{"id":8241,"date":"2026-02-25T05:41:00","date_gmt":"2026-02-24T20:41:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=8241"},"modified":"2026-02-15T15:46:41","modified_gmt":"2026-02-15T06:46:41","slug":"ecogym-evaluating-llms-for-long-horizon-plan-and-execute-in-interactive-economies","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=8241","title":{"rendered":"EcoGym: Evaluating LLMs for Long-Horizon Plan-and-Execute in Interactive Economies\u00a0"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>EcoGym: Evaluating LLMs for Long-Horizon Plan-and-Execute in Interactive Economies\u00a0<\/strong>[61.3]<br>\u5bfe\u8a71\u578b\u7d4c\u6e08\u306b\u304a\u3051\u308b\u7d99\u7d9a\u7684\u8a08\u753b\u30fb\u5b9f\u884c\u610f\u601d\u6c7a\u5b9a\u306e\u305f\u3081\u306e\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u3067\u3042\u308bEcoGym\u3092\u7d39\u4ecb\u3059\u308b\u3002 EcoGym\u306f\u3001\u900f\u660e\u6027\u306e\u3042\u308b\u9577\u671f\u7684\u306a\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u8a55\u4fa1\u306e\u305f\u3081\u306e\u30aa\u30fc\u30d7\u30f3\u306a\u30c6\u30b9\u30c8\u30d9\u30c3\u30c9\u3068\u3057\u3066\u30ea\u30ea\u30fc\u30b9\u3055\u308c\u3001\u73fe\u5b9f\u7684\u306a\u7d4c\u6e08\u74b0\u5883\u4e0b\u3067\u306e\u30b3\u30f3\u30c8\u30ed\u30fc\u30eb\u53ef\u80fd\u6027\u3068\u30e6\u30fc\u30c6\u30a3\u30ea\u30c6\u30a3\u306e\u30c8\u30ec\u30fc\u30c9\u30aa\u30d5\u3092\u7814\u7a76\u3059\u308b\u305f\u3081\u306e\u3082\u306e\u3060\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2602.09514v2\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2602.09514v2\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Wed, 11 Feb 2026 08:59:16 GMT)<\/li>\n\n\n\n<li>\u300cEcoGym, a generalizable benchmark for continuous plan-and-execute decision making in interactive economies.\u300d\u3068\u3044\u3046\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u3002\u300cExperiments across eleven leading LLMs expose a systematic tension: no single model dominates across all three scenarios. Critically, we find that models exhibit significant suboptimality in either high-level strategies or efficient actions executions.\u300d\u3068\u3044\u3046\u306e\u306f\u8208\u5473\u6df1\u304f\u5f97\u610f\u30fb\u4e0d\u5f97\u610f\u304c\u3042\u308b\u3088\u3046\uff08\u5b89\u5b9a\u6027\u304c\u826f\u304f\u306a\u3044\u3068\u3044\u3046\u6307\u6458\u3082\u3042\u308b\uff09<\/li>\n\n\n\n<li>\u30ea\u30dd\u30b8\u30c8\u30ea\u306f<a href=\"https:\/\/github.com\/OPPO-PersonalAI\/EcoGym\">GitHub &#8211; OPPO-PersonalAI\/EcoGym: Official Repo for &#8220;EcoGym: Evaluating LLMs for Long-Horizon Plan-and-Execute in Interactive Economies&#8221;<\/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":[517],"class_list":["post-8241","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-517"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/8241","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=8241"}],"version-history":[{"count":1,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/8241\/revisions"}],"predecessor-version":[{"id":8242,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/8241\/revisions\/8242"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=8241"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=8241"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=8241"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}