\u7684\u5730\u5fc3\u8bf4\u6a21\u578b\u88ab\u4f0a\u65af\u5170\u548c\u6b27\u2026\uff09<\/section>\n<section><\/section>\n<section><strong>\u4eba\u7c7b\u662f\u5982\u4f55\u8865\u5168\u88ab\u90e8\u5206\u906e\u6321\u7684\u6587\u5b57\u7684\uff1f<\/strong><\/section>\n<section><\/section>\n<section>\u6559\u80b2\u5b66\u548c\u8ba4\u77e5\u79d1\u5b66\u4e2d\u6709\u4e00\u4e2a\u6982\u5ff5\u53eb\u505a<strong>\u5143\u8ba4\u77e5\uff08meta-cognition\uff09<\/strong>\u3002\u5728\u8bbe\u8ba1 AI \u7684\u65f6\u5019\uff0c\u6211\u4eec\u4eba\u7c7b\u4f5c\u4e3a\u6559\u5e08\uff0c\u53ef\u4ee5\u901a\u8fc7<strong>\u76d1\u63a7\u81ea\u5df1\u7684\u601d\u7ef4\u8fc7\u7a0b<\/strong>\u5f53\u4f5c\u53c2\u8003\u6765\u5e2e\u52a9\u4f5c\u4e3a\u6a21\u578b\u7684\u5b66\u751f\u63d0\u9ad8\u5b66\u4e60\u6548\u7387\u3002\u56e0\u6b64\uff0c\u601d\u8003 \u201c\u4eba\u7c7b\u662f\u5982\u4f55\u5b8c\u6210 VCR \u4efb\u52a1\u7684\u201d \u53ef\u4ee5\u5bf9\u6a21\u578b\u8bbe\u8ba1\u6709\u6307\u5bfc\u610f\u4e49\u3002<\/section>\n<section><\/section>\n<section>\u4e0b\u56fe\u5c55\u793a\u4e86\u4e00\u79cd\u7b14\u8005\u5bf9 VCR \u4efb\u52a1\u7684\u89e3\u9898\u601d\u8def\u4f5c\u4e3a\u53c2\u8003\uff1a<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-7552b0a9d0a11645084938cdbd4db595.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-7552b0a9d0a11645084938cdbd4db595.png\"><\/a><\/p>\n<section>\u770b\u4f3c\u6b65\u9aa4\u5f88\u591a\uff0c\u5176\u5b9e\u5c31\u662f\u5728\u4e0d\u65ad\u901a\u8fc7\u4e0d\u540c\u7684\u533a\u57df<strong>\u83b7\u53d6\u4fe1\u606f\u518d\u53cd\u590d\u9a8c\u8bc1<\/strong>\u6765\u589e\u52a0\u56de\u7b54\u7684\u7f6e\u4fe1\u5ea6\u3002<\/section>\n<section><\/section>\n<section>\u6700\u5f00\u59cb\u770b\u5230\u56fe\u7247\u65f6\uff0c\u5fc3\u91cc\u53ea\u6709\u4e00\u4e2a\u6a21\u7cca\u7684\u731c\u6d4b\uff0c\u5728\u4e0d\u65ad\u9605\u8bfb\u56fe\u7247\u83b7\u53d6\u65b0\u4fe1\u606f\u7684\u8fc7\u7a0b\u4e2d\uff0c\u9010\u6b65\u9a8c\u8bc1\u731c\u6d4b\u3002\u9605\u8bfb\u5b8c\u6bd5\u540e\uff0c\u5f00\u59cb\u586b\u7a7a\u65f6\uff0c\u4ecd\u7136\u6ca1\u6709\u505c\u6b62\u901a\u8fc7\u4fe1\u606f\u7684\u4e0d\u540c\u65b9\u9762\u6765\u76f8\u4e92\u5bf9\u7167\uff0c\u5370\u8bc1\u7b54\u6848\u3002\u5f53 \u201c\u5047\u8bbe\u201d \u65e0\u6cd5\u4e0e\u5176\u4ed6\u4fe1\u606f\u4fdd\u6301\u4e00\u81f4\u65f6\uff0c\u5c31\u4f1a\u63a8\u7ffb \u201c\u5047\u8bbe\u201d\uff0c\u91cd\u65b0\u5c1d\u8bd5\u65b0\u7684\u5047\u8bbe\u3002<\/section>\n<section><\/section>\n<section><strong>\u4eba\u7c7b\u8bc4\u6d4b\u7ed3\u679c<\/strong><\/section>\n<section><\/section>\n<section><strong>\u4eba\u7c7b\u5728 VCR \u4efb\u52a1\u4e0b\u7684\u6c34\u5e73\u5982\u4f55\u5462\uff1f<\/strong>\u4e0b\u56fe\u4e2d\u5c55\u793a\u4e86\u6bcd\u8bed\u8005\u6216\u5404\u8bed\u8a00\u7684\u6d41\u5229\u4f7f\u7528\u8005\u5728\u82f1 \/ \u4e2d\u4e24\u79cd\u8bed\u8a00\u7684\u7b80\u5355 \/ \u56f0\u96be\u8bbe\u5b9a\u4e0b\u7684\u51c6\u786e\u5ea6\uff1a<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-76b6a5174866e36e420c977a1833f19e.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-76b6a5174866e36e420c977a1833f19e.png\"><\/a><\/p>\n<section>\u5982\u679c\u8003\u8651\u5305\u542b\u65f6\u95f4\u3001\u5730\u540d\u3001\u4eba\u540d\u7684\u9519\u8bef\uff0c<strong>\u4eba\u7c7b\u5728\u7b80\u5355\u96be\u5ea6\u4e0b\u7684\u4e2d\u6587\u5e73\u5747\u6b63\u786e\u7387\u7ea6\u4e3a 98.58%<\/strong><strong>\uff0c\u5728\u56f0\u96be\u96be\u5ea6\u4e0b\u7684\u4e2d\u6587\u5e73\u5747\u6b63\u786e\u7387\u7ea6\u4e3a 91.84%<\/strong>\u3002\u800c\u53bb\u6389\u8fd9\u4e9b\u56e0\u4e3a\u65f6\u95f4\u3001\u5730\u540d\u3001\u4eba\u540d\u7684\u9519\u8bef\uff0c\u4eba\u7c7b\u5728\u7b80\u5355\u96be\u5ea6\u7684\u4e2d\u6587\u4e0b\u51e0\u4e4e\u63a5\u8fd1\u6ee1\u5206\uff0c\u800c<strong>\u4e2d\u6587\u56f0\u96be\u96be\u5ea6\u4e0b\u6b63\u786e\u7387\u4e5f\u8fbe\u5230\u4e86 96.63%<\/strong>\u3002\u53ef\u4ee5\u770b\u51fa\uff0c<strong>VCR \u4efb\u52a1\u5bf9\u4e8e\u4eba\u7c7b\u800c\u8a00\u662f\u975e\u5e38\u7b80\u5355\u7684<\/strong>\u3002<\/section>\n<section><\/section>\n<section><strong>\u73b0\u6709\u6a21\u578b\u7ed3\u679c<\/strong><\/section>\n<section><\/section>\n<section>\u4f5c\u8005\u6d4b\u8bd5\u4e86 \u201c\u5168\u660e\u661f\u9635\u5bb9\u201d\uff1aClaude 3 Opus, Claude 3.5 Sonnet, Gemini 1.5 Pro, GPT-4o, GPT-4 Turbo, Qwen-VL-Max, Reka Core \u4ee5\u53ca\u4e00\u4e9b\u76ee\u524d\u6027\u80fd\u6700\u597d\u7684\u5f00\u6e90\u6a21\u578b\u3002<\/section>\n<section><\/section>\n<section>\u4e0b\u56fe\u4e2d\u5c55\u793a\u4e86\u5728 VCR-Wiki \u4e2d\u6587\u7684\u7b80\u5355\u96be\u5ea6\u4e0a\u5404\u4e2a\u6a21\u578b\u7684\u6027\u80fd\uff1a<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-e060d4a5bfc50d03135b0998d267b438.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-e060d4a5bfc50d03135b0998d267b438.png\"><\/a><\/p>\n<section>\u7ea2\u6846\u6d4b\u91cf\u6307\u6807\u5305\u62ec\u4ee3\u8868\u5305\u542b\u4e86<strong>\u56fe\u50cf\uff08VI\uff09<\/strong>\u548c<strong>\u56fe\u50cf\u4e2d\u7684\u6587\u5b57\uff08TEI\uff09<\/strong>\u4e24\u90e8\u5206\u4f5c\u4e3a\u4e0a\u4e0b\u6587\u4fe1\u606f\uff0c\u6a21\u578b\u80fd\u8fd8\u539f\u51fa\u88ab\u906e\u4f4f\u7684\u6587\u5b57\u7684<mark data-type=\"concepts\" data-id=\"8be77eae-12da-4e9e-9a88-b7f5bae98c2e\">\u51c6\u786e\u7387<\/mark>\u3002\u84dd\u8272\u6846\u5185\u8868\u793a\u4ec5\u5305\u542b\u56fe\u50cf\u4e2d\u7684\u6587\u5b57\uff08TEI\uff09\u7684\u4f5c\u4e3a\u4e0a\u4e0b\u6587\u4fe1\u606f\uff0c\u5e76\u4e0d\u5305\u542b\u56fe\u50cf\uff08VI\uff09\uff0c\u6a21\u578b\u80fd\u8fd8\u539f\u51fa\u7684\u906e\u4f4f\u6587\u5b57\u7684<mark data-type=\"concepts\" data-id=\"8be77eae-12da-4e9e-9a88-b7f5bae98c2e\">\u51c6\u786e\u7387<\/mark>\u3002<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-72af33748c5128fa91dcc4993ed63674.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-72af33748c5128fa91dcc4993ed63674.png\"><\/a><\/p>\n<section>\u7ed3\u679c\u8868\u660e\uff1a<\/section>\n<section><\/section>\n<ul>\n<li>\n<section><strong>\u7edd\u5927\u591a\u6570\u6a21\u578b\u76ee\u524d\u90fd\u4e0d\u80fd\u80dc\u4efb\u8fd9\u4e2a\u4efb\u52a1\uff1b<\/strong><\/section>\n<\/li>\n<li>\n<section><strong>\u7edd\u5927\u591a\u6570\u6a21\u578b\u6ca1\u6709\u5229\u7528\u597d\u56fe\u50cf\u4fe1\u606f\uff0c\u6ca1\u6709\u56e0\u4e3a\u56fe\u50cf\u4fe1\u606f\uff08VI\uff09\u800c\u63d0\u9ad8<mark data-type=\"concepts\" data-id=\"8be77eae-12da-4e9e-9a88-b7f5bae98c2e\">\u51c6\u786e\u7387<\/mark>\u3002<\/strong><\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section><strong>\u5728\u4e2d\u6587\u7684\u56f0\u96be\u96be\u5ea6\u4e0a<\/strong>\uff0c\u6a21\u578b\u9047\u5230\u4e86\u66f4\u5927\u7684\u9ebb\u70e6\u3002\u8868\u73b0\u5f97\u6700\u597d\u7684\u662f GPT-4o\uff0c\u4f46\u5176\u53ea\u6709\u00a0<strong>2.2%<\/strong> \u7684<mark data-type=\"concepts\" data-id=\"8be77eae-12da-4e9e-9a88-b7f5bae98c2e\">\u51c6\u786e\u7387<\/mark>\u3002\u9664\u4e86\u00a0<strong>CogVLM2-Chinese \u548c Qwen-VL-Max\uff0c\u7edd\u5927\u591a\u6570\u6a21\u578b\u7684<mark data-type=\"concepts\" data-id=\"8be77eae-12da-4e9e-9a88-b7f5bae98c2e\">\u51c6\u786e\u7387<\/mark>\u90fd\u63a5\u8fd1 0%<\/strong>\u3002<\/section>\n<section><\/section>\n<section>\u53ef\u4ee5\u89c2\u5bdf\u5230\uff0c\u5728\u56f0\u96be\u6a21\u5f0f\u4e0b\uff0c<strong>\u539f\u59cb\u6a21\u578b\u5f88\u96be\u5728\u672c\u95ee\u9898\u4e0a\u4ee5\u663e\u8457\u7684\u6bd4\u4f8b\u7b54\u5bf9<\/strong>\uff0c\u66f4\u4e0d\u7528\u8bf4\u63a5\u8fd1\u4eba\u7c7b\u4e86\u3002<\/section>\n<section><\/section>\n<section><strong>\u82f1\u6587 VCR \u8bc4\u6d4b\u7ed3\u679c<\/strong><\/section>\n<section><\/section>\n<section>\u4f5c\u8005\u540c\u6837\u5bf9\u76ee\u524d\u6700\u4f18\u7684\u5f00\u6e90\u548c\u95ed\u6e90\u89c6\u89c9 &#8211; <mark data-type=\"tech_tasks\" data-id=\"fee178e8-ee20-42fc-8f8f-1d41c1f34e8f\">\u8bed\u8a00\u6a21\u578b<\/mark>\u5728\u82f1\u6587 VCR-Wiki \u4e0a\u505a\u4e86\u6d4b\u8bd5\u3002\u5728\u5c55\u793a\u6d4b\u8bd5\u7ed3\u679c\u4e4b\u524d\uff0c\u8bf7\u5148\u770b\u4e24\u4e2a\u82f1\u6587 VCR-Wiki \u4efb\u52a1\u7684\u6837\u4f8b\uff1a<\/section>\n<section><\/section>\n<section>\u82f1\u6587\u7b80\u5355\u6837\u4f8b\uff1a<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-1a221ec28a14406e040ec5a4010ef80a.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-1a221ec28a14406e040ec5a4010ef80a.png\"><\/a><\/p>\n<section>\uff08\u6b63\u786e\u7b54\u6848\uff1aSince the United States Post Office issued its first stamp in 1847, over 4,000 stamps have been issued and over 800 people featured. Many of these people&#8230;\uff09<\/section>\n<section><\/section>\n<section>\u82f1\u6587\u56f0\u96be\u6837\u4f8b\uff1a<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-34c297c20b7d4638996f0510e16415b0.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-34c297c20b7d4638996f0510e16415b0.png\"><\/a><\/p>\n<section>\uff08\u6b63\u786e\u7b54\u6848\uff1aLincoln is the luxury vehicle division of American automobile manufacturer Ford. Marketed among the top luxury vehicle brands in the United States, for&#8230;\uff09<\/section>\n<section><\/section>\n<section>\u6587\u4e2d\u5c55\u793a\u7684\u82f1\u6587 VCR-Wiki \u7684\u6d4b\u8bd5\u7ed3\u679c\u5982\u4e0b\uff1a<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-3b2648356f5045e4eff4ac40a0d24202.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-3b2648356f5045e4eff4ac40a0d24202.png\"><\/a><\/p>\n<section>\u4ece\u7ed3\u679c\u6574\u4f53\u6765\u770b\uff0c<strong>\u6a21\u578b\u5728\u82f1\u6587\u7684\u7b80\u5355\u6a21\u5f0f\u548c\u56f0\u96be\u6a21\u5f0f\u4e0b\u90fd\u5206\u522b\u6bd4\u4e2d\u6587\u8868\u73b0\u5f97\u8981\u597d<\/strong>\u3002\u8fd9\u4e2a\u7ed3\u679c\u4e0e\u6211\u4eec\u4e00\u822c\u8ba4\u4e3a\u7684 &#8220;\u56e0\u4e3a\u7279\u6b8a\u7684\u6a21\u5757\u5316\u6784\u5f62\uff0c\u6b8b\u7f3a\u7684<strong>\u4e2d\u6587\u66f4\u52a0\u5bb9\u6613\u88ab\u8865\u5168<\/strong>&#8221; \u7684\u76f4\u89c9\u4e0d\u4e00\u81f4\u3002\u6216\u8bb8\u8fd9\u662f\u7531\u4e8e\u5728\u9884\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\uff0c\u82f1\u6587\u5728\u6570\u636e\u91cf\u548c\u6570\u636e\u8d28\u91cf\u4e0a\u76f8\u6bd4\u4e2d\u6587\u6709\u66f4\u5927\u7684\u4f18\u52bf\u3002<\/section>\n<section><\/section>\n<section>\u5728\u6240\u6d4b\u8bd5\u7684\u4f17\u591a\u6a21\u578b\u4e2d\uff0c<strong>GPT-4o \u662f\u95ed\u6e90\u6a21\u578b\u4e2d\u7684\u6548\u679c\u6700\u4f73\u7684\uff0cCogVLM2 \u662f\u5f00\u6e90\u6a21\u578b\u4e2d\u8868\u73b0\u6700\u4f73\u7684<\/strong>\u3002<\/section>\n<section><\/section>\n<section>\u4e00\u4e2a\u5f88\u6709\u8da3\u7684\u73b0\u8c61\u662f\u52a0\u5165\u4e86\u56fe\u7247\u5bf9 CogVLM2 \u6765\u8bf4\u6709\u4e86\u660e\u663e\u7684\u5e2e\u52a9\uff08\u5728\u56f0\u96be\u6a21\u5f0f\u4e0b\u63d0\u5347\u4e86 20.3%\uff09\uff0c\u800c\u5bf9\u4e8e GPT-4o \u800c\u8a00\u53cd\u800c\u7ed3\u679c\u6709\u4e0b\u964d\u3002\u5728\u4e2d\u6587\u6d4b\u8bd5\u4e2d\uff0c\u4e5f\u6709\u76f8\u4f3c\u7684\u73b0\u8c61\u3002\u7b14\u8005\u8ba4\u4e3a\u8fd9\u662f\u6a21\u578b\u7684\u7ed3\u6784\u6240\u5bfc\u81f4\u7684\u3002\u5177\u4f53\u7684\u7ec6\u8282\uff0c\u6b22\u8fce\u8bfb\u8005\u53c2\u9605 CogVLM \u7cfb\u5217\u7684\u8bba\u6587\u4ee5\u53ca\u4ee3\u7801\u3002<\/section>\n<section><\/section>\n<section>\u53e6\u5916\uff0c\u95ed\u6e90\u6a21\u578b\u666e\u904d\u53d6\u5f97\u4e86\u6bd4\u5f00\u6e90\u6a21\u578b\u66f4\u4f18\u7684\u7ed3\u679c\uff0c\u8fd9\u53ef\u80fd\u5f52\u529f\u4e8e\u66f4\u4f18\u7684\u8bad\u7ec3\u7b56\u7565\u6216\u662f\u66f4\u591a\u7684\u6a21\u578b<mark data-type=\"concepts\" data-id=\"2e982b73-88e2-41e8-a430-f7ae5a9af4bf\">\u53c2\u6570<\/mark>\u3002\u4f46\u5373\u4f7f\u5982\u6b64\uff0c\u6a21\u578b\u4f9d\u7136\u5728 \u201c\u56f0\u96be\u201d \u8bbe\u5b9a\u4e0b\u9047\u5230\u4e86\u5f88\u5927\u7684\u6311\u6218\u3002\u5f00\u6e90\u6a21\u578b\u867d\u7136\u53ef\u4ee5\u90e8\u5206\u5b8c\u6210 \u201c\u7b80\u5355\u201d \u8bbe\u5b9a\uff0c\u4f46\u5728\u56f0\u96be\u8bbe\u5b9a\u4e0b\uff0c\u5927\u591a\u6570\u5f00\u6e90\u6a21\u578b\u90fd\u65e0\u6cd5\u5b8c\u6210\u8fd9\u4e2a\u5bf9\u4eba\u7c7b\u800c\u8a00\u5341\u5206\u7b80\u5355\u7684\u4efb\u52a1\u3002<\/section>\n<section><\/section>\n<section><strong>\u76f8\u5173\u4efb\u52a1\u7b80\u4ecb<\/strong><\/section>\n<section><\/section>\n<section><strong>VQA<\/strong><\/section>\n<section><\/section>\n<section><mark data-type=\"tech_methods\" data-id=\"1b43f9a4-2b64-48af-9f62-4f8690f6a486\">\u89c6\u89c9\u95ee\u7b54<\/mark>\uff08Visual Question Answering, VQA\uff09\u4efb\u52a1\u8981\u6c42\u6a21\u578b\u6839\u636e\u8f93\u5165\u7684\u56fe\u50cf\u548c\u81ea\u7136\u8bed\u8a00\u95ee\u9898\u751f\u6210\u81ea\u7531\u5f62\u5f0f\u7684\u56de\u7b54\u3002<strong>\u7531\u4e8e\u6ca1\u6709\u552f\u4e00\u7684\u6807\u51c6\u7b54\u6848\uff0c\u8bc4\u4f30 VQA \u5177\u6709\u5f88\u5927\u7684\u6311\u6218\u6027<\/strong>\u3002\u4f20\u7edf\u7684 VQA \u65b9\u6cd5\u4e3b\u8981\u96c6\u4e2d\u4e8e\u56fe\u50cf\u4e2d\u53ef\u89c1\u5143\u7d20\u7684\u76f4\u63a5<mark data-type=\"concepts\" data-id=\"bf740558-f0f7-41a8-87a0-e695a97563b3\">\u67e5\u8be2<\/mark>\uff0c\u800c\u4e0d\u6d89\u53ca\u56fe\u50cf\u4e2d\u5d4c\u5165\u7684\u6587\u672c\u5185\u5bb9\u4e0e\u6574\u4f53\u56fe\u50cf\u4e0a\u4e0b\u6587\u4e4b\u95f4\u7684\u590d\u6742\u5173\u7cfb\u3002<\/section>\n<section><\/section>\n<section>\u5728\u4e00\u4e9b\u6587\u5b57\u5728\u56fe\u7247\u4e2d\u4fe1\u606f\u5360\u6bd4\u6bd4\u8f83\u5927\u7684 VQA \u8bc4\u6d4b\u4e2d\uff0c\u6a21\u578b\u7684\u89c6\u89c9\u6a21\u5757\u751a\u81f3\u53ef\u80fd\u5b8c\u5168\u4e0d\u9700\u8981\u4e0e\u8bed\u8a00\u6a21\u5757\u5bf9\u9f50\u5c31\u53ef\u4ee5\u80dc\u4efb\u3002\u6b64\u7c7b\u6d41\u7a0b\u4e3a\uff1a\u56fe\u50cf\u8f93\u5165\u7ed9 OCR \u89c6\u89c9\u6a21\u5757\uff0cOCR \u89c6\u89c9\u6a21\u5757\u8f93\u51fa\u56fe\u50cf\u4e2d\u7684\u5b57\u7b26\u4fe1\u606f\u5e76\u4ee5\u6b64\u4e3a\u4e0a\u4e0b\u6587\u8f93\u5165\u7ed9\u8bed\u8a00\u6a21\u5757\u3002\u8fd9\u6837\u5c31\u5bfc\u81f4\u4e86 VQA \u4efb\u52a1\u9000\u5316\u6210\u4e86\u4e0d\u9700\u8981\u56fe\u50cf\u4fe1\u606f\u7684 QA \u4efb\u52a1\u3002\u539f\u672c\u6bd4\u8f83\u4e0d\u540c\u7684 VLM \u9700\u8981\u7684\u89c6\u89c9\u6a21\u5757\u5bf9\u9f50\u80fd\u529b\u88ab\u5ffd\u89c6\u800c OCR \u80fd\u529b\u88ab\u91cd\u89c6\u3002<\/section>\n<section><\/section>\n<section><strong>OCR<\/strong><\/section>\n<section><\/section>\n<section><mark data-type=\"tech_tasks\" data-id=\"3ceff552-3058-4801-b358-88eaddde971f\">\u5149\u5b66\u5b57\u7b26\u8bc6\u522b<\/mark>\uff08Optical Character Recognition, OCR\uff09\u4efb\u52a1\u901a\u5e38\u8f93\u5165\u56fe\u50cf\u4e2d\u7684\u5b8c\u6574\u5b57\u7b26\uff0c\u5e76\u8f93\u51fa\u8868\u793a\u56fe\u50cf\u4e2d\u5b57\u7b26\u7684\u5b57\u7b26\u4e32\u6587\u672c\uff0c\u800c\u65e0\u9700\u8003\u8651\u56fe\u50cf\u4e0a\u4e0b\u6587\u3002<\/section>\n<section><\/section>\n<section>\u9884\u8bad\u7ec3\u8fc7 OCR \u7684\u6a21\u578b\u80fd\u591f\u4ece\u8f93\u5165\u56fe\u50cf\u4e2d\u63d0\u53d6\u5d4c\u5165\u7684\u6587\u672c\uff0c\u5373\u4f7f\u8fd9\u4e9b\u6587\u672c\u662f\u4e0d\u5b8c\u6574\u6216\u6a21\u7cca\u7684\u3002\u7136\u800c\uff0c<strong>\u968f\u7740\u6587\u672c\u7ec4\u4ef6\u6a21\u7cca\u6216\u88ab\u906e\u6321\u7684\u7a0b\u5ea6\u589e\u52a0<\/strong>\uff0c\u53ea\u5229\u7528\u53ef\u89c1\u90e8\u5206\u6062\u590d\u539f\u59cb\u6587\u672c\u53d8\u5f97\u56f0\u96be\uff0c<strong>OCR \u65b9\u6cd5\u5728\u8fd9\u79cd\u60c5\u51b5\u4e0b\u6548\u679c\u6709\u9650<\/strong>\u3002<\/section>\n<section><\/section>\n<section>\u53ef\u4ee5\u770b\u51fa\uff0cVQA \u4efb\u52a1\u6ca1\u6709\u6807\u51c6\u7b54\u6848\uff0c\u8bc4\u4f30\u6a21\u578b\u56de\u7b54\u7684\u8d28\u91cf\u4ecd\u7136\u662f\u4e00\u4e2a\u5f00\u653e\u6027\u95ee\u9898\u3002\u800c OCR \u4efb\u52a1\u4e0d\u9700\u8981\u901a\u8fc7\u4e0a\u4e0b\u6587\u6765\u5b8c\u6210\uff0c\u65e0\u6cd5\u68c0\u9a8c\u6a21\u578b\u662f\u5426\u771f\u7684\u5b66\u4f1a\u5229\u7528\u4e86\u4e0a\u4e0b\u6587\u4e2d\u7684\u4fe1\u606f\u3002<\/section>\n<section><\/section>\n<section><strong>VCR \u4efb\u52a1\u7684\u4e0d\u53ef\u66ff\u4ee3\u6027<\/strong><\/section>\n<section><\/section>\n<section><strong>\u89c6\u89c9\u5b57\u5e55\u6062\u590d\uff08Visual Caption Restoration, VCR\uff09\u4efb\u52a1\u65e8\u5728\u6062\u590d\u56fe\u50cf\u4e2d\u88ab\u906e\u6321\u7684\u6587\u672c<\/strong>\uff0c\u8fd9\u4e00\u4efb\u52a1<strong>\u5728<\/strong> <strong>VQA \u548c OCR \u4e4b\u95f4\u67b6\u8d77\u4e86\u6865\u6881<\/strong>\u3002<\/section>\n<section><\/section>\n<ul>\n<li>\n<section>VCR \u4efb\u52a1\u7684\u72ec\u7279\u6311\u6218\u5728\u4e8e\u8981\u6c42<strong>\u6a21\u578b\u5728\u89c6\u89c9\u548c\u6587\u672c\u4fe1\u606f\u4e4b\u95f4\u8fdb\u884c\u7cbe\u786e\u7684\u5bf9\u9f50<\/strong>\uff0c\u8fd9\u4e0e OCR \u7684\u7b80\u5355\u6587\u672c\u63d0\u53d6\u4efb\u52a1\u5f62\u6210\u9c9c\u660e\u5bf9\u6bd4\u3002\u5728 OCR \u4e2d\uff0c\u4e3b\u8981\u5173\u6ce8\u7684\u662f\u8bc6\u522b\u53ef\u89c1\u5b57\u7b26\uff0c\u800c\u65e0\u9700\u7406\u89e3\u5b83\u4eec\u5728\u56fe\u50cf\u53d9\u4e8b\u4e2d\u7684\u4e0a\u4e0b\u6587\u76f8\u5173\u6027\u3002\u76f8\u6bd4\u4e4b\u4e0b\uff0cVCR \u8981\u6c42\u6a21\u578b\u534f\u540c<strong>\u5229\u7528\u53ef\u7528\u7684\u90e8\u5206\u50cf\u7d20\u7ea7\u6587\u672c\u63d0\u793a\u548c\u89c6\u89c9\u4e0a\u4e0b\u6587\u6765\u51c6\u786e\u5730\u91cd\u5efa\u88ab\u906e\u6321\u7684\u5185\u5bb9<\/strong>\u3002\u8fd9\u4e0d\u4ec5\u6d4b\u8bd5\u4e86\u6a21\u578b\u5904\u7406\u5d4c\u5165\u6587\u672c\u548c\u89c6\u89c9\u5143\u7d20\u7684\u80fd\u529b\uff0c\u8fd8\u8003\u9a8c\u4e86\u5176\u4fdd\u6301\u5185\u90e8\u4e00\u81f4\u6027\u7684\u80fd\u529b\uff0c<strong>\u7c7b\u4f3c\u4e8e\u4eba\u7c7b\u901a\u8fc7\u4e0a\u4e0b\u6587\u548c\u89c6\u89c9\u7ebf\u7d22\u8fdb\u884c\u7406\u89e3\u548c\u54cd\u5e94\u7684\u8ba4\u77e5\u8fc7\u7a0b<\/strong>\u3002<\/section>\n<\/li>\n<li>\n<section>\u4e0e VQA \u4e0d\u540c\uff0c<strong>VCR \u4efb\u52a1\u7684\u95ee\u9898\u6709\u552f\u4e00\u7684\u7b54\u6848<\/strong>\uff0c\u8fd9\u4f7f\u5f97\u8bc4\u4f30\u53ef\u4ee5\u901a\u8fc7<strong>\u51c6\u786e\u5ea6<\/strong>\u8fdb\u884c\uff0c\u4f7f\u8bc4\u6d4b\u6307\u6807\u66f4\u52a0\u660e\u786e\u3002<\/section>\n<\/li>\n<li>\n<section><strong>\u901a\u8fc7\u8c03\u6574\u6587\u672c\u7684\u906e\u76d6\u6bd4\u4f8b\uff0c\u53ef\u4ee5\u63a7\u5236\u4efb\u52a1\u7684\u96be\u5ea6<\/strong>\uff0c\u4ece\u800c\u63d0\u4f9b\u4e00\u4e2a\u4e30\u5bcc\u7684\u6d4b\u8bd5\u73af\u5883\u3002<\/section>\n<\/li>\n<li>\n<section>\u4e0e OCR \u4efb\u52a1\u4e00\u6837\uff0cVCR \u4efb\u52a1\u4e5f\u53ef\u4ee5\u5145\u5f53 VLM \u7684\u8bad\u7ec3\u4efb\u52a1\u3002\u4f5c\u8005\u5f00\u653e\u4e86 transform \u4ee3\u7801\uff0c\u53ef\u4ee5\u751f\u6210\u4efb\u610f\u7ed9\u5b9a\u56fe\u50cf &#8211; \u6587\u5b57\u5bf9\u7684 VCR \u4efb\u52a1\u56fe\u3002<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section><strong>\u5c0f\u7ed3<\/strong><\/section>\n<section><\/section>\n<section>\u672c\u6587\u63d0\u51fa\u7684\u89c6\u89c9\u5b57\u5e55\u6062\u590d\uff08VCR\uff09\u4efb\u52a1\u901a\u8fc7\u770b\u4f3c\u7b80\u5355\u7684\u5b57\u5e55\u6062\u590d\u4efb\u52a1\u5de7\u5999\u5730\u63ed\u5f00\u4e86\u73b0\u6709\u6a21\u578b\u56fe\u50cf &#8211; \u6587\u672c\u5bf9\u9f50\u7684\u5c40\u9650\u6027\uff0c\u4ee5\u53ca\u6a21\u578b\u4e0e\u4eba\u7c7b\u5728\u9ad8\u7ea7\u8ba4\u77e5\u4efb\u52a1\u4e0a\u7684\u63a8\u7406\u80fd\u529b\u5dee\u5f02\u3002\u76f8\u4fe1\u8fd9\u4e00\u4efb\u52a1\u53ef\u4ee5\u542f\u53d1\u672a\u6765\u66f4\u52a0\u6709\u6548\u7684 VLM \u8bad\u7ec3\u3001\u8bc4\u6d4b\u548c\u63a8\u7406\u65b9\u6cd5\uff0c\u8fdb\u4e00\u6b65\u62c9\u8fd1\u591a\u6a21\u6001\u6a21\u578b\u548c\u4eba\u7c7b\u8ba4\u77e5\u80fd\u529b\u7684\u5dee\u8ddd\u3002<\/section>\n<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-06-28-17\" target=\"_blank\">Bengio\u56e2\u961f\u63d0\u51fa\u591a\u6a21\u6001\u65b0\u57fa\u51c6\uff0c\u76f4\u6307Claude 3.5\u548cGPT-4o\u5f31\u70b9<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:Bengio\u56e2\u961f\u63d0\u51fa\u591a [&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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