{"id":3071,"date":"2023-03-21T06:54:00","date_gmt":"2023-03-20T21:54:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=3071"},"modified":"2023-03-21T06:54:00","modified_gmt":"2023-03-20T21:54:00","slug":"large-language-models-in-the-workplace-a-case-study-on-prompt-engineering-for-job-type-classification","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=3071","title":{"rendered":"Large Language Models in the Workplace: A Case Study on Prompt Engineering for Job Type Classification"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>Large Language Models in the Workplace: A Case Study on Prompt Engineering for Job Type Classification\u00a0<\/strong>[58.7]<br>\u672c\u7814\u7a76\u3067\u306f,\u5b9f\u74b0\u5883\u306b\u304a\u3051\u308b\u8077\u7a2e\u5206\u985e\u306e\u8ab2\u984c\u306b\u3064\u3044\u3066\u691c\u8a0e\u3059\u308b\u3002 \u76ee\u6a19\u306f\u3001\u82f1\u8a9e\u306e\u6c42\u8077\u304c\u5352\u696d\u751f\u3084\u30a8\u30f3\u30c8\u30ea\u30fc\u30ec\u30d9\u30eb\u306e\u5730\u4f4d\u306b\u9069\u5207\u304b\u3069\u3046\u304b\u3092\u5224\u65ad\u3059\u308b\u3053\u3068\u3067\u3042\u308b\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2303.07142v2\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2303.07142v2\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Tue, 14 Mar 2023 17:01:59 GMT)<\/li>\n\n\n\n<li>\u300cGraduate Job Classi\ufb01cation\uff08\u6c42\u8077\u304c\u5927\u5b66\u30fb\u5165\u5b66\u30ec\u30d9\u30eb\u306e\u8077\u4f4d\u306b\u9069\u5207\u304b\u3069\u3046\u304b\u3092\u5224\u65ad\u3059\u308b\u554f\u984c\uff09\u300d\u3092\u4f8b\u306bPLM\u3092\u7528\u3044\u305f\u5206\u985e\u30e2\u30c7\u30eb\u3068LLM\uff0bPrompt\u306e\u5206\u985e\u30e2\u30c7\u30eb\u69cb\u7bc9\u3092\u6bd4\u8f03\u3057\u305f\u8ad6\u6587\u3002LLM\u306ftext-davinci-002\u3001text-davinci-003\u3001gpt-3.5-turbo-0301\u3092\u5bfe\u8c61\u306bPrompt\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u3092\u5b9f\u65bd\u300110000\u4ef6\u306e\u30c7\u30fc\u30bf\u30927000\u4ef6\u306e\u5b66\u7fd2\u30c7\u30fc\u30bf\u30683000\u4ef6\u306e\u30c6\u30b9\u30c8\u30c7\u30fc\u30bf\u306b\u5206\u3051\u3066\u691c\u8a3c\u3057\u3066\u3044\u308b\u3002\u7d50\u679c\u3001GPT-3.5\u306f\u512a\u308c\u305f\u6027\u80fd\u3092\u767a\u63ee\u3057\u3066\u3044\u308b\uff08\u30e1\u30c8\u30ea\u30af\u30b9\u306b\u3088\u3063\u3066\u306fDeBERTa-V3\u306e\u8ca0\u3051\u3066\u3044\u308b\u304c\u2026\uff09<\/li>\n\n\n\n<li>\u8272\u3005\u691c\u8a3c\u3057\u3066\u3044\u308b\u3068GPT-3.5\u304b\u3089\u304b\u306a\u308a\u5f37\u529b\u306b\u306a\u3063\u3066\u3044\u308b\u5370\u8c61\u3067\u3053\u306e\u8ad6\u6587\u306e\u7d50\u679c\u306b\u3082\u7d0d\u5f97\u611f\u304c\u3042\u308b\u3002GPT-4\u3092\u4f7f\u3046\u3068\u3069\u3046\u306a\u308b\u304b\u975e\u5e38\u306b\u697d\u3057\u307f\u3002<\/li>\n\n\n\n<li>\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u6539\u5584\u3057\u3066\u3044\u304f\u904e\u7a0b\u3082\u975e\u5e38\u306b\u53c2\u8003\u306b\u306a\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":[63,174,313],"class_list":["post-3071","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-chatgpt","tag-gpt-3","tag-prompt"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/3071","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=3071"}],"version-history":[{"count":0,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/3071\/revisions"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=3071"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=3071"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=3071"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}