{"id":37362,"date":"2025-01-27T04:00:32","date_gmt":"2025-01-26T20:00:32","guid":{"rendered":"https:\/\/17aitech.com\/?p=37362"},"modified":"2025-01-27T04:00:32","modified_gmt":"2025-01-26T20:00:32","slug":"%e7%bb%9f%e4%b8%80%e8%a7%86%e8%a7%89%e7%90%86%e8%a7%a3%e4%b8%8e%e7%94%9f%e6%88%90%ef%bc%8cmetamorph%e6%a8%a1%e5%9e%8b%e9%97%ae%e4%b8%96%ef%bc%8clecun%e3%80%81%e8%b0%a2%e8%b5%9b%e5%ae%81%e3%80%81","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=37362","title":{"rendered":"\u7edf\u4e00\u89c6\u89c9\u7406\u89e3\u4e0e\u751f\u6210\uff0cMetaMorph\u6a21\u578b\u95ee\u4e16\uff0cLeCun\u3001\u8c22\u8d5b\u5b81\u3001\u5218\u58ee\u7b49\u53c2\u4e0e"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-12-21-3\" target=\"_blank\">\u7edf\u4e00\u89c6\u89c9\u7406\u89e3\u4e0e\u751f\u6210\uff0cMetaMorph\u6a21\u578b\u95ee\u4e16\uff0cLeCun\u3001\u8c22\u8d5b\u5b81\u3001\u5218\u58ee\u7b49\u53c2\u4e0e<\/a><\/p>\n<p>\u5982\u4eca\uff0c\u591a\u6a21\u6001\u5927\u6a21\u578b\uff08MLLM\uff09\u5df2\u7ecf\u5728\u89c6\u89c9\u7406\u89e3\u9886\u57df\u53d6\u5f97\u4e86\u957f\u8db3\u8fdb\u6b65\uff0c\u5176\u4e2d\u89c6\u89c9\u6307\u4ee4\u8c03\u6574\u65b9\u6cd5\u5df2\u88ab\u5e7f\u6cdb\u5e94\u7528\u3002\u8be5\u65b9\u6cd5\u662f\u5177\u6709\u6570\u636e\u548c\u8ba1\u7b97\u6548\u7387\u65b9\u9762\u7684\u4f18\u52bf\uff0c\u5176\u6709\u6548\u6027\u8868\u660e\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u62e5\u6709\u4e86\u5927\u91cf\u56fa\u6709\u7684\u89c6\u89c9\u77e5\u8bc6\uff0c\u4f7f\u5f97\u5b83\u4eec\u80fd\u591f\u5728\u6307\u4ee4\u8c03\u6574\u8fc7\u7a0b\u4e2d\u6709\u6548\u5730\u5b66\u4e60\u548c\u53d1\u5c55\u89c6\u89c9\u7406\u89e3\u3002<\/p>\n<p>\u5728 Meta \u548c\u7ebd\u7ea6\u5927\u5b66\u5408\u4f5c\u7684\u4e00\u7bc7\u8bba\u6587\u4e2d\uff0c\u7814\u7a76\u8005\u63a2\u7a76\u4e86 LLM \u662f\u5426\u4e5f\u53ef\u4ee5\u901a\u8fc7\u5fae\u8c03\u6765\u751f\u6210\u5177\u6709\u540c\u7b49\u6548\u7387\u548c\u6709\u6548\u6027\u7684\u89c6\u89c9\u4fe1\u606f\uff1f\u8bba\u6587\u4f5c\u8005\u4e2d\u5305\u62ec\u4e86 AI \u9886\u57df\u7684\u51e0\u4f4d\u77e5\u540d\u5b66\u8005\uff0c\u5305\u62ec\u56fe\u7075\u5956\u5f97\u4e3b Yann LeCun\u3001\u7ebd\u7ea6\u5927\u5b66\u8ba1\u7b97\u673a\u79d1\u5b66\u52a9\u7406\u6559\u6388\u8c22\u8d5b\u5b81\u3001FAIR \u7814\u7a76\u79d1\u5b66\u5bb6\u5218\u58ee\uff08\u5c06\u4e8e\u660e\u5e74 9 \u6708<a data-itemshowtype=\"0\" data-linktype=\"2\" href=\"https:\/\/mp.weixin.qq.com\/s?__biz=MzA3MzI4MjgzMw==&amp;mid=2650939405&amp;idx=2&amp;sn=9d32562767ad288569f6f223dbfd5799&amp;scene=21#wechat_redirect\" target=\"_blank\">\u52a0\u76df\u666e\u6797\u65af\u987f\u5927\u5b66<\/a>\uff0c\u62c5\u4efb\u8ba1\u7b97\u673a\u79d1\u5b66\u7cfb\u52a9\u7406\u6559\u6388\uff09\u3002<\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-79aa98e9e5a76c3b37153ac63e9869bc.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-79aa98e9e5a76c3b37153ac63e9869bc.png\"><\/a><\/section>\n<ul>\n<li>\n<section>\u8bba\u6587\u6807\u9898\uff1aMetaMorph: Multimodal Understanding and Generation via Instruction Tuning<\/section>\n<\/li>\n<li>\n<section>\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/arxiv.org\/pdf\/2412.14164v1<\/section>\n<\/li>\n<li>\n<section>\u9879\u76ee\u5730\u5740\uff1ahttps:\/\/tsb0601.github.io\/metamorph\/<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>\u4f5c\u8005\u4e4b\u4e00 Peter Tong \u8868\u793a\uff1a\u300c\u8fd9\u4e2a\u9879\u76ee\u786e\u5b9e\u6539\u53d8\u4e86\u6211\u5bf9\u591a\u6a21\u6001\u6a21\u578b\u548c LLM \u7684\u770b\u6cd5\u3002\u6211\u8fc7\u53bb\u8ba4\u4e3a\u591a\u6a21\u6001\uff08\u89c6\u89c9\uff09\u9884\u6d4b\u9700\u8981\u5bf9\u6a21\u578b\u8fdb\u884c\u91cd\u5927\u66f4\u6539\u548c\u5927\u91cf\u9884\u8bad\u7ec3\uff0c\u4f8b\u5982 Chameleon\u3002\u4f46\u4ee4\u4eba\u60ca\u8bb6\u7684\u662f\uff0c\u4e8b\u5b9e\u6070\u6070\u76f8\u53cd\uff01\u5728\u5927\u578b\u81ea\u56de\u5f52\u6a21\u578b\u4e2d\uff0c\u89c6\u89c9\u7406\u89e3\u548c\u751f\u6210\u7d27\u5bc6\u76f8\u5173\uff0c\u53ef\u4ee5\u76f4\u63a5\u4ece LLM \u8fdb\u884c\u6307\u4ee4\u8c03\u6574\u3002\u300d<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-a716836a9a588ac3c2400a56ea23161b.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-a716836a9a588ac3c2400a56ea23161b.png\"><\/a><\/section>\n<section>\u5f53\u524d\uff0c\u4eba\u4eec\u8bd5\u56fe\u5efa\u7acb\u300c\u7edf\u4e00\u300d\u7684\u6a21\u578b\uff0c\u80fd\u591f\u540c\u65f6\u8fdb\u884c\u591a\u6a21\u6001\u7406\u89e3\u548c\u751f\u6210\uff0c\u8fd9\u5c31\u901a\u5e38\u5c06\u89c6\u89c9\u751f\u6210\u89c6\u4e3a\u4e0e\u89c6\u89c9\u7406\u89e3\u6b63\u4ea4\u7684\u529f\u80fd\u3002\u8fd9\u4e9b\u6a21\u578b\u5f80\u5f80\u9700\u8981\u5bf9\u539f\u59cb MLLM \u67b6\u6784\u8fdb\u884c\u5927\u91cf\u66f4\u6539\uff0c\u5e76\u8fdb\u884c\u5927\u91cf\u591a\u6a21\u6001\u9884\u8bad\u7ec3\u548c \/ \u6216\u5fae\u8c03\u3002\u8bbe\u8ba1\u6b64\u7c7b\u65b9\u6cd5\u5177\u6709\u6311\u6218\u6027\uff0c\u4ee5\u5f80\u7814\u7a76\u91c7\u7528\u4e86\u4e0d\u540c\u7684\u65b9\u6cd5\uff0c\u5305\u62ec\u5c06\u89c6\u89c9\u8f93\u5165 tokenizing \u4e3a\u79bb\u6563\u7684 token\u3001\u878d\u5165\u6269\u6563\u76ee\u6807\u4ee5\u53ca\u5c06\u89c6\u89c9\u89e3\u8026\u4e3a\u5355\u72ec\u7684\u7406\u89e3\u548c\u751f\u6210\u6a21\u5f0f\u3002\u4f8b\u5982\uff0cLWM\u3001Show-o \u548c Chameleon \u7b49\u65b9\u6cd5\u9700\u8981\u6570\u5341\u4ebf\u4e2a\u56fe\u6587\u5bf9\u4ee5\u8fdb\u884c\u5e7f\u6cdb\u7684\u9884\u8bad\u7ec3\u548c\u5fae\u8c03\u3002<\/section>\n<section><\/section>\n<section>\u5728\u672c\u6587\u4e2d\uff0c\u7814\u7a76\u8005\u63d0\u51fa\u4e86<strong>\u89c6\u89c9\u9884\u6d4b\u6307\u4ee4\u8c03\u6574\uff08Visual-Predictive Instruction Tuning\uff0cVPiT\uff09<\/strong>\uff0c\u5b83\u662f\u89c6\u89c9\u6307\u4ee4\u8c03\u6574\u7684\u7b80\u5355\u6269\u5c55\uff0c\u5efa\u7acb\u5728\u5c06\u8fde\u7eed\u89c6\u89c9 token \u4f5c\u4e3a\u8f93\u5165\u4f20\u9012\u7ed9 LLM \u7684\u73b0\u6709\u8303\u5f0f\u4e4b\u4e0a\u3002VPiT \u8bad\u7ec3 LLM \u4ee5\u5728\u5fae\u8c03\u9636\u6bb5\u8f93\u51fa\u8fde\u7eed\u89c6\u89c9 token \u548c\u79bb\u6563\u6587\u672c token\u3002\u8be5\u6a21\u578b\u4ee5\u9884\u8bad\u7ec3\u7684\u89c6\u89c9\u7f16\u7801\u5668\u5d4c\u5165\u4ee5\u53ca\u6587\u672c token \u4f5c\u4e3a\u8f93\u5165\uff0c\u5e76\u8f93\u51fa\u6587\u672c token \u548c\u8fde\u7eed\u89c6\u89c9 token \u7684\u7ec4\u5408\u3002<\/section>\n<section><\/section>\n<section>\u4e3a\u4e86\u53ef\u89c6\u5316\u751f\u6210\u7684\u89c6\u89c9 token\uff0c\u7814\u7a76\u8005\u8fd8\u5fae\u8c03\u4e86\u4e00\u4e2a\u6269\u6563\u6a21\u578b\uff0c\u5c06\u5d4c\u5165\u6620\u5c04\u56de\u50cf\u7d20\u7a7a\u95f4\uff08\u53c2\u89c1\u4e0b\u56fe 1 \u4e2d\u7684\u793a\u4f8b\uff09\u3002\u8fd9\u4e2a\u6846\u67b6\u4f7f\u5f97\u80fd\u591f\u7814\u7a76\u89c6\u89c9\u7406\u89e3\u3001\u89c6\u89c9\u751f\u6210\u548c\u9884\u8bad\u7ec3 LLM \u4e4b\u95f4\u7684\u534f\u540c\u4f5c\u7528\uff0c\u4ece\u800c\u5f97\u51fa\u4ee5\u4e0b\u51e0\u4e2a\u6709\u8da3\u7684\u53d1\u73b0\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-52dd54bd77fabbd8ebf9957dc1333706.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-52dd54bd77fabbd8ebf9957dc1333706.png\"><\/a><\/section>\n<section>\u9996\u5148\uff0c\u7814\u7a76\u8005\u8868\u660e\uff0c<strong>\u9884\u6d4b\u89c6\u89c9 token \u7684\u80fd\u529b\u6e90\u4e8e\u5bf9\u89c6\u89c9\u8f93\u5165\u7684\u7406\u89e3\uff0c\u5e76\u4e14\u53ea\u9700\u8981\u6781\u5c11\u7684\u989d\u5916\u8bad\u7ec3\u3002<\/strong>\u4e0e\u89c6\u89c9\u6307\u4ee4\u8c03\u6574\u7c7b\u4f3c\uff0cVPiT \u53ef\u4ee5\u9ad8\u6548\u5730\u5c06 LLM \u8f6c\u53d8\u4e3a\u4e00\u4e2a\u53ef\u4ee5\u7406\u89e3\u548c\u751f\u6210\u591a\u6a21\u6001 token \u7684\u300c\u7edf\u4e00\u300d\u6a21\u578b\u3002\u5f53\u4f7f\u7528\u8db3\u591f\u7684\u89c6\u89c9\u7406\u89e3\u6570\u636e\u8fdb\u884c\u8054\u5408\u8bad\u7ec3\u65f6\uff0c\u6b64\u8fc7\u7a0b\u53ea\u9700\u8981 200k \u989d\u5916\u7684\u89c6\u89c9\u751f\u6210\u6570\u636e\u3002<\/section>\n<section><\/section>\n<section>\u7814\u7a76\u8005\u8fdb\u4e00\u6b65\u786e\u5b9a\uff0c<strong>\u7406\u89e3\u548c\u751f\u6210\u89c6\u89c9 token \u7684\u80fd\u529b\u5177\u6709\u5185\u5728\u8054\u7cfb\u4e14\u4e0d\u5bf9\u79f0<\/strong>\u3002\u5177\u4f53\u6765\u8bb2\uff0c\u589e\u52a0\u7406\u89e3\u6570\u636e\u53ef\u4ee5\u63d0\u9ad8\u89c6\u89c9\u7406\u89e3\uff08\u66f4\u9ad8\u7684 VQA \u5206\u6570\uff09\u548c\u751f\u6210\u6027\u80fd\uff08\u66f4\u4f4e\u7684 FID \u5206\u6570\uff09\u3002\u76f8\u53cd\uff0c\u589e\u52a0\u751f\u6210\u6570\u636e\u53ef\u4ee5\u63d0\u9ad8\u751f\u6210\u8d28\u91cf\uff0c\u4e5f\u6709\u52a9\u4e8e\u589e\u5f3a\u89c6\u89c9\u7406\u89e3\uff0c\u4f46\u7a0b\u5ea6\u8f83\u5c0f\u3002\u91cd\u8981\u7684\u662f\uff0c\u7814\u7a76\u7ed3\u679c\u5f3a\u8c03\u4e86\u6bcf\u79cd\u80fd\u529b\u7684\u8bad\u7ec3\u5bf9\u6a21\u578b\u6574\u4f53\u89c6\u89c9\u6027\u80fd\u5177\u6709\u4e0d\u5bf9\u79f0\u7684\u5f71\u54cd\uff1a\u5728\u63d0\u9ad8\u89c6\u89c9\u7406\u89e3\u548c\u751f\u6210\u65b9\u9762\uff0c\u4ee5\u7406\u89e3\u4e3a\u4e2d\u5fc3\u7684\u8bad\u7ec3\u5927\u5927\u4f18\u4e8e\u4ee5\u751f\u6210\u4e3a\u4e2d\u5fc3\u7684\u8bad\u7ec3\u3002<\/section>\n<section><\/section>\n<section>\u57fa\u4e8e\u8fd9\u4e9b\u53d1\u73b0\uff0c\u7814\u7a76\u8005\u8bad\u7ec3\u4e86\u4e00\u4e2a<strong>\u540d\u4e3a MetaMorph \u7684\u7edf\u4e00\u6a21\u578b<\/strong>\uff0c\u4f7f\u7528 VPiT \u9884\u6d4b\u591a\u6a21\u6001 token\u3002\u4ed6\u4eec\u5229\u7528\u5404\u79cd\u6570\u636e\u6e90\uff0c\u4ece\u5e38\u89c1\u7684\u89c6\u89c9\u95ee\u7b54\u6570\u636e\u96c6\u5230\u65e0\u6587\u672c\u6ce8\u91ca\u7684\u7eaf\u56fe\u50cf\u548c\u89c6\u9891\u6570\u636e\u3002\u7ed3\u679c\u663e\u793a\uff0cMetaMorph \u5728\u89c6\u89c9\u7406\u89e3\u548c\u89c6\u89c9\u751f\u6210\u57fa\u51c6\u4e0a\u90fd\u53d6\u5f97\u4e86\u6709\u7ade\u4e89\u529b\u7684\u8868\u73b0\u3002<\/section>\n<section><\/section>\n<section>\u6b64\u5916\uff0c\u7814\u7a76\u8005\u5c55\u793a\u4e86\u8fd9\u79cd\u7edf\u4e00\u7684\u5efa\u6a21\u65b9\u6cd5\u5141\u8bb8\u6a21\u578b\u5229\u7528 LLM \u7684\u5f3a\u5927\u529f\u80fd\uff0c\u6bd4\u5982 MetaMorph \u53ef\u4ee5\u5728\u751f\u6210\u89c6\u89c9 token \u4ece\u9884\u8bad\u7ec3\u7684 LLM \u4e2d\u63d0\u53d6\u77e5\u8bc6\u3002\u66f4\u4ee4\u4eba\u60ca\u8bb6\u7684\u662f\uff0c\u4ed6\u4eec\u8fd8\u89c2\u5bdf\u5230 MetaMorph \u53ef\u4ee5\u5728\u751f\u6210\u89c6\u89c9 token \u4e4b\u524d\u9690\u5f0f\u5730\u6267\u884c\u63a8\u7406\u6b65\u9aa4\u3002\u6bd4\u5982\u5f53\u8f93\u5165\u63d0\u793a\u8bcd\u300c\u5e1d\u738b\u6591\u8776\u5e7c\u866b\u8f6c\u53d8\u5f62\u6001\u540e\u7684\u52a8\u7269\u300d\uff0cMetaMorph \u6210\u529f\u751f\u6210\u4e86\u4e00\u5f20\u8774\u8776\u7684\u56fe\u50cf\uff08\u56fe 1 \u53f3\uff09\u3002<\/section>\n<section><\/section>\n<section>\u672c\u6587\u7684\u7ed3\u679c\u8868\u660e\u4e86\u4ee5\u4e0b\u4e24\u70b9\u89c1\u89e3\uff0c\u4e3a\u6df7\u5408\u6a21\u6001\u6a21\u578b\u7684\u5f00\u53d1\u63d0\u4f9b\u4e86\u542f\u53d1\u3002<\/section>\n<section><\/section>\n<ol>\n<li>\n<section>\u4f7f\u7528\u6307\u4ee4\u8c03\u6574\u6765\u8bad\u7ec3\u7edf\u4e00\u6a21\u578b\u662f\u53ef\u884c\u7684\u3002<\/section>\n<\/li>\n<li>\n<section>LLM \u5177\u6709\u5f3a\u5927\u7684\u9884\u5148\u5b58\u5728\u7684\u89c6\u89c9\u529f\u80fd\uff0c\u4e0e\u5e7f\u6cdb\u7684\u9884\u8bad\u7ec3\u76f8\u6bd4\uff0c\u8fd9\u4e9b\u529f\u80fd\u53ef\u4ee5\u4f7f\u7528\u5c11\u5f97\u591a\u7684\u6837\u672c\u6765\u6fc0\u6d3b\u3002<\/section>\n<\/li>\n<\/ol>\n<section><\/section>\n<section><strong>\u89c6\u89c9\u9884\u6d4b\u6307\u4ee4\u8c03\u6574\uff08VPiT\uff09<\/strong><\/section>\n<section><\/section>\n<section>VPiT \u662f\u4e00\u79cd\u7b80\u5355\u7684\u8bbe\u8ba1\uff0c\u5b83\u6269\u5c55\u4e86\u73b0\u6709\u7684\u6307\u4ee4\u8c03\u6574\u65b9\u6cd5\uff0c\u4ee5\u989d\u5916\u751f\u6210\u89c6\u89c9 token\uff0c\u800c\u4e0d\u4ec5\u4ec5\u662f\u6587\u672c\u3002\u7814\u7a76\u8005\u4f7f\u7528\u76f8\u540c\u7684\u67b6\u6784\u548c next-token \u9884\u6d4b\u8303\u5f0f\u6765\u89e3\u9501\u89c6\u89c9\u751f\u6210\u529f\u80fd\uff0c\u800c\u65e0\u9700\u82b1\u54e8\u7684\u4e1c\u897f\u3002\u4ed6\u4eec\u91c7\u7528\u9884\u8bad\u7ec3\u7684 LLM \u5e76\u5bf9\u5176\u8fdb\u884c\u5fae\u8c03\u4ee5\u9884\u6d4b\u79bb\u6563\u6587\u672c token \u548c\u8fde\u7eed\u89c6\u89c9 token\u3002\u8fd9\u4e9b\u89c6\u89c9 token \u53ef\u4ee5\u4f7f\u7528\u7ecf\u8fc7\u8c03\u6574\u7684\u6269\u6563\u6a21\u578b\u6765\u53ef\u89c6\u5316\u3002<\/section>\n<section><\/section>\n<section><strong>\u4ece\u5355\u6a21\u6001\u5230\u591a\u6a21\u6001 next-token \u9884\u6d4b<\/strong><\/section>\n<section><\/section>\n<section><strong>\u6a21\u578b\u67b6\u6784<\/strong>\u3002\u7814\u7a76\u8005\u91c7\u7528\u9884\u8bad\u7ec3 LLM\uff0c\u5e76\u5bf9\u5176\u8fdb\u884c\u5fae\u8c03\uff0c\u4ee5\u5904\u7406\u4efb\u610f\u7684\u6587\u672c\u548c\u89c6\u89c9 token \u5e8f\u5217\u3002\u4ed6\u4eec\u4fdd\u7559\u539f\u59cb\u7684 LLM \u5934\uff08head\uff09\u7528\u4e8e\u6587\u672c\u9884\u6d4b\uff0c\u5e76\u5c06\u5355\u72ec\u7684\u89c6\u89c9\u5934\u9644\u52a0\u5230 LLM \u4ee5\u9884\u6d4b\u89c6\u89c9 token\uff0c\u5373\u89c6\u89c9\u7f16\u7801\u5668\u5728\u5904\u7406\u56fe\u50cf\u65f6\u751f\u6210\u7684\u8f93\u51fa token\u3002\u89c6\u89c9\u5934\u662f\u4e00\u4e2a\u6620\u5c04\u5c42\uff0c\u4ece LLM \u7684\u7ef4\u6570\u6620\u5c04\u5230\u89c6\u89c9\u7f16\u7801\u5668\u7684\u7ef4\u6570\u3002\u7136\u540e\u4ee5\u63d0\u793a\u8bcd token \u4f5c\u4e3a\u4e0a\u4e0b\u6587\uff0c\u5bf9\u6240\u6709\u54cd\u5e94 token \u8fdb\u884c\u81ea\u56de\u5f52\u8bad\u7ec3\u548c\u9884\u6d4b\u3002<\/section>\n<section><\/section>\n<section>\u4e0e\u4f20\u7edf\u7684\u89c6\u89c9\u6307\u4ee4\u8c03\u6574\u4e0d\u540c\uff0c\u5728 VPiT \u4e2d\uff0c\u89c6\u89c9 token \u4e5f\u662f LLM \u7684\u8f93\u51fa\uff0c\u800c\u4e0d\u4ec5\u4ec5\u662f\u8f93\u5165\u3002\u4e3a\u4e86\u8ba9 LLM \u610f\u8bc6\u5230\u89c6\u89c9 token \u7684\u5b58\u5728\uff0c\u7814\u7a76\u8005\u5f15\u5165\u7279\u6b8a token\uff08 \u2329image_start\u232a \u548c \u2329image_end\u232a \uff09\u6765\u6307\u793a\u89c6\u89c9 token \u5e8f\u5217\u7684\u8fb9\u754c\u4ee5\u53ca\u4f55\u65f6\u4f7f\u7528\u89c6\u89c9\u5934\u3002<\/section>\n<section><\/section>\n<section><strong>\u635f\u5931\u51fd\u6570<\/strong>\u3002\u8bed\u8a00\u5934\u8f93\u51fa\u8bcd\u6c47\u8868\u7684\u6982\u7387\u5206\u5e03\uff0c\u5e76\u4f7f\u7528\u4ea4\u53c9\u71b5\u635f\u5931\u8fdb\u884c\u8bad\u7ec3\u4ee5\u8fdb\u884c\u4e0b\u4e00\u4e2a token \u9884\u6d4b\u3002\u89c6\u89c9\u9884\u6d4b\u4f7f\u7528\u4e86\u300c LLM \u9884\u6d4b\u7684\u89c6\u89c9 token \u4e0e\u89c6\u89c9\u7f16\u7801\u5668\u7684\u89c6\u89c9 token \u4e4b\u95f4\u300d\u7684\u4f59\u5f26\u76f8\u4f3c\u6027\u635f\u5931\u3002\u4e0e\u6307\u4ee4\u8c03\u6574\u5b9e\u8df5\u4e00\u81f4\uff0c\u8be5\u6a21\u578b\u4ec5\u5bf9\u54cd\u5e94 token \u8fdb\u884c\u9884\u6d4b\u5e76\u4ea7\u751f\u635f\u5931\u3002<\/section>\n<section><\/section>\n<section><strong>\u4f7f\u7528\u591a\u79cd\u7c7b\u578b\u7684\u6570\u636e<\/strong><\/section>\n<section><\/section>\n<section>\u7531\u4e8e VPiT \u4f7f\u6a21\u578b\u80fd\u591f\u9884\u6d4b\u5176\u54cd\u5e94\u4e2d\u7684\u6587\u672c\u548c\u89c6\u89c9 token\uff0c\u56e0\u6b64\u5b83\u5141\u8bb8\u4f7f\u7528\u66f4\u5e7f\u6cdb\u7684\u8bad\u7ec3\u6570\u636e\u3002\u53e6\u4e00\u65b9\u9762\uff0c\u4f20\u7edf\u7684\u89c6\u89c9\u6307\u4ee4\u8c03\u6574\u4e3b\u8981\u4f9d\u8d56\u4e8e\u95ee\u7b54\u5bf9\u3002\u672c\u6587\u7684\u5927\u90e8\u5206\u6570\u636e\u96c6\u90fd\u662f\u516c\u5f00\u7684\uff0c\u7814\u7a76\u8005\u5c06\u5b83\u4eec\u5206\u4e3a\u4ee5\u4e0b\u4e09\u4e2a\u4e3b\u8981\u7c7b\u522b\uff1a<\/section>\n<section><\/section>\n<ul>\n<li>\n<section><strong>\u89c6\u89c9\u7406\u89e3\u6570\u636e<\/strong>\uff1a\u5305\u62ec\u4ee5\u56fe\u50cf\u6216\u89c6\u9891\u4f5c\u4e3a\u8f93\u5165\u5e76\u8f93\u51fa\u6587\u672c\u54cd\u5e94\u7684\u6570\u636e\u3002<\/section>\n<\/li>\n<li>\n<section><strong>\u89c6\u89c9\u751f\u6210\u6570\u636e<\/strong>\uff1aMetaCLIP \u6570\u636e\uff0c\u6839\u636e\u56fe\u50cf\u63cf\u8ff0\u9884\u6d4b\u89c6\u89c9 token\u3002\u7814\u7a76\u8005\u6700\u591a\u4f7f\u7528 500 \u4e07\u5bf9\uff0c\u5e76\u5c06\u6570\u636e\u6574\u7406\u6210\u95ee\u7b54\u683c\u5f0f\u3002<\/section>\n<\/li>\n<li>\n<section><strong>\u5176\u4ed6\u89c6\u89c9\u6570\u636e<\/strong>\uff1a\u5305\u62ec\u9700\u8981\u6a21\u578b\u6839\u636e\u300c\u4ea4\u9519\u8f93\u5165\u7684\u89c6\u89c9 token \u548c\u6587\u672c token\u300d\u6765\u9884\u6d4b\u89c6\u89c9 token \u7684\u6570\u636e\u3002<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section><strong>\u5229\u7528\u6269\u6563\u5c06 token \u6620\u5c04\u5230\u56fe\u50cf<\/strong><\/section>\n<section><\/section>\n<section>\u7531\u4e8e\u4f7f\u7528 VPiT \u8bad\u7ec3\u7684\u6a21\u578b\u5b66\u4e60\u9884\u6d4b\u8fde\u7eed\u7684\u89c6\u89c9 token\uff0c\u56e0\u6b64\u9700\u8981\u5c06\u9884\u6d4b\u7684 token \u6620\u5c04\u56de\u50cf\u7d20\u7a7a\u95f4\u3002\u7814\u7a76\u8005\u5229\u7528\u4e86\u300c\u6269\u6563\u81ea\u7f16\u7801\u5668\u300d\u7684\u6982\u5ff5\uff0c\u5176\u4e2d\u6269\u6563\u6a21\u578b\u53ef\u4ee5\u9002\u5e94\u56fe\u50cf\u5d4c\u5165\u800c\u4e0d\u662f\u6587\u672c\u5d4c\u5165\u7684\u6761\u4ef6\u3002\u5177\u4f53\u5730\uff0c\u4ed6\u4eec\u4f7f\u7528 held-out \u8bad\u7ec3\u6570\u636e\u5fae\u8c03\u73b0\u6709\u7684\u6269\u6563\u6a21\u578b\u4ee5\u9002\u5e94\u89c6\u89c9\u7f16\u7801\u5668\u7684\u8f93\u51fa\u3002<\/section>\n<section><\/section>\n<section>\u5728\u63a8\u7406\u65f6\uff0c\u5982\u679c\u751f\u6210\u4e86\u6807\u7b7e token \u2329image_start\u232a\uff0c\u5219\u6a21\u578b\u5f00\u59cb\u8f93\u51fa\u89c6\u89c9 token\uff0c\u76f4\u5230 \u2329image_end\u232a\u3002\u7136\u540e\u5c06\u751f\u6210\u7684\u89c6\u89c9 token \u63d2\u5165\u6269\u6563\u6a21\u578b\u4ee5\u5728\u50cf\u7d20\u7a7a\u95f4\u4e2d\u53ef\u89c6\u5316\u9884\u6d4b\u3002\u7814\u7a76\u8005\u4f7f\u7528\u4e86\u6807\u51c6\u7684\u6f5c\u5728\u6269\u6563\u6a21\u578b\u8bad\u7ec3\u6d41\u7a0b\u3002<\/section>\n<section><\/section>\n<section><strong>\u89e3\u9501\u89c6\u89c9\u751f\u6210\u7684\u53d1\u73b0<\/strong><\/section>\n<section><\/section>\n<section>\u5728 VPiT \u6846\u67b6\u4e0b\uff0c\u7814\u7a76\u8005\u63a2\u7a76\u4e86\u6709\u5173\u89c6\u89c9\u7406\u89e3\u4e0e\u751f\u6210\u5f71\u54cd\u4e0e\u534f\u540c\u4f5c\u7528\u7684\u95ee\u9898\uff1a<\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u89c6\u89c9\u751f\u6210\u53ef\u4ee5\u901a\u8fc7\u8f7b\u91cf\u7ea7\u8c03\u6574\u6765\u89e3\u9501\u5417\uff1f\u8fd8\u662f\u9700\u8981\u5927\u91cf\u6570\u636e\uff1f\u89c6\u89c9\u7406\u89e3\u548c\u751f\u6210\u662f\u4e92\u60e0\u4e92\u5229\u8fd8\u662f\u76f8\u4e92\u5bf9\u7acb\uff1f<\/section>\n<\/li>\n<li>\n<section>\u66f4\u591a\u7684\u89c6\u89c9\u7406\u89e3\u6216\u751f\u6210\u6570\u636e\u5bf9\u7406\u89e3\u548c\u751f\u6210\u8d28\u91cf\u7684\u8d21\u732e\u6709\u591a\u5927\uff1f<\/section>\n<\/li>\n<li>\n<section>\u54ea\u4e9b\u89c6\u89c9\u7406\u89e3\u4efb\u52a1\u4e0e\u751f\u6210\u6027\u80fd\u6700\u76f8\u5173\uff1f<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>\u5728\u8bc4\u4f30\u65f6\uff0c\u7814\u7a76\u8005\u4f7f\u7528\u4e86 9 \u4e2a ImageQA \u57fa\u51c6\u6765\u8bc4\u4f30\u6a21\u578b\u7684\u4e0d\u540c\u65b9\u9762\uff0c\u5305\u62ec MMBench\u3001Seed\u3001VStar\u3001MMVP\u3001MMMU\u3001ChartQA\u3001TextVQA\u3001ScienceQA\u3001RealWorldQA\u3002<\/section>\n<section><\/section>\n<section><strong>\u901a\u8fc7\u89c6\u89c9\u7406\u89e3\u8054\u5408\u8bad\u7ec3\u53ef\u4ee5\u9ad8\u6548\u89e3\u9501\u89c6\u89c9\u751f\u6210\u80fd\u529b<\/strong><\/section>\n<section><\/section>\n<section>\u7814\u7a76\u8005\u9996\u5148\u8c03\u7814\u4e86\u6559\uff08teach\uff09\u8bed\u8a00\u6a21\u578b\u751f\u6210\u9ad8\u8d28\u91cf\u89c6\u89c9 token \u6240\u9700\u7684\u56fe\u6587\u6837\u672c\u6570\u91cf\u3002\u4e3a\u6b64\uff0c\u4ed6\u4eec\u4ece\u751f\u6210\u6570\u636e\uff08MetaCLIP \u6570\u636e\u96c6\uff09\u4e2d\u968f\u673a\u62bd\u53d6 {1k\u30015k\u300110k\u300150k\u3001200k\u30011M\u30013M\u30015M} \u4e2a\u56fe\u6587\u5bf9\u3002\u540c\u65f6\u63a2\u7d22\u4e86\u4e24\u79cd\u8bbe\u7f6e\uff1a1 \u4ec5\u4f7f\u7528\u89c6\u89c9\u751f\u6210\u6570\u636e\u5bf9 LLM \u8fdb\u884c\u5fae\u8c03\uff0c2\uff09\u4f7f\u7528\u89c6\u89c9\u7406\u89e3\u548c\u5176\u4ed6\u7c7b\u578b\u7684\u6570\u636e\u6765\u8054\u5408\u8bad\u7ec3\u89c6\u89c9\u751f\u6210\u3002<\/section>\n<section><\/section>\n<section>\u5728\u4e0b\u56fe 2 \u4e2d\uff0c\u7814\u7a76\u8005\u53d1\u73b0\u4ec5\u5bf9\u89c6\u89c9\u751f\u6210\u8fdb\u884c\u8bad\u7ec3\u7684\u8868\u73b0\u660e\u663e\u5dee\u4e8e\u4f7f\u7528\u6240\u6709\u5176\u4ed6\u6570\u636e\u7684\u8054\u5408\u8bad\u7ec3\u3002\u5728\u8d85\u8fc7 300 \u4e07\u4e2a\u56fe\u6587\u5bf9\u7684\u60c5\u51b5\u4e0b\uff0c\u6a21\u578b\u5f88\u96be\u751f\u6210\u9ad8\u8d28\u91cf\u7684\u89c6\u89c9\u56fe\u50cf\uff08\u223c40 FID \u5206\u6570\uff09\uff0c\u5e76\u4e14\u6027\u80fd\u4ecd\u7136\u4e0d\u5982\u4f7f\u7528 500 \u4e07\u4e2a\u56fe\u6587\u5bf9\u8fdb\u884c\u8054\u5408\u8bad\u7ec3\u7684\u60c5\u51b5\u3002\u8fd9\u8868\u660e\u4ec5\u5bf9\u89c6\u89c9\u751f\u6210\u6570\u636e\u8fdb\u884c\u8bad\u7ec3\u7684\u6837\u672c\u6548\u7387\u660e\u663e\u8f83\u4f4e\u3002<\/section>\n<section><\/section>\n<section>\u76f8\u6bd4\u4e4b\u4e0b\uff0c\u4e0e\u5176\u4ed6\u6570\u636e\u96c6\u8054\u5408\u8bad\u7ec3\u53ef\u4ee5\u663e\u8457\u63d0\u9ad8\u751f\u6210\u6027\u80fd\u3002\u6a21\u578b\u4ec5\u4f7f\u7528 5k \u751f\u6210\u6570\u636e\u5373\u53ef\u751f\u6210\u6709\u6548\u7684\u89c6\u89c9 token\uff0c\u6027\u80fd\u5728 200k \u6837\u672c\u5de6\u53f3\u53ef\u4ee5\u4fdd\u6301\u7a33\u5b9a\u3002\u8fd9\u8868\u660e\u89c6\u89c9\u751f\u6210\u4e0d\u662f\u4e00\u79cd\u6b63\u4ea4\u80fd\u529b\uff0c\u800c\u662f\u4e00\u79cd\u53d7\u76ca\u4e8e\u5176\u4ed6\u4efb\u52a1\u5e76\u5728\u8054\u5408\u8bad\u7ec3\u4e2d\u66f4\u6709\u6548\u51fa\u73b0\u7684\u80fd\u529b\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-9796b7bdd2a3aac55c42685d72aa43fd.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-9796b7bdd2a3aac55c42685d72aa43fd.png\"><\/a><\/section>\n<section>\u4e3a\u4e86\u66f4\u597d\u5730\u7406\u89e3\u6bcf\u79cd\u7c7b\u578b\u7684\u6570\u636e\u5982\u4f55\u6709\u52a9\u4e8e\u89c6\u89c9\u751f\u6210\uff0c\u7814\u7a76\u8005\u4f7f\u7528 200k \u89c6\u89c9\u751f\u6210\u6570\u636e\u8fdb\u884c\u4e86\u4e00\u9879\u53ef\u63a7\u5b9e\u9a8c\uff0c\u4f7f\u7528\u524d\u6587\u5c55\u793a\u7684\u6bcf\u79cd\u7c7b\u578b\u6570\u636e\u8fdb\u884c\u5355\u72ec\u8054\u5408\u8bad\u7ec3\u3002\u4ed6\u4eec\u8fd8\u5c06\u5355\u72ec\u8bad\u7ec3\u4e0e\u4e00\u8d77\u8bad\u7ec3\u6240\u6709\u6570\u636e\u8fdb\u884c\u4e86\u6bd4\u8f83\u3002\u4e0b\u56fe 3 \u4e2d\u5c55\u793a\u4e86\u7ed3\u679c\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-4c0824e2a086bdd64348aeded672e475.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-4c0824e2a086bdd64348aeded672e475.png\"><\/a><\/section>\n<section>\u7ed3\u679c\u8868\u660e\uff0c\u867d\u7136\u6240\u6709\u6570\u636e\u7c7b\u578b\u90fd\u589e\u5f3a\u4e86\u6a21\u578b\u89c6\u89c9\u751f\u6210\u80fd\u529b\uff0c\u4f46\u6539\u8fdb\u7a0b\u5ea6\u5404\u4e0d\u76f8\u540c\u3002\u5373\u4f7f\u751f\u6210\u6570\u636e\u91cf\u4fdd\u6301\u5728 200k \u4e0d\u53d8\uff0cImageQA \u548c VideoQA \u7b49\u89c6\u89c9\u7406\u89e3\u6570\u636e\u4e5f\u80fd\u663e\u8457\u63d0\u5347\u6a21\u578b\u89c6\u89c9\u751f\u6210\u80fd\u529b\u3002\u8fd9\u8868\u660e\u7406\u89e3\u89c6\u89c9\u5185\u5bb9\u7684\u80fd\u529b\u4e0e\u751f\u6210\u89c6\u89c9 token \u4e4b\u95f4\u5b58\u5728\u5f88\u5f3a\u7684\u8054\u7cfb\u3002\u6b64\u5916\uff0c\u5728\u8bad\u7ec3\u4e2d\u7ed3\u5408\u6240\u6709\u6570\u636e\u7c7b\u578b\u53ef\u4ee5\u8fdb\u4e00\u6b65\u63d0\u9ad8\u6027\u80fd\uff0c\u8fd9\u8868\u660e\u4e0d\u540c\u6570\u636e\u7c7b\u578b\u5e26\u6765\u7684\u597d\u5904\u53ef\u4ee5\u53e0\u52a0\u3002<\/section>\n<section><\/section>\n<section><strong>\u53d1\u73b0 1<\/strong>\uff1a\u5f53\u6a21\u578b\u4e0e\u89c6\u89c9\u7406\u89e3\u6570\u636e\u8054\u5408\u8bad\u7ec3\u65f6\uff0c\u4e0e\u4ec5\u5728\u751f\u6210\u6570\u636e\u4e0a\u8fdb\u884c\u8bad\u7ec3\u76f8\u6bd4\uff0c\u53ef\u4ee5\u4f7f\u7528\u660e\u663e\u66f4\u5c11\u7684\u751f\u6210\u6570\u636e\u6765\u89e3\u9501\u751f\u6210\u89c6\u89c9 token \u7684\u80fd\u529b\u3002<\/section>\n<section><\/section>\n<section><strong>\u89c6\u89c9\u7406\u89e3\u4e0e\u751f\u6210\u4e92\u60e0\u4e92\u5229<\/strong><\/section>\n<section><\/section>\n<section>\u66f4\u591a\u7684\u7406\u89e3\u6570\u636e\u53ef\u4ee5\u5e26\u6765\u66f4\u597d\u7684\u7406\u89e3\u548c\u751f\u6210\u6027\u80fd\u3002\u57fa\u4e8e\u4e0a\u6587\u53d1\u73b0\uff0c\u7814\u7a76\u8005\u8fdb\u884c\u4e86\u4e00\u9879\u5bf9\u7167\u5b9e\u9a8c\uff0c\u4ee5\u7814\u7a76\u89c6\u89c9\u7406\u89e3\u80fd\u529b\u4e0e\u89c6\u89c9\u751f\u6210\u80fd\u529b\u4e4b\u95f4\u7684\u5173\u7cfb\u3002\u4ed6\u4eec\u4f7f\u7528\u4e00\u7ec4\u56fa\u5b9a\u7684 200k \u751f\u6210\u6570\u636e\u6765\u8fdb\u884c\u6a21\u578b\u6d88\u878d\uff0c\u540c\u65f6\u5229\u7528 Cambrian-7M \u7684 1M \u5230 7M \u6837\u672c\u7684 VQA \u6570\u636e\u53d8\u5316\u6765\u5f00\u53d1\u4e0d\u540c\u7ea7\u522b\u7684\u89c6\u89c9\u7406\u89e3\u3002\u4e0b\u56fe 4 \u4e2d\u663e\u793a\u7684\u7ed3\u679c\u8868\u660e\uff0c\u66f4\u5f3a\u7684 VQA \u80fd\u529b\u4e0e\u66f4\u597d\u7684\u751f\u6210\u6027\u80fd\u5177\u6709\u76f8\u5173\u6027\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-d2993d6f075459fd3156152503695a67.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-d2993d6f075459fd3156152503695a67.png\"><\/a><\/section>\n<section>\u66f4\u591a\u7684\u751f\u6210\u6570\u636e\u540c\u6837\u53ef\u4ee5\u5e26\u6765\u66f4\u597d\u7684\u7406\u89e3\u548c\u751f\u6210\u6027\u80fd\u3002\u7814\u7a76\u8005\u63a2\u7d22\u4e86\u89c6\u89c9\u751f\u6210\u80fd\u529b\u7684\u63d0\u9ad8\u662f\u5426\u4e5f\u4e0e\u66f4\u9ad8\u7684 VQA \u6027\u80fd\u6709\u5173\uff0c\u4e3a\u6b64\u4ed6\u4eec\u4f7f\u7528\u56fa\u5b9a\u7684 1M VQA \u6837\u672c\u4f5c\u4e3a\u7406\u89e3\u57fa\u7ebf\u8fdb\u884c\u4e86\u4e00\u9879\u5bf9\u7167\u5b9e\u9a8c\u3002\u7136\u540e\u6539\u53d8\u751f\u6210\u6570\u636e\u7684\u6570\u91cf\uff08{200k\u3001500k\u30011M\u30012M\u30013M\u30014M}\uff09\u4ee5\u8c03\u6574\u751f\u6210\u80fd\u529b\uff0c\u540c\u65f6\u4e0e\u56fa\u5b9a\u7684 1M VQA \u6570\u636e\u8fdb\u884c\u8054\u5408\u8bad\u7ec3\u3002\u4e0b\u56fe 5 \u7684\u7ed3\u679c\u663e\u793a\uff0c\u5728 1M VQA \u8bbe\u7f6e\u4e2d\uff0c\u66f4\u5f3a\u7684\u751f\u6210\u80fd\u529b\u4e0e VQA \u6027\u80fd\u7684\u63d0\u5347\u76f8\u5173\u3002\u8fd9\u610f\u5473\u7740\u589e\u52a0\u751f\u6210\u6570\u636e\u91cf\u4e0d\u4ec5\u53ef\u4ee5\u589e\u5f3a\u751f\u6210\u80fd\u529b\uff0c\u800c\u4e14\u8fd8\u4f1a\u5bf9 VQA \u6027\u80fd\u4ea7\u751f\u79ef\u6781\u5f71\u54cd\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-c7ecf8539ca310a17de7dc6031e35916.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-c7ecf8539ca310a17de7dc6031e35916.png\"><\/a><\/section>\n<section>\u8fd9\u79cd\u534f\u540c\u4f5c\u7528\u53ef\u4ee5\u6269\u5c55\u5230\u4e0d\u540c\u7684 LLM\u3002\u7814\u7a76\u8005\u63a2\u7a76\u7814\u7a76\u7ed3\u679c\u662f\u5426\u53ef\u4ee5\u8fc1\u79fb\u5230\u4e0d\u540c\u7684 LLM \u4e3b\u5e72\u3002\u901a\u8fc7\u4f7f\u7528 7M VQA \u6837\u672c\u548c 1M \u751f\u6210\u6570\u636e\u7684\u7ec4\u5408\uff0c\u4ed6\u4eec\u5728 LLaMA-3 8B\u3001LLaMA-3.1 8B \u548c LLaMA-3 70B \u4e0a\u8bad\u7ec3 VPiT\u3002\u4e0b\u56fe 6 \u663e\u793a\u4e86\u4e0d\u540c LLM \u4e4b\u95f4\u7684\u6269\u5c55\u884c\u4e3a\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-1eb7ab150eddf44d6ab62a37543ee325.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-1eb7ab150eddf44d6ab62a37543ee325.png\"><\/a><\/section>\n<section><strong>\u53d1\u73b0 2<\/strong>\uff1a\u89c6\u89c9\u7406\u89e3\u548c\u89c6\u89c9\u751f\u6210\u76f8\u8f85\u76f8\u6210\uff0c\u589e\u52a0\u4efb\u610f\u4e00\u9879\u4efb\u52a1\u7684\u6570\u636e\u90fd\u4f1a\u540c\u65f6\u589e\u5f3a\u4e24\u8005\u7684\u6027\u80fd\u3002<\/section>\n<section><\/section>\n<section><strong>\u7406\u89e3\u6570\u636e\u53ef\u4ee5\u5b9e\u73b0\u66f4\u591a\u589e\u76ca<\/strong><\/section>\n<section><\/section>\n<section>\u7814\u7a76\u8005\u8c03\u7814\u4e86\u7406\u89e3\u4e0e\u751f\u6210\u6570\u636e\u662f\u5426\u540c\u7b49\u91cd\u8981\uff0c\u4ed6\u4eec\u8054\u5408\u8bad\u7ec3\u4e86\u4e0d\u540c\u89c4\u6a21\u7684 VQA \u6570\u636e\uff08f1M\u30014M\u30017M\uff09\u548c\u751f\u6210\u6570\u636e\uff08200k\u3001500k\u30011M\u30012M\u30013M\u30014M\uff09\u3002\u4e0b\u56fe 7 \u603b\u7ed3\u4e86\u8fd9\u4e9b\u53d1\u73b0\uff0c\u5176\u4e2d x \u8f74\u8868\u793a VQA \u6570\u636e\uff0cy \u8f74\u8868\u793a\u751f\u6210\u6570\u636e\u3002\u7ed3\u679c\u901a\u8fc7\u70ed\u56fe\u53ef\u89c6\u5316\uff0c\u5176\u4e2d\u8f83\u6df1\u7684\u989c\u8272\u4ee3\u8868\u66f4\u597d\u7684\u6027\u80fd\u3002<\/section>\n<section><\/section>\n<section>\u7ed3\u679c\u8868\u660e\uff0c\u589e\u52a0 VQA \u6570\u636e\u53ef\u4ee5\u5728\u6240\u6709\u4e09\u4e2a\u6307\u6807\u4e2d\u4ea7\u751f\u6700\u663e\u8457\u7684\u6539\u8fdb\u3002\u5f53 VQA \u6570\u636e\u8f83\u4f4e\uff081M\uff09\u65f6\uff0c\u968f\u7740 VQA \u6570\u636e\u7684\u6269\u5927\uff08\u4ece 1M \u5230 4M \u518d\u5230 7M\uff09\uff0c\u751f\u6210\u6570\u636e\u7684\u589e\u52a0\u4f1a\u5e26\u6765\u663e\u8457\u7684\u6539\u8fdb\u3002\u4e0d\u8fc7\uff0cVQA \u6570\u636e\u7684\u5f71\u54cd\u66f4\u52a0\u660e\u663e\uff0c\u70ed\u56fe\u4e2d\u6025\u5267\u7684\u989c\u8272\u8fc7\u6e21\u8bc1\u660e\u4e86\u8fd9\u4e00\u70b9\u3002\u6700\u7ec8\uff0c\u5bf9\u4e8e 7M VQA \u6570\u636e\uff0c\u751f\u6210\u6570\u636e\u7684\u589e\u52a0\u8d21\u732e\u5f88\u5c0f\u3002\u8fd9\u4e9b\u7ed3\u679c\u8bc1\u660e\u4e86\u7406\u89e3\u6570\u636e\u5728\u589e\u5f3a\u7406\u89e3\u548c\u751f\u6210\u6027\u80fd\u65b9\u9762\u5177\u6709\u5173\u952e\u4f5c\u7528\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-5d5d113f6f24b51df866b626e87e540a.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-5d5d113f6f24b51df866b626e87e540a.png\"><\/a><\/section>\n<section><strong>\u53d1\u73b0 3<\/strong>\uff1a\u867d\u7136\u589e\u52a0\u6570\u636e\u53ef\u4ee5\u63d0\u5347\u6574\u4f53\u6027\u80fd\uff0c\u4f46\u89c6\u89c9\u7406\u89e3\u6570\u636e\u7684\u5f71\u54cd\u660e\u663e\u9ad8\u4e8e\u89c6\u89c9\u751f\u6210\u6570\u636e\u7684\u5f71\u54cd\u3002<\/section>\n<section><\/section>\n<section><strong>\u67d0\u4e9b\u7406\u89e3\u4efb\u52a1\u4e0e\u751f\u6210\u6027\u80fd\u66f4\u76f8\u5173<\/strong><\/section>\n<section><\/section>\n<section>\u9274\u4e8e OCR\u3001\u4ee5\u89c6\u89c9\u4e3a\u4e2d\u5fc3\u7684\u4efb\u52a1\u548c\u57fa\u4e8e\u77e5\u8bc6\u7684\u4efb\u52a1\u7b49\u7406\u89e3\u4efb\u52a1\u7684\u591a\u6837\u6027\uff0c\u8bba\u6587\u7814\u7a76\u4e86\u54ea\u4e9b\u4efb\u52a1\u4e0e\u751f\u6210\u80fd\u529b\u7684\u76f8\u5173\u6027\u6700\u5f3a\u3002\u53d7 Cambrian-1 \u7684\u542f\u53d1\uff0c\u7814\u7a76\u8005\u5c06 VQA \u4efb\u52a1\u5206\u4e3a\u4e94\u7ec4\uff1a\u4e00\u822c\u3001\u6587\u672c\u548c\u56fe\u8868\u3001\u9ad8\u5206\u8fa8\u7387\u3001\u77e5\u8bc6\u548c\u4ee5\u89c6\u89c9\u4e3a\u4e2d\u5fc3\u7684 VQA\u3002\u7814\u7a76\u8005\u5229\u7528\u65e9\u5148\u7684\u5b9e\u9a8c\u7ed3\u679c\uff0c\u7528\u4e0d\u540c\u6570\u91cf\u7684\u751f\u6210\u6570\u636e\u8054\u5408\u8bad\u7ec3\u5404\u79cd VQA \u6570\u636e\u89c4\u6a21\uff0c\u5e76\u5728\u56fe 8 \u4e2d\u7ed8\u5236\u4e86\u6bcf\u4e2a\u57fa\u51c6\u7684 VQA \u6027\u80fd\u4e0e\u751f\u6210\u6027\u80fd\u7684\u5bf9\u6bd4\u56fe\u3002\u4ed6\u4eec\u8fd8\u8ba1\u7b97\u4e86 VQA \u5206\u6570\u4e0e FID\/CLIP \u5206\u6570\u4e4b\u95f4\u7684\u76ae\u5c14\u900a\u76f8\u5173\u6027 (\u03c1)\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-6b60c159860b32eb392d8fcf2f5d02f6.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-6b60c159860b32eb392d8fcf2f5d02f6.png\"><\/a><\/section>\n<section>\u56fe 8 \u663e\u793a\uff0c\u901a\u7528\u3001\u89c6\u89c9\u4e2d\u5fc3\u548c\u6587\u672c\u4e0e\u56fe\u8868 VQA \u4efb\u52a1\u4e0e\u751f\u6210\u6027\u80fd\u5bc6\u5207\u76f8\u5173\uff0c\u6bcf\u4e2a\u4efb\u52a1\u7684\u76ae\u5c14\u900a\u76f8\u5173\u7cfb\u6570\uff08p\uff09\u90fd\u9ad8\u4e8e 0.85\u3002\u9ad8\u5206\u8fa8\u7387 VQA \u8868\u73b0\u51fa\u4e2d\u7b49\u7a0b\u5ea6\u7684\u76f8\u5173\u6027\uff0cp \u7ea6\u4e3a 0.7\u3002\u76f8\u6bd4\u4e4b\u4e0b\uff0c\u77e5\u8bc6 VQA \u4efb\u52a1\uff08\u5982 MMMU\uff09\u7684\u76f8\u5173\u6027\u8f83\u5f31\uff0c\u8fd9\u8868\u660e\u751f\u6210\u80fd\u529b\u4e0e\u751f\u6210\u6027\u80fd\u7684\u76f8\u5173\u6027\u66f4\u4e3a\u5bc6\u5207\u3002\u8fd9\u4e0e\u6a21\u578b\u7684\u89c6\u89c9\u80fd\u529b\u6709\u5173\uff0c\u800c\u4e0e\u77e5\u8bc6\u7279\u5b9a\u4efb\u52a1\u65e0\u5173\u3002<\/section>\n<section><\/section>\n<section><strong>\u53d1\u73b0 4<\/strong>\uff1a\u901a\u7528\u3001\u89c6\u89c9\u4e2d\u5fc3\u548c\u6587\u672c\u7406\u89e3\u7684 VQA \u4efb\u52a1\u4e0e\u89c6\u89c9\u751f\u6210\u6709\u5f88\u5f3a\u7684\u76f8\u5173\u6027\uff0c\u800c\u57fa\u4e8e\u77e5\u8bc6\u7684 VQA \u4efb\u52a1\u5219\u6ca1\u6709\u3002<\/section>\n<section><\/section>\n<section><strong>MetaMorph \u6a21\u578b<\/strong><\/section>\n<section><\/section>\n<section><strong>\u7406\u89e3\u548c\u751f\u6210\u8868\u73b0<\/strong><\/section>\n<section><\/section>\n<section>\u7814\u7a76\u8005\u5c06 MetaMorph \u4e0e\u5176\u4ed6\u7edf\u4e00\u6a21\u578b\u8fdb\u884c\u4e86\u6bd4\u8f83\uff0c\u5e76\u5728\u8868 1 \u4e2d\u603b\u7ed3\u4e86\u7ed3\u679c\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-c6d6dbfb68c15c05e4bf0dacc09a5769.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-c6d6dbfb68c15c05e4bf0dacc09a5769.png\"><\/a><\/section>\n<section><strong>MetaMorph \u5229\u7528 LLM \u77e5\u8bc6\u8fdb\u884c\u89c6\u89c9\u751f\u6210<\/strong><\/section>\n<section><\/section>\n<section>MetaMorph \u80fd\u6709\u6548\u5229\u7528\u9884\u8bad\u7ec3\u7684 LLM \u4e2d\u8574\u542b\u7684\u4e16\u754c\u77e5\u8bc6\uff0c\u56fe 9 \u5de6\u4fa7\u5c55\u793a\u4e86\u4e00\u4e9b\u4f8b\u5b50\u3002\u7814\u7a76\u8005\u53bb\u63d0\u793a\u6a21\u578b\u751f\u6210\u9700\u8981\u975e\u96be\u548c\u4e13\u4e1a\u5316\u77e5\u8bc6\u7684\u6982\u5ff5\uff0c\u4f8b\u5b50\u5305\u62ec Chhogori\uff08\u4e16\u754c\u7b2c\u4e8c\u9ad8\u5cf0\uff09\u3001Oncilla\uff08\u5357\u7f8e\u6d32\u7684\u4e00\u79cd\u5c0f\u91ce\u732b\uff09\u548c Chizarira\uff08\u6d25\u5df4\u5e03\u97e6\u4e00\u4e2a\u4e0e\u4e16\u9694\u7edd\u7684\u8352\u91ce\u5730\u533a\uff09\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-618389884dd83be404bc5b03d0de29fb.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-618389884dd83be404bc5b03d0de29fb.png\"><\/a><\/section>\n<section>MetaMorph \u6210\u529f\u5730\u5c06\u7279\u5b9a\u9886\u57df\u7684\u77e5\u8bc6\u8f6c\u5316\u4e3a\u51c6\u786e\u7684\u89c6\u89c9 token\uff0c\u4ece\u800c\u5c55\u793a\u4e86\u4ece LLM \u4e2d\u5229\u7528\u4e16\u754c\u77e5\u8bc6\u7684\u80fd\u529b\u3002\u4e0e\u6b64\u76f8\u53cd\uff0c\u6700\u65b0\u7684\u6587\u672c\u5230\u56fe\u50cf\uff08T2I\uff09\u6a21\u578b StableDiffusion-3.5 8B\uff0c\u5c3d\u7ba1\u751f\u6210\u4e86\u9ad8\u8d28\u91cf\u7684\u56fe\u50cf\uff0c\u5374\u5f88\u96be\u751f\u6210\u6b63\u786e\u7684\u6982\u5ff5\u3002\u8fd9\u4e2a\u95ee\u9898\u53ef\u80fd\u6e90\u4e8e\u5b83\u6240\u4f7f\u7528\u7684\u6587\u672c\u5d4c\u5165\u6a21\u578b CLIP \u548c T5\uff0c\u5b83\u4eec\u672a\u80fd\u6b63\u786e\u7f16\u7801\u8fd9\u4e9b\u4e13\u4e1a\u672f\u8bed\u3002<\/section>\n<section><\/section>\n<section>\u56fe 9 \u53f3\u4fa7\u5c55\u793a\u4e86 MetaMorph \u5982\u4f55\u6bd4 CLIP \u548c T5 \u7b49\u6587\u672c\u5d4c\u5165\u6a21\u578b\u66f4\u6709\u6548\u5730\u5904\u7406\u5e38\u89c1\u7684\u8bed\u4e49\u96be\u9898\u3002\u8fd9\u4e9b\u6311\u6218\u5305\u62ec\u5426\u5b9a\u548c\u4e3b\u89c2\u6027\uff0cMetaMorph \u4f7f\u7528\u4e86\u5728 Multimon \u4e2d\u8bc6\u522b\u51fa\u7684\u5e38\u89c1\u5931\u8d25\u6a21\u5f0f\u7684\u63d0\u793a\u6765\u533a\u5206\u8bed\u4e49\u7684\u7ec6\u5fae\u5dee\u522b\uff0c\u5982\u300c\u7a0d\u5fae\u300d\u4e0e\u300c\u975e\u5e38\u300d\u3001\u300c\u5c11\u6570\u300d\u4e0e\u300c\u8bb8\u591a\u300d\u3001\u300c\u6ca1\u6709\u300d\u4e0e\u300c\u6709\u300d\uff0c\u8fd9\u4e9b\u90fd\u662f\u73b0\u6709\u6587\u672c\u5230\u56fe\u50cf\u7cfb\u7edf\u4e2d\u5e38\u89c1\u7684\u5931\u8d25\u3002<\/section>\n<section><\/section>\n<section><strong>\u591a\u6a21\u6001\u751f\u6210\u63a8\u7406<\/strong><\/section>\n<section><\/section>\n<section>\u56fe 10 \u4e2d\uff0c\u7814\u7a76\u8005\u5c55\u793a\u4e86\u6a21\u578b\u6839\u636e\u8c1c\u9898\u63d0\u793a\u751f\u6210\u56fe\u50cf\u7684\u4f8b\u5b50\uff0c\u4f8b\u5982\u300c\u56fd\u5bb6\u516c\u56ed\u4f4d\u4e8e\u300d\u3002\u5728\u6bcf\u9053\u8c1c\u9898\u4e2d\uff0c\u90fd\u76f4\u63a5\u4f7f\u7528\u4e86\u300c\u9ec4\u77f3\u516c\u56ed\u6240\u5728\u56fd\u5bb6\u7684\u56fd\u5bb6\u516c\u56ed\u300d\u8fd9\u4e00\u63d0\u793a\u8bed\uff0c\u800c\u6ca1\u6709\u4f7f\u7528\u4efb\u4f55\u601d\u7ef4\u94fe\uff08CoT\uff09\u63d0\u793a\u8bed\u300c\u751f\u6210\u8c1c\u9898\u56fe\u7247\u300d\u3002MetaMorph \u53ef\u4ee5\u4ece\u9700\u8981\u591a\u6b65\u63a8\u7406\u7684\u63d0\u793a\u4e2d\u751f\u6210\u6b63\u786e\u7684\u56fe\u50cf\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-faf3fa3015d5145a77213ea16296aa69.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-faf3fa3015d5145a77213ea16296aa69.png\"><\/a><\/section>\n<section>\u4f8b\u5982\uff0c\u5728\u56de\u7b54\u300c\u4e00\u79cd\u4e50\u5668\uff0c\u8fd9\u79cd\u4e50\u5668\u901a\u5e38\u7531 theity \u6f14\u594f\u300d\u8fd9\u4e00\u95ee\u9898\u65f6\uff0c\u8be5\u6a21\u578b\u9700\u8981\u9690\u5f0f\u5730\u5b8c\u6210\u4e09\u4e2a\u63a8\u7406\u79d1\u5b66\u5bb6\u662f\u8c01\u63d0\u51fa\u4e86\u72ed\u4e49\u76f8\u5bf9\u8bba\u7684\u6b65\u9aa4\uff1a\u8bc6\u522b\u51fa\u7231\u56e0\u65af\u5766\u662f\u63d0\u51fa\u72ed\u4e49\u76f8\u5bf9\u8bba\u7684\u79d1\u5b66\u5bb6\uff1b\u8bc6\u522b\u51fa\u7231\u56e0\u65af\u5766\u7684\u9996\u9009\u4e50\u5668\u662f\u5c0f\u63d0\u7434\uff0c\u5e76\u76f4\u63a5\u751f\u6210\u6b63\u786e\u7684\u89c6\u89c9 token\uff1b\u7136\u540e\u5b8c\u6210\u63a8\u7406\u8fc7\u7a0b\u3002\u8fd9\u4e00\u7ed3\u679c\u610f\u5473\u7740\uff0cMetaMorph \u5728\u7d27\u63a5\u7740\u63d0\u793a\u7684\u751f\u6210\u8fc7\u7a0b\u4e2d\uff0c\u9690\u5f0f\u5730\u660e\u786e\u5206\u79bb\u4e86\u8fd9\u4e9b\u6b65\u9aa4\u3002\u8fd9\u4e9b\u7ed3\u679c\u89e3\u51b3\u4e86\u8c1c\u9898\uff0c\u5e76\u751f\u6210\u4e86\u6b63\u786e\u7684\u89c6\u89c9 token\uff0c\u4e0e\u300aLLMs \u7269\u7406\u5b66\u300b\u7684\u7814\u7a76\u7ed3\u679c\u4e00\u81f4\uff0c\u4f5c\u8005\u8ba4\u4e3a LLM \u53ef\u4ee5\u751f\u6210\u540e\u7eed token\u3002\u5728\u8fd9\u91cc\uff0c\u7814\u7a76\u8005\u5c55\u793a\u4e86\u5728\u81ea\u56de\u5f52\u4e4b\u524d\u9884\u5148\u8ba1\u7b97\u63a8\u7406\u56fe\u7684\u80fd\u529b\uff0c\u5373\u4f7f\u5728\u89e3\u7801\u89c6\u89c9 token \u65f6\uff0c\u8fd9\u79cd\u80fd\u529b\u4e5f\u80fd\u8f6c\u79fb\u5230\u7edf\u4e00\u591a\u6a21\u6001\u6a21\u578b\u8bbe\u7f6e\u4e2d\u3002<\/section>\n<section><\/section>\n<section>\u66f4\u591a\u6280\u672f\u7ec6\u8282\u8bf7\u53c2\u9605\u539f\u8bba\u6587\u3002<\/section>\n<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-12-21-3\" target=\"_blank\">\u7edf\u4e00\u89c6\u89c9\u7406\u89e3\u4e0e\u751f\u6210\uff0cMetaMorph\u6a21\u578b\u95ee\u4e16\uff0cLeCun\u3001\u8c22\u8d5b\u5b81\u3001\u5218\u58ee\u7b49\u53c2\u4e0e<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:\u7edf\u4e00\u89c6\u89c9\u7406\u89e3\u4e0e\u751f\u6210\uff0cM [&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 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