{"id":7884,"date":"2025-12-10T06:19:00","date_gmt":"2025-12-09T21:19:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=7884"},"modified":"2025-12-06T17:28:52","modified_gmt":"2025-12-06T08:28:52","slug":"emorag-evaluating-rag-robustness-to-symbolic-perturbations","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=7884","title":{"rendered":"EmoRAG: Evaluating RAG Robustness to Symbolic Perturbations"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>EmoRAG: Evaluating RAG Robustness to Symbolic Perturbations\u00a0<\/strong>[58.0]<br>Retrieval-Augmented Generation (RAG)\u30b7\u30b9\u30c6\u30e0\u306f\u3001\u307e\u3059\u307e\u3059\u5805\u7262\u306aAI\u306e\u4e2d\u5fc3\u306b\u306a\u3063\u3066\u3044\u308b\u3002 \u4eca\u56de\u306e\u7814\u7a76\u3067\u306f\u3001\u5fae\u5999\u306a\u8c61\u5fb4\u7684\u306a\u6442\u52d5\u306b\u5bfe\u3059\u308b\u611f\u53d7\u6027\u3068\u3044\u3046\u3001\u6279\u5224\u7684\u3067\u898b\u843d\u3068\u3055\u308c\u304c\u3061\u306a\u8106\u5f31\u6027\u304c\u660e\u3089\u304b\u306b\u306a\u308a\u307e\u3057\u305f\u3002 \u4e00\u3064\u306e\u30a8\u30e2\u30c6\u30a3\u30b3\u30f3\u3092\u30af\u30a8\u30ea\u306b\u6ce8\u5165\u3059\u308b\u3053\u3068\u3067\u3001\u610f\u5473\u7684\u306b\u7121\u95a2\u4fc2\u306a\u30c6\u30ad\u30b9\u30c8\u3092100%\u691c\u7d22\u3067\u304d\u308b\u3053\u3068\u3092\u793a\u3059\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2512.01335v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2512.01335v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Mon, 01 Dec 2025 06:53:49 GMT)<\/li>\n\n\n\n<li>\u7d75\u6587\u5b57\u3001\u9854\u6587\u5b57\u306e\u3088\u3046\u306a\u30c7\u30fc\u30bf\u304cRAG\u306b\u5927\u304d\u306a\u5f71\u97ff\u3092\u4e0e\u3048\u308b\u3068\u306e\u6307\u6458\u3002\n<ul class=\"wp-block-list\">\n<li>\u00a0(I) Single- Emoticon Disaster: Even a single emoticon can catastrophically affect RAG systems, causing nearly 100% retrieval of semantically irrelevant content.<\/li>\n\n\n\n<li>(II) Widespread Effectiveness: Around 83% of tested emoticons can induce such nearly 100% retrieval failures as mentioned above.<\/li>\n\n\n\n<li>(III) Positional Sensitivity: Placing a single emoticon at the beginning of a query can cause severe perturbation, with F1-Scores exceeding 0.92 across all datasets.<\/li>\n\n\n\n<li>(IV) Parameter- Scale Vulnerability: Larger models are significantly more sensitive to emoticon-induced perturbations, with F1-Scores almost always reaching 1.00 under perturbation.<\/li>\n\n\n\n<li>(V) No Cross-Triggering: Specific emoticons only retrieve content containing the same emoticon, which may provide an attack vector for potential adversaries.\u00a0<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>\u30ea\u30dd\u30b8\u30c8\u30ea\u306f<a href=\"https:\/\/github.com\/EmoRAG-code\/EmoRAG\">GitHub &#8211; EmoRAG-code\/EmoRAG<\/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":[324],"class_list":["post-7884","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-rag"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7884","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=7884"}],"version-history":[{"count":1,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7884\/revisions"}],"predecessor-version":[{"id":7885,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7884\/revisions\/7885"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=7884"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=7884"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=7884"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}