{"id":7345,"date":"2025-08-28T06:56:00","date_gmt":"2025-08-27T21:56:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=7345"},"modified":"2025-08-23T21:59:13","modified_gmt":"2025-08-23T12:59:13","slug":"surveygen-i-consistent-scientific-survey-generation-with-evolving-plans-and-memory-guided-writing","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=7345","title":{"rendered":"SurveyGen-I: Consistent Scientific Survey Generation with Evolving Plans and Memory-Guided Writing"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>SurveyGen-I: Consistent Scientific Survey Generation with Evolving Plans and Memory-Guided Writing\u00a0<\/strong>[4.2]<br>SurveyGen-I\u306f\u3001\u7c97\u5927\u306a\u691c\u7d22\u3001\u9069\u5fdc\u8a08\u753b\u3001\u30e1\u30e2\u30ea\u8a98\u5c0e\u751f\u6210\u3092\u7d44\u307f\u5408\u308f\u305b\u305f\u81ea\u52d5\u30b5\u30fc\u30d9\u30a4\u751f\u6210\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3067\u3042\u308b\u3002 4\u3064\u306e\u79d1\u5b66\u7684\u9818\u57df\u306b\u308f\u305f\u308b\u5b9f\u9a13\u3067\u306f\u3001SurveyGen-I\u306f\u30b3\u30f3\u30c6\u30f3\u30c4\u54c1\u8cea\u3001\u4e00\u8cab\u6027\u3001\u5f15\u7528\u30ab\u30d0\u30ec\u30c3\u30b8\u306b\u304a\u3044\u3066\u3001\u5f93\u6765\u3088\u308a\u3082\u4e00\u8cab\u3057\u3066\u512a\u308c\u3066\u3044\u305f\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2508.14317v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2508.14317v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Wed, 20 Aug 2025 00:03:46 GMT)<\/li>\n\n\n\n<li>\u51dd\u3063\u305f\u69cb\u6210\u306e\u30b5\u30fc\u30d9\u30a4\u751f\u6210\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306e\u63d0\u6848\n<ul class=\"wp-block-list\">\n<li>(1) Literature Retrieval (LR) performs multi- stage literature retrieval at both survey and subsec- tion levels.<\/li>\n\n\n\n<li>(2) Structure Planning with Dynamic Outline Evolution (PlanEvo) generates a hierarchical outline and a dependency-aware writing plan, and dynamically updates both during generation to ensure cross-subsection consistency of the survey.<\/li>\n\n\n\n<li>(3) CaM-Writing generates each subsection with strong content consistency and rich citation coverage, combining citation-traced retrieval to recover influential references, memory-guided skeleton planning for content consistency, and best-of-N draft selection to ensure high-quality generation.<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>\u30ea\u30dd\u30b8\u30c8\u30ea\u306f<a href=\"https:\/\/github.com\/SurveyGens\/SurveyGen-I\">GitHub &#8211; SurveyGens\/SurveyGen-I<\/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":[387,623],"class_list":["post-7345","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-survey","tag-623"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7345","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=7345"}],"version-history":[{"count":1,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7345\/revisions"}],"predecessor-version":[{"id":7346,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7345\/revisions\/7346"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=7345"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=7345"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=7345"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}