{"id":7410,"date":"2025-09-08T02:13:00","date_gmt":"2025-09-07T17:13:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=7410"},"modified":"2025-09-06T22:20:58","modified_gmt":"2025-09-06T13:20:58","slug":"agentracer-who-is-inducing-failure-in-the-llm-agentic-systems","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=7410","title":{"rendered":"AgenTracer: Who Is Inducing Failure in the LLM Agentic Systems?"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>AgenTracer: Who Is Inducing Failure in the LLM Agentic Systems?\u00a0<\/strong>[71.2]<br>\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff08LLM\uff09\u3092\u57fa\u76e4\u3068\u3057\u305f\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u30b7\u30b9\u30c6\u30e0\u306f\u3001\u8907\u6570\u306e\u30e2\u30c7\u30eb\u3084\u30c4\u30fc\u30eb\u3092\u99c6\u4f7f\u3057\u3066\u9ad8\u3044\u6027\u80fd\u3092\u767a\u63ee\u3059\u308b\u304c\u3001\u305d\u306e\u8907\u96d1\u6027\u306b\u3088\u308a\u30b7\u30b9\u30c6\u30e0\u306e\u8106\u5f31\u6027\u304c\u5897\u3057\u3001\u8aa4\u52d5\u4f5c\u304c\u767a\u751f\u3057\u3084\u3059\u304f\u306a\u308b\u3002\u3053\u308c\u306b\u5bfe\u51e6\u3059\u308b\u305f\u3081\u3001AgenTracer\u304c\u63d0\u6848\u3055\u308c\u3001\u5931\u6557\u3057\u305f\u30de\u30eb\u30c1\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u8ecc\u8de1\u3092\u81ea\u52d5\u3067\u6ce8\u91c8\u4ed8\u3051\u3057\u3001\u30a8\u30e9\u30fc\u8a3a\u65ad\u304c\u53ef\u80fd\u306a\u65b0\u3057\u3044\u8efd\u91cf\u30c8\u30ec\u30fc\u30b5\u30fcAgenTracer-8B\u304c\u958b\u767a\u3055\u308c\u305f\u3002\u3053\u306e\u30b7\u30b9\u30c6\u30e0\u306f\u3001\u65e2\u5b58\u306e\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\u3092\u4e0a\u56de\u308b\u6027\u80fd\u3092\u793a\u3057\u3001\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u81ea\u5df1\u4fee\u6b63\u3084\u9032\u5316\u3092\u4fc3\u3059\u5b9f\u7528\u7684\u306a\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u3092\u63d0\u4f9b\u3059\u308b\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2509.03312v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2509.03312v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Wed, 03 Sep 2025 13:42:14 GMT)<\/li>\n\n\n\n<li>LLM based agents\u958b\u767a\u3067\u5927\u554f\u984c\u3068\u306a\u308btrajectory logs\u306e\u5206\u6790\u306b\u95a2\u3059\u308b\u7814\u7a76\u3001\u300cBy introducing AgenTracer, we provide the first automated framework capable of systematically generating annotated failure trajectories, as well as AgenTracer-8B, a lightweight yet effective failure tracer that leverages multi-granular RL to achieve prevailing diagnostic accuracy.\u300d\u3068\u306e\u3053\u3068\u3002AgenTracer-8B\u306fQWEN3-8B\u3092Post traignin\u3057\u305f\u30e2\u30c7\u30eb\u3067\u30b5\u30a4\u30ba\u306e\u5272\u306b\u3068\u3066\u3082\u9ad8\u6027\u80fd\u3068\u306e\u3053\u3068\u3002<\/li>\n\n\n\n<li>\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u30b5\u30a4\u30c8\u306f<a href=\"https:\/\/www.guibinz.top\/atracer\/\">Academic Project Page<\/a>\u3001\u30ea\u30dd\u30b8\u30c8\u30ea\u306f<a href=\"https:\/\/github.com\/bingreeky\/AgenTracer\">GitHub &#8211; bingreeky\/AgenTracer: AgenTracer: A Lightweight Failure Attributor for Agentic Systems<\/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":[],"class_list":["post-7410","post","type-post","status-publish","format-standard","hentry","category-arxiv"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7410","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=7410"}],"version-history":[{"count":1,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7410\/revisions"}],"predecessor-version":[{"id":7411,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7410\/revisions\/7411"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=7410"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=7410"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=7410"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}