{"id":7541,"date":"2025-10-10T06:27:00","date_gmt":"2025-10-09T21:27:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=7541"},"modified":"2025-10-04T17:30:32","modified_gmt":"2025-10-04T08:30:32","slug":"walt-web-agents-that-learn-tools","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=7541","title":{"rendered":"WALT: Web Agents that Learn Tools\u00a0"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>WALT: Web Agents that Learn Tools\u00a0<\/strong>[66.7]<br>WALT\u306f\u3001Web\u30b5\u30a4\u30c8\u6a5f\u80fd\u3092\u518d\u5229\u7528\u4e0d\u80fd\u306a\u30c4\u30fc\u30eb\u306b\u30ea\u30d0\u30fc\u30b9\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u3059\u308b\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3067\u3042\u308b\u3002 WALT\u306f\u30a2\u30c9\u30db\u30c3\u30af\u306a\u30b9\u30ad\u30eb\u3092\u4eee\u8aac\u5316\u3059\u308b\u306e\u3067\u306f\u306a\u304f\u3001\u65e2\u306b\u30a6\u30a7\u30d6\u30b5\u30a4\u30c8\u306b\u8a2d\u8a08\u3055\u308c\u3066\u3044\u308b\u81ea\u52d5\u5316\u306e\u5805\u7262\u306a\u5b9f\u88c5\u3092\u516c\u958b\u3057\u3066\u3044\u308b\u3002 VisualWebArena\u3068WebArena\u3067\u306f\u3001WALT\u306f\u3088\u308a\u5c11\u306a\u3044\u30b9\u30c6\u30c3\u30d7\u3068LLM\u4f9d\u5b58\u306e\u63a8\u8ad6\u3067\u3088\u308a\u9ad8\u3044\u6210\u529f\u3092\u9054\u6210\u3057\u3066\u3044\u308b\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2510.01524v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2510.01524v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Wed, 01 Oct 2025 23:41:47 GMT)<\/li>\n\n\n\n<li>\u300cinstead of reasoning about how to click and type, agents simply call search(query) or create(listing). This shifts the computational burden from fragile step- by-step reasoning to reliable tool invocation.\u300d\u3068\u3044\u3046\u30a2\u30d7\u30ed\u30fc\u30c1\u306b\u3088\u308bWEB\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u69cb\u7bc9\u3002<\/li>\n\n\n\n<li>\u3053\u306e\u624b\u306e\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u304c\u6d41\u884c\u308b\u3068WEB\u30b5\u30a4\u30c8\u306e\u3042\u308a\u65b9\u3082\u5909\u308f\u3063\u3066\u3044\u304f\u3088\u3046\u306b\u601d\u3046\u3002<\/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":[42,181],"class_list":["post-7541","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-autonomous-agent","tag-gui-agent"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7541","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=7541"}],"version-history":[{"count":1,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7541\/revisions"}],"predecessor-version":[{"id":7542,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7541\/revisions\/7542"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=7541"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=7541"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=7541"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}