{"id":3723,"date":"2023-08-28T06:33:00","date_gmt":"2023-08-27T21:33:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=3723"},"modified":"2023-08-28T06:33:00","modified_gmt":"2023-08-27T21:33:00","slug":"llmrec-benchmarking-large-language-models-on-recommendation-task","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=3723","title":{"rendered":"LLMRec: Benchmarking Large Language Models on Recommendation Task"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>LLMRec: Benchmarking Large Language Models on Recommendation Task\u00a0<\/strong>[54.5]<br>\u63a8\u5968\u9818\u57df\u306b\u304a\u3051\u308bLarge Language Models (LLMs) \u306e\u9069\u7528\u306b\u3064\u3044\u3066, \u5341\u5206\u306b\u691c\u8a0e\u3055\u308c\u3066\u3044\u306a\u3044\u3002 \u6211\u3005\u306f\u3001\u8a55\u4fa1\u4e88\u6e2c\u3001\u30b7\u30fc\u30b1\u30f3\u30b7\u30e3\u30eb\u30ec\u30b3\u30e1\u30f3\u30c7\u30fc\u30b7\u30e7\u30f3\u3001\u76f4\u63a5\u30ec\u30b3\u30e1\u30f3\u30c7\u30fc\u30b7\u30e7\u30f3\u3001\u8aac\u660e\u751f\u6210\u3001\u30ec\u30d3\u30e5\u30fc\u8981\u7d04\u3092\u542b\u30805\u3064\u306e\u30ec\u30b3\u30e1\u30f3\u30c7\u30fc\u30b7\u30e7\u30f3\u30bf\u30b9\u30af\u306b\u304a\u3044\u3066\u3001\u5e02\u8ca9\u306eLLM\u3092\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u3059\u308b\u3002 \u30d9\u30f3\u30c1\u30de\u30fc\u30af\u306e\u7d50\u679c,LLM\u306f\u9010\u6b21\u7684\u30fb\u76f4\u63a5\u7684\u63a8\u85a6\u3068\u3044\u3063\u305f\u7cbe\u5ea6\u306b\u57fa\u3065\u304f\u30bf\u30b9\u30af\u306b\u304a\u3044\u3066\u9069\u5ea6\u306a\u719f\u7df4\u5ea6\u3057\u304b\u793a\u3055\u306a\u3044\u3053\u3068\u304c\u308f\u304b\u3063\u305f\u3002\u00a0<br><a href=\"http:\/\/arxiv.org\/abs\/2308.12241v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2308.12241v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Wed, 23 Aug 2023 16:32:54 GMT)<\/li>\n\n\n\n<li>LLM\u3092\u7528\u3044\u305f\u63a8\u85a6\u30b7\u30b9\u30c6\u30e0\u7528\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u306e\u63d0\u6848\u3002\u300cThe benchmark results demonstrate that existing LLMs perform well in rating prediction tasks but show poor performance in sequential and direct recommendation tasks.\u300d\u3068\u306e\u3053\u3068\u3067\u3044\u308f\u3086\u308b\u666e\u901a\u306e\u30ec\u30b3\u30e1\u30f3\u30c7\u30fc\u30b7\u30e7\u30f3\u30bf\u30b9\u30af\u306b\u3064\u3044\u3066\u306f\u53b3\u3057\u3081\u306e\u7d50\u679c\u3002<\/li>\n\n\n\n<li>\u30ea\u30dd\u30b8\u30c8\u30ea\u306f<a href=\"https:\/\/github.com\/williamliujl\/llmrec\">https:\/\/github.com\/williamliujl\/llmrec<\/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":[223,327],"class_list":["post-3723","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-llm","tag-recommendation"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/3723","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=3723"}],"version-history":[{"count":0,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/3723\/revisions"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=3723"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=3723"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=3723"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}