{"id":5049,"date":"2024-07-04T06:00:00","date_gmt":"2024-07-03T21:00:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=5049"},"modified":"2024-07-04T06:00:00","modified_gmt":"2024-07-03T21:00:00","slug":"you-gotta-be-a-doctor-lin-an-investigation-of-name-based-bias-of-large-language-models-in-employment-recommendations","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=5049","title":{"rendered":"&#8220;You Gotta be a Doctor, Lin&#8221;: An Investigation of Name-Based Bias of Large Language Models in Employment Recommendations"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>&#8220;You Gotta be a Doctor, Lin&#8221;: An Investigation of Name-Based Bias of Large Language Models in Employment Recommendations\u00a0<\/strong>[29.2]<br>\u6211\u3005\u306fGPT-3.5-Turbo\u3068Llama 3-70B-Instruct\u3092\u5229\u7528\u3057\u3066\u3001\u4eba\u7a2e\u3084\u6027\u5225\u3092\u5f37\u304f\u793a\u3059320\u306e\u30d5\u30a1\u30fc\u30b9\u30c8\u30cd\u30fc\u30e0\u3092\u6301\u3064\u5019\u88dc\u8005\u306e\u96c7\u7528\u6c7a\u5b9a\u3068\u7d66\u4e0e\u52e7\u544a\u3092\u30b7\u30df\u30e5\u30ec\u30fc\u30c8\u3059\u308b\u3002 \u4ee5\u4e0a\u306e\u7d50\u679c\u304b\u3089,40\u306e\u8077\u7a2e\u306b\u307e\u305f\u304c\u308b\u4ed6\u306e\u4eba\u53e3\u96c6\u56e3\u3088\u308a\u3082,\u767d\u4eba\u5973\u6027\u306e\u540d\u524d\u3092\u6301\u3064\u5019\u88dc\u8005\u3092\u96c7\u7528\u3059\u308b\u50be\u5411\u304c\u793a\u5506\u3055\u308c\u305f\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2406.12232v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2406.12232v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Tue, 18 Jun 2024 03:11:43 GMT)<\/li>\n\n\n\n<li>LLM\u306b\u304a\u3051\u308b\u504f\u898b\u3092\u8abf\u3079\u308b\u305f\u3081\u540d\u524d\u3068\u96c7\u7528\u306e\u95a2\u4fc2\u3092\u8abf\u67fb\u3001\u300cOur empirical results indicate a preference among these models for hiring candidates with White female-sounding names over other demographic groups across 40 occupations.\u300d\u3068\u3044\u3046\u306e\u306f\u610f\u5916\u306a\u7d50\u679c\u3002<\/li>\n\n\n\n<li>\u65e5\u672c\u8a9e\u3067\u5b9f\u884c\u3057\u305f\u5834\u5408\u3069\u306e\u3088\u3046\u306b\u306a\u308b\u304b\u8208\u5473\u304c\u3042\u308b\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":[223,622],"class_list":["post-5049","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\/5049","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=5049"}],"version-history":[{"count":0,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/5049\/revisions"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=5049"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=5049"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=5049"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}