{"id":4865,"date":"2024-05-13T02:26:00","date_gmt":"2024-05-12T17:26:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=4865"},"modified":"2024-05-13T02:26:00","modified_gmt":"2024-05-12T17:26:00","slug":"understanding-the-capabilities-and-limitations-of-large-language-models-for-cultural-commonsense","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=4865","title":{"rendered":"Understanding the Capabilities and Limitations of Large Language Models for Cultural Commonsense\u00a0"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>Understanding the Capabilities and Limitations of Large Language Models for Cultural Commonsense\u00a0<\/strong>[98.1]<br>\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb(LLM)\u306f\u3001\u304b\u306a\u308a\u306e\u5e38\u8b58\u7684\u7406\u89e3\u3092\u793a\u3057\u3066\u3044\u308b\u3002 \u672c\u7a3f\u3067\u306f,\u6587\u5316\u7684\u30b3\u30e2\u30f3\u30bb\u30f3\u30b9\u30bf\u30b9\u30af\u306e\u6587\u8108\u306b\u304a\u3051\u308b\u3044\u304f\u3064\u304b\u306e\u6700\u5148\u7aefLLM\u306e\u80fd\u529b\u3068\u9650\u754c\u306b\u3064\u3044\u3066\u691c\u8a0e\u3059\u308b\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2405.04655v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2405.04655v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Tue, 07 May 2024 20:28:34 GMT)<\/li>\n\n\n\n<li>\u56fd\uff08\u672c\u4ef6\u691c\u8a3c\u5bfe\u8c61\u306f\u4e2d\u56fd\u3001\u30a4\u30f3\u30c9\u3001\u30a4\u30e9\u30f3\u3001\u30b1\u30cb\u30a2\u3001\u7c73\u56fd\uff09\u306b\u3088\u3063\u3066\u9055\u3046\u5e38\u8b58\u304cLLM\u3067\u3069\u3046\u5bfe\u5fdc\u3055\u308c\u3066\u3044\u308b\u304b\u8abf\u67fb\u3057\u305f\u8ad6\u6587\u3002\u300cOur findings indicate that LLMs tend to associate general commonsense with cultures that are well-represented in the training data, and that LLMs have uneven performance on cultural commonsense, where they underperform for lessrepresented cultures.\u300d\u306b\u9055\u548c\u611f\u306f\u306a\u3044\u3002\u4f7f\u7528\u8a00\u8a9e\u3067\u307b\u307c\u6c7a\u307e\u308b\u304b\u3068\u304a\u3082\u3063\u305f\u3089\u5f71\u97ff\u306f\u3042\u308b\u304c\u6c7a\u5b9a\u7684\u3067\u306f\u306a\u3044\u306e\u304c\u82e5\u5e72\u610f\u5916\u3002<\/li>\n\n\n\n<li>\u30ea\u30dd\u30b8\u30c8\u30ea\u306f<a href=\"https:\/\/github.com\/ MichiganNLP\/LLM_cultural_commonsense\">https:\/\/github.com\/ MichiganNLP\/LLM_cultural_commonsense<\/a>\u3068\u306e\u3053\u3068\u3060\u304c\u3001\u73fe\u6642\u70b9\u3067\u306f\uff14\uff10\uff14<\/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":[223,622],"class_list":["post-4865","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-llm","tag-622"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/4865","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=4865"}],"version-history":[{"count":0,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/4865\/revisions"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=4865"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=4865"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=4865"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}