{"id":7648,"date":"2025-10-20T04:32:00","date_gmt":"2025-10-19T19:32:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=7648"},"modified":"2025-10-18T16:35:26","modified_gmt":"2025-10-18T07:35:26","slug":"evaluating-robustness-of-large-language-models-against-multilingual-typographical-errors","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=7648","title":{"rendered":"Evaluating Robustness of Large Language Models Against Multilingual Typographical Errors"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>Evaluating Robustness of Large Language Models Against Multilingual Typographical Errors\u00a0<\/strong>[45.4]<br>\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb(LLM)\u306f\u3001\u30e6\u30fc\u30b6\u5165\u529b\u3092\u6301\u3064\u30de\u30eb\u30c1\u30ea\u30f3\u30ac\u30eb\u306a\u5b9f\u4e16\u754c\u306e\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u307e\u3059\u307e\u3059\u591a\u304f\u30c7\u30d7\u30ed\u30a4\u3055\u308c\u3066\u3044\u308b\u3002 \u307b\u3068\u3093\u3069\u306e\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u306f\u30af\u30ea\u30fc\u30f3\u306a\u5165\u529b\u3092\u524d\u63d0\u3068\u3057\u3066\u304a\u308a\u3001LLM\u306e\u5805\u7262\u6027\u306f\u3001\u307b\u3068\u3093\u3069\u63a2\u7d22\u3055\u308c\u3066\u3044\u306a\u3044\u30bf\u30a4\u30d7\u30df\u30b9\u306b\u59d4\u306d\u3089\u308c\u3066\u3044\u308b\u3002 MulTypo\u306f,\u8a00\u8a9e\u56fa\u6709\u306e\u30ad\u30fc\u30dc\u30fc\u30c9\u30ec\u30a4\u30a2\u30a6\u30c8\u3068\u30bf\u30a4\u30d4\u30f3\u30b0\u884c\u52d5\u306b\u57fa\u3065\u3044\u3066,\u30d2\u30e5\u30fc\u30de\u30f3\u30e9\u30a4\u30af\u306a\u30a8\u30e9\u30fc\u3092\u30b7\u30df\u30e5\u30ec\u30fc\u30c8\u3059\u308b\u591a\u8a00\u8a9e\u578b\u30bf\u30a4\u30dd\u751f\u6210\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3067\u3042\u308b\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2510.09536v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2510.09536v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Fri, 10 Oct 2025 16:49:12 GMT)<\/li>\n\n\n\n<li>\u30bf\u30a4\u30d7\u30df\u30b9\u304cLLM\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u306b\u3069\u306e\u304f\u3089\u3044\u5f71\u97ff\u3092\u4e0e\u3048\u308b\u304b\u306e\u8a55\u4fa1\u3001\u300cOur results show that typos consistently degrade performance, particularly in generative tasks and those requiring reasoning \u2013 while the natural language inference task is comparatively more robust.\u300d\u3068\u306e\u3053\u3068\u3002\u65e5\u672c\u8a9e\u3067\u306e\u5f71\u97ff\u304c\u6c17\u306b\u306a\u308b\u3002<\/li>\n\n\n\n<li>\u30ea\u30dd\u30b8\u30c8\u30ea\u306f<a href=\"https:\/\/github.com\/mainlp\/Multypo-Eval\">GitHub &#8211; mainlp\/Multypo-Eval<\/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":[707,517],"class_list":["post-7648","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-typo","tag-517"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7648","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=7648"}],"version-history":[{"count":1,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7648\/revisions"}],"predecessor-version":[{"id":7649,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7648\/revisions\/7649"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=7648"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=7648"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=7648"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}