{"id":7509,"date":"2025-10-08T03:56:00","date_gmt":"2025-10-07T18:56:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=7509"},"modified":"2025-10-04T17:16:18","modified_gmt":"2025-10-04T08:16:18","slug":"llm-based-agents-suffer-from-hallucinations-a-survey-of-taxonomy-methods-and-directions","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=7509","title":{"rendered":"LLM-based Agents Suffer from Hallucinations: A Survey of Taxonomy, Methods, and Directions"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>LLM-based Agents Suffer from Hallucinations: A Survey of Taxonomy, Methods, and Directions\u00a0<\/strong>[80.1]<br>LLM\u3092\u30d9\u30fc\u30b9\u3068\u3057\u305f\u5e7b\u899a\u306e\u5305\u62ec\u7684\u8abf\u67fb\u3092\u884c\u3063\u305f\u3002 \u305d\u3053\u3067\u672c\u7814\u7a76\u3067\u306f,\u7570\u306a\u308b\u6bb5\u968e\u306b\u304a\u3044\u3066\u767a\u751f\u3059\u308b\u3055\u307e\u3056\u307e\u306a\u7a2e\u985e\u306e\u5e7b\u899a\u3092\u8b58\u5225\u3059\u308b\u65b0\u3057\u3044\u5206\u985e\u6cd5\u3092\u63d0\u6848\u3059\u308b\u3002 \u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u5e7b\u899a\u306e\u51fa\u73fe\u306e\u6839\u5e95\u306b\u3042\u308b18\u306e\u8981\u56e0\u306b\u3064\u3044\u3066\u8a73\u7d30\u306a\u691c\u8a0e\u3092\u884c\u3063\u305f\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2509.18970v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2509.18970v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Tue, 23 Sep 2025 13:24:48 GMT)<\/li>\n\n\n\n<li>\u300cThis paper presents a comprehensive survey of hallucination issues in LLM-based agents, with the goal of consolidating past progress, clarifying current challenges, and outlining future opportunities. We begin by distinguishing agent components into internal states and external behaviors, and, from this perspective, propose a taxonomy of hallucination types occurring at different stages.\u300d\u3068LLM based agents\u304c\u82e6\u52b4\u3057\u3066\u3044\u308b\u70b9\u306e\u6574\u7406<\/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":[42,184,387],"class_list":["post-7509","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-autonomous-agent","tag-hallucination","tag-survey"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7509","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=7509"}],"version-history":[{"count":1,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7509\/revisions"}],"predecessor-version":[{"id":7510,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7509\/revisions\/7510"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=7509"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=7509"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=7509"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}