{"id":7366,"date":"2025-09-05T05:46:00","date_gmt":"2025-09-04T20:46:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=7366"},"modified":"2025-09-01T13:50:34","modified_gmt":"2025-09-01T04:50:34","slug":"rethinking-testing-for-llm-applications-characteristics-challenges-and-a-lightweight-interaction-protocol","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=7366","title":{"rendered":"Rethinking Testing for LLM Applications: Characteristics, Challenges, and a Lightweight Interaction Protocol\u00a0"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>Rethinking Testing for LLM Applications: Characteristics, Challenges, and a Lightweight Interaction Protocol\u00a0<\/strong>[83.8]<br>\u5927\u8a00\u8a9e\u30e2\u30c7\u30eb(LLM)\u306f\u3001\u5358\u7d14\u306a\u30c6\u30ad\u30b9\u30c8\u30b8\u30a7\u30cd\u30ec\u30fc\u30bf\u304b\u3089\u3001\u691c\u7d22\u5f37\u5316\u3001\u30c4\u30fc\u30eb\u547c\u3073\u51fa\u3057\u3001\u30de\u30eb\u30c1\u30bf\u30fc\u30f3\u30a4\u30f3\u30bf\u30e9\u30af\u30b7\u30e7\u30f3\u3092\u7d71\u5408\u3059\u308b\u8907\u96d1\u306a\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u30b7\u30b9\u30c6\u30e0\u3078\u3068\u9032\u5316\u3057\u3066\u304d\u305f\u3002 \u305d\u306e\u56fa\u6709\u306e\u975e\u6c7a\u5b9a\u4e3b\u7fa9\u3001\u30c0\u30a4\u30ca\u30df\u30ba\u30e0\u3001\u6587\u8108\u4f9d\u5b58\u306f\u54c1\u8cea\u4fdd\u8a3c\u306b\u6839\u672c\u7684\u306a\u8ab2\u984c\u3092\u3082\u305f\u3089\u3059\u3002 \u672c\u7a3f\u3067\u306f,LLM\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u30923\u5c64\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u306b\u5206\u89e3\u3059\u308b:\u30b7\u30b9\u30c6\u30e0\u30b7\u30a7\u30eb\u5c64\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u30aa\u30fc\u30b1\u30b9\u30c8\u30ec\u30fc\u30b7\u30e7\u30f3\u5c64\u3001\u304a\u3088\u3073LLM\u63a8\u8ad6\u30b3\u30a2<br><a href=\"http:\/\/arxiv.org\/abs\/2508.20737v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2508.20737v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Thu, 28 Aug 2025 13:00:28 GMT)<\/li>\n\n\n\n<li>LLM\u3092\u7528\u3044\u305f\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u306b\u5bfe\u3059\u308b\u30c6\u30b9\u30c8\u306e\u30b5\u30fc\u30d9\u30a4<\/li>\n\n\n\n<li>conclusion\u306b\u300cA key insight is that LLM application testing is neither a mere extension of traditional software testing nor a straightforward application of AI-security techniques.\u300d\u3068\u3042\u308b\u901a\u308a\u3001LLM\u6d3b\u7528\u306e\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u306f\u52d5\u7684\u30fb\u78ba\u7387\u7684\u306a\u52d5\u4f5c\u306b\u306a\u3089\u3056\u308b\u3092\u5f97\u306a\u3044\u305f\u3081\u30c6\u30b9\u30c8\u624b\u6cd5\u306f\u304b\u306a\u308a\u5909\u308f\u308b\u3088\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":[387,486],"class_list":["post-7366","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-survey","tag-486"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7366","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=7366"}],"version-history":[{"count":1,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7366\/revisions"}],"predecessor-version":[{"id":7367,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7366\/revisions\/7367"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=7366"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=7366"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=7366"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}