{"id":7733,"date":"2025-11-13T06:32:00","date_gmt":"2025-11-12T21:32:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=7733"},"modified":"2025-11-08T22:37:28","modified_gmt":"2025-11-08T13:37:28","slug":"leveraging-llm-based-agents-for-social-science-research-insights-from-citation-network-simulations","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=7733","title":{"rendered":"Leveraging LLM-based agents for social science research: insights from citation network simulations"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>Leveraging LLM-based agents for social science research: insights from citation network simulations\u00a0<\/strong>[132.4]<br>CiteAgent\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3092\u5c0e\u5165\u3057\u3001\u4eba\u9593-\u884c\u52d5\u30b7\u30df\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3\u306b\u57fa\u3065\u304f\u5f15\u7528\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3092\u751f\u6210\u3059\u308b\u3002 CiteAgent\u306f\u3001\u5b9f\u4e16\u754c\u306e\u5f15\u7528\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306b\u304a\u3051\u308b\u4e3b\u8981\u306a\u73fe\u8c61\u3092\u6349\u3048\u3066\u3044\u308b\u3002 \u793e\u4f1a\u79d1\u5b66\u306b\u304a\u3044\u30662\u3064\u306eLCM\u306b\u57fa\u3065\u304f\u7814\u7a76\u30d1\u30e9\u30c0\u30a4\u30e0\u3092\u78ba\u7acb\u3057,\u65e2\u5b58\u306e\u7406\u8ad6\u306e\u691c\u8a3c\u3068\u6311\u6226\u3092\u53ef\u80fd\u306b\u3057\u305f\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2511.03758v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2511.03758v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Wed, 05 Nov 2025 08:47:04 GMT)<\/li>\n\n\n\n<li>\u300cTo further explore the social attributes of LLMs, we introduce the CiteAgent framework, designed to generate citation networks based on human-behavior simulation with LLM-based agents. CiteAgent successfully captures predominant phenomena in real-world citation networks, including power-law distribution, citational distortion, and shrinking diameter.\u300d\u3068\u306e\u3053\u3068\u3060\u304c\u3001\u3053\u308c\u3067\u3053\u306e\u624b\u306eLLM\u3092\u6d3b\u7528\u3057\u305f\u793e\u4f1a\u30b7\u30df\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3\u7684\u306a\u3082\u306e\u306e\u6709\u52b9\u6027\u3092\u3044\u3048\u308b\u304b\u3068\u3044\u3046\u3068\u82e5\u5e72\u7591\u554f\u306e\u3088\u3046\u306a\u3002<\/li>\n\n\n\n<li>\u30ea\u30dd\u30b8\u30c8\u30ea\u306f<a href=\"https:\/\/github.com\/Ji-Cather\/CiteAgent\">GitHub &#8211; Ji-Cather\/CiteAgent: Official Implementation of CiteAgent Framework<\/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":[621],"class_list":["post-7733","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-621"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7733","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=7733"}],"version-history":[{"count":1,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7733\/revisions"}],"predecessor-version":[{"id":7734,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7733\/revisions\/7734"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=7733"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=7733"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=7733"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}