{"id":7227,"date":"2025-08-08T03:33:00","date_gmt":"2025-08-07T18:33:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=7227"},"modified":"2025-08-02T15:38:57","modified_gmt":"2025-08-02T06:38:57","slug":"userbench-an-interactive-gym-environment-for-user-centric-agents","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=7227","title":{"rendered":"UserBench: An Interactive Gym Environment for User-Centric Agents"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>UserBench: An Interactive Gym Environment for User-Centric Agents\u00a0<\/strong>[110.8]<br>LLM(Large Language Models)\u30d9\u30fc\u30b9\u306e\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306f\u3001\u63a8\u8ad6\u3068\u30c4\u30fc\u30eb\u306e\u4f7f\u7528\u306b\u304a\u3044\u3066\u3001\u76ee\u899a\u307e\u3057\u3044\u9032\u6b69\u3092\u9042\u3052\u3066\u304d\u305f\u304c\u3001\u30e6\u30fc\u30b6\u3068\u7a4d\u6975\u7684\u306b\u30b3\u30e9\u30dc\u30ec\u30fc\u30b7\u30e7\u30f3\u3059\u308b\u80fd\u529b\u306f\u307e\u3060\u672a\u719f\u3067\u3042\u308b\u3002 \u30de\u30eb\u30c1\u30bf\u30fc\u30f3\u3001\u9078\u597d\u99c6\u52d5\u30a4\u30f3\u30bf\u30e9\u30af\u30b7\u30e7\u30f3\u306b\u304a\u3044\u3066\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3092\u8a55\u4fa1\u3059\u308b\u305f\u3081\u306b\u8a2d\u8a08\u3055\u308c\u305f\u30e6\u30fc\u30b6\u4e2d\u5fc3\u306e\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u3067\u3042\u308bUserBench\u3092\u7d39\u4ecb\u3059\u308b\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2507.22034v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2507.22034v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Tue, 29 Jul 2025 17:34:12 GMT)<\/li>\n\n\n\n<li>\u300cRevolving around these traits, we introduce UserBench, a user-centric environment designed to facilitate an agent\u2019s ability to engage in meaningful, multi-turn interactions with users who exhibit these traits. In UserBench, simulated users provide initial vague task instruction (underspecification), gradu- ally reveal preferences over time (incrementality),and often do so implicitly (indirectness). Agents must proactively clarify goals, interpret subtle cues, and adaptively reason through tool use to succeed.\u300d\u3068\u3044\u3046\u8a2d\u5b9a\u306e\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u306e\u63d0\u6848\u3002\u5bfe\u8c61\u306f\u65c5\u884c\u30b7\u30ca\u30ea\u30aa\u3067\u66d6\u6627\u306a\u6307\u793a\u304b\u3089\u5bfe\u8a71\u3092\u5143\u306b\u5bfe\u51e6\u3057\u3066\u3044\u304f\u80fd\u529b\u304c\u6c42\u3081\u3089\u308c\u308b\u3002<\/li>\n\n\n\n<li>\u30ea\u30dd\u30b8\u30c8\u30ea\u306f<a href=\"https:\/\/github.com\/SalesforceAIResearch\/UserBench\">SalesforceAIResearch\/UserBench<\/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":[517,570],"class_list":["post-7227","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-517","tag-570"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7227","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=7227"}],"version-history":[{"count":1,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7227\/revisions"}],"predecessor-version":[{"id":7228,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7227\/revisions\/7228"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=7227"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=7227"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=7227"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}