{"id":5677,"date":"2024-10-29T05:59:00","date_gmt":"2024-10-28T20:59:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=5677"},"modified":"2024-10-29T05:59:00","modified_gmt":"2024-10-28T20:59:00","slug":"docedit-v2-document-structure-editing-via-multimodal-llm-grounding","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=5677","title":{"rendered":"DocEdit-v2: Document Structure Editing Via Multimodal LLM Grounding\u00a0"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>DocEdit-v2: Document Structure Editing Via Multimodal LLM Grounding\u00a0<\/strong>[128.9]<br>\u5927\u898f\u6a21\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30eb\u30e2\u30c7\u30eb(LMM)\u3092\u6d3b\u7528\u3057\u3066\u30a8\u30f3\u30c9\u30c4\u30fc\u30a8\u30f3\u30c9\u306e\u6587\u66f8\u7de8\u96c6\u3092\u884c\u3046\u65b0\u3057\u3044\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30afDocEdit-v2\u3092\u7d39\u4ecb\u3059\u308b\u3002 1) Doc2Command\u306f\u3001\u8208\u5473\u306e\u3042\u308b\u7de8\u96c6\u9818\u57df(RoI)\u3092\u540c\u6642\u306b\u30ed\u30fc\u30ab\u30e9\u30a4\u30ba\u3057\u3001\u30e6\u30fc\u30b6\u306e\u7de8\u96c6\u8981\u6c42\u3092\u7de8\u96c6\u30b3\u30de\u30f3\u30c9\u306b\u66d6\u6627\u306b\u3059\u308b; (2) LLM\u30d9\u30fc\u30b9\u306e\u30b3\u30de\u30f3\u30c9\u6539\u9769\u306b\u3088\u308a\u3001\u5143\u3005\u306f\u30b8\u30a7\u30cd\u30e9\u30ea\u30b9\u30c8\u306eLMM\u306b\u9069\u3057\u305f\u7de8\u96c6\u547d\u4ee4\u306b\u3001\u7279\u5225\u306a\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u7528\u306b\u610f\u56f3\u3055\u308c\u305f\u30b3\u30de\u30f3\u30c9\u3092\u8abf\u6574\u3057\u3066\u7de8\u96c6\u3059\u308b; 3) DocEdit-v2\u306f\u3001GPT-4V\u3084Gemini\u306e\u3088\u3046\u306a\u5927\u898f\u6a21\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30eb\u30e2\u30c7\u30eb\u3092\u4ecb\u3057\u3066\u3053\u308c\u3089\u306e\u51fa\u529b\u3092\u51e6\u7406\u3057\u3001\u6587\u66f8\u30ec\u30a4\u30a2\u30a6\u30c8\u3092\u89e3\u6790\u3057\u3001\u7de8\u96c6\u3092\u5b9f\u884c\u3059\u308b\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2410.16472v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2410.16472v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Mon, 21 Oct 2024 19:59:04 GMT)<\/li>\n\n\n\n<li>MLLM\u3092\u7528\u3044\u3066\u6587\u66f8\u3092E2E\u3067\u7de8\u96c6\u3059\u308b\u624b\u6cd5\u306e\u63d0\u6848\u3002HTML\u3092\u4fee\u6b63\u3059\u308b\u7de8\u96c6\u7528\u30b3\u30de\u30f3\u30c9\u3092\u4ecb\u3059\u308b\u30a2\u30d7\u30ed\u30fc\u30c1\u3002\u300c(a) multimodal grounding and edit command generation via the Doc2Command, (b) Command Reformulation prompting to transform the edit command into LMM-specific prompt instruction, (c) prompting LMMs like GPT-4V and Gemini to facilitate nuanced and localized editing of the document\u2019s HTML representation.\u300d\u3068\u3044\u3046\u30d5\u30ed\u30fc\u3002\uff08E2E\u30fb\u30fb\u30fb\uff1f\uff09<\/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":[117,251],"class_list":["post-5677","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-document-understanding","tag-mllm"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/5677","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=5677"}],"version-history":[{"count":0,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/5677\/revisions"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=5677"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=5677"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=5677"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}