{"id":5200,"date":"2024-08-02T04:46:00","date_gmt":"2024-08-01T19:46:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=5200"},"modified":"2024-08-02T04:46:00","modified_gmt":"2024-08-01T19:46:00","slug":"spiqa-a-dataset-for-multimodal-question-answering-on-scientific-papers","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=5200","title":{"rendered":"SPIQA: A Dataset for Multimodal Question Answering on Scientific Papers"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>SPIQA: A Dataset for Multimodal Question Answering on Scientific Papers\u00a0<\/strong>[43.2]<br>SPIQA\u306f\u3001\u79d1\u5b66\u7814\u7a76\u8ad6\u6587\u306e\u6587\u8108\u5185\u3067\u8907\u96d1\u306a\u56f3\u5f62\u3084\u8868\u3092\u89e3\u91c8\u3059\u308b\u305f\u3081\u306b\u8a2d\u8a08\u3055\u308c\u305f\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3067\u3042\u308b\u3002 \u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u4f5c\u6210\u306b\u306f\u81ea\u52d5\u304a\u3088\u3073\u624b\u52d5\u306e\u30ad\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3\u3092\u4f7f\u7528\u3057\u307e\u3059\u3002 SPIQA\u306f270K\u306e\u8cea\u554f\u3092\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3001\u691c\u8a3c\u30013\u3064\u306e\u7570\u306a\u308b\u8a55\u4fa1\u5206\u5272\u306b\u5206\u5272\u3059\u308b\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2407.09413v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2407.09413v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Fri, 12 Jul 2024 16:37:59 GMT)<\/li>\n\n\n\n<li>\u79d1\u5b66\u8ad6\u6587\u3092\u5bfe\u8c61\u3068\u3057\u305f\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30eb\u306aQA\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3002zero shot\u306a\u6027\u80fd\u3067\u306f\u3082\u306e\u306b\u3082\u3088\u308b\u304cGPT-4o\u304c\u512a\u308c\u3066\u3044\u308b\u3088\u3046\u3002\u300cFurthermore, fine-tuning two open-source systems, LLaVA and InstructBLIP, on the SPIQA training set results in significant improvements over zero-shot evaluations, indicating promising avenues for designing specialized systems for scientific QA in the future.\u300d\u3068fine tuning\u306e\u6709\u52b9\u6027\u3092\u793a\u5506\u3057\u3066\u3044\u308b\u306e\u3082\u8208\u5473\u6df1\u3044\u3002<\/li>\n\n\n\n<li>\u30ea\u30dd\u30b8\u30c8\u30ea\u306f<a href=\"https:\/\/github.com\/google\/spiqa\">GitHub &#8211; google\/spiqa<\/a><\/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":[251,517],"class_list":["post-5200","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-mllm","tag-517"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/5200","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=5200"}],"version-history":[{"count":0,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/5200\/revisions"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=5200"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=5200"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=5200"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}