{"id":4578,"date":"2024-03-19T04:54:00","date_gmt":"2024-03-18T19:54:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=4578"},"modified":"2024-03-19T04:54:00","modified_gmt":"2024-03-18T19:54:00","slug":"tive-task-level-and-instance-level-value-estimation","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=4578","title":{"rendered":"TIVE: Task-level and Instance-level Value Estimation"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>Less is More: Data Value Estimation for Visual Instruction Tuning\u00a0<\/strong>[127.4]<br>\u8996\u899a\u7684\u547d\u4ee4\u30c7\u30fc\u30bf\u306b\u304a\u3051\u308b\u5197\u9577\u6027\u3092\u9664\u53bb\u3059\u308b\u65b0\u3057\u3044\u30c7\u30fc\u30bf\u9078\u629e\u624b\u6cd5\u3092\u63d0\u6848\u3059\u308b\u3002 LLaVA-1.5\u306e\u5b9f\u9a13\u3067\u306f\u3001\u7d047.5%\u306e\u30c7\u30fc\u30bf\u3057\u304b\u4f7f\u7528\u3057\u3066\u3044\u306a\u3044\u30a2\u30d7\u30ed\u30fc\u30c1\u304c\u3001\u30d5\u30eb\u30c7\u30fc\u30bf\u5fae\u8abf\u6574\u30e2\u30c7\u30eb\u3068\u540c\u7b49\u306e\u6027\u80fd\u3092\u9054\u6210\u3067\u304d\u308b\u3053\u3068\u304c\u793a\u3055\u308c\u3066\u3044\u308b\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2403.09559v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2403.09559v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Thu, 14 Mar 2024 16:47:25 GMT)<\/li>\n\n\n\n<li>visual instruction dataset\u306b\u306f\u4e0d\u8981\u30fb\u5197\u9577\u306a\u30c7\u30fc\u30bf\u304c\u591a\u304f\u542b\u307e\u308c\u3066\u304a\u308a\u3001\u305d\u306e\u91cd\u8981\u6027\u3092\u8a55\u4fa1\u3057\u3066\u524a\u6e1b\u3059\u308b\u624b\u6cd5\u3092\u63d0\u6848\u3002\u300cusing only about 7.5% data can achieve comparable performance as the full-data fine-tuned model across seven benchmarks, even surpassing it on four of the benchmarks.\u300d\u3068\u306e\u3053\u3068\u3067\u3001\u975e\u5e38\u306b\u52b9\u679c\u7684\u306b\u898b\u3048\u308b\u3002<\/li>\n\n\n\n<li>\u300cOur code and data will be publicly released.\u300d\u3089\u3057\u3044<\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[2],"tags":[101,102,223,524],"class_list":["post-4578","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-dataset-condensation","tag-dataset-distillation","tag-llm","tag-524"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/4578","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=4578"}],"version-history":[{"count":0,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/4578\/revisions"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=4578"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=4578"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=4578"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}