{"id":3547,"date":"2023-07-11T05:51:00","date_gmt":"2023-07-10T20:51:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=3547"},"modified":"2023-07-11T05:51:00","modified_gmt":"2023-07-10T20:51:00","slug":"large-language-models-enable-few-shot-clustering","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=3547","title":{"rendered":"Large Language Models Enable Few-Shot Clustering"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>Large Language Models Enable Few-Shot Clustering\u00a0<\/strong>[88.1]<br>\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\u306f\u3001\u30af\u30a8\u30ea\u52b9\u7387\u304c\u826f\u304f\u3001\u6570\u767a\u306e\u534a\u6559\u5e2b\u4ed8\u304d\u30c6\u30ad\u30b9\u30c8\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u3092\u53ef\u80fd\u306b\u3059\u308b\u305f\u3081\u306b\u3001\u5c02\u9580\u5bb6\u306e\u30ac\u30a4\u30c0\u30f3\u30b9\u3092\u5897\u5e45\u3067\u304d\u308b\u3053\u3068\u3092\u793a\u3059\u3002 \u6700\u521d\u306e2\u3064\u306e\u30b9\u30c6\u30fc\u30b8\u306bLLM\u3092\u7d44\u307f\u8fbc\u3080\u3053\u3068\u3067\u3001\u30af\u30e9\u30b9\u30bf\u306e\u54c1\u8cea\u304c\u5927\u5e45\u306b\u5411\u4e0a\u3059\u308b\u3053\u3068\u304c\u308f\u304b\u3063\u305f\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2307.00524v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2307.00524v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Sun, 2 Jul 2023 09:17:11 GMT)<\/li>\n\n\n\n<li>\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\u3092\u7528\u3044\u305f\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u624b\u6cd5\u63d0\u6848\u3002\u300cGPT-3.5 is remarkably more effective than a true oracle pairwise constraint oracle at this price point; unless at least 2500 pairs labeled by a true oracle are provided, pairwise constraint KMeans fails to deliver any value for entity canonicalization.\u300d\u3068\u306e\u3053\u3068\u3067LLM\u306b\u652f\u63f4\u3055\u308c\u305f\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u306f\u975e\u5e38\u306b\u6709\u52b9\u3068\u3057\u3066\u3044\u308b\u3002<\/li>\n\n\n\n<li>\u30ea\u30dd\u30b8\u30c8\u30ea\u306f<a href=\"https:\/\/github.com\/viswavi\/few-shot-clustering\">GitHub &#8211; viswavi\/few-shot-clustering<\/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":[223,465],"class_list":["post-3547","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-llm","tag-465"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/3547","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=3547"}],"version-history":[{"count":0,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/3547\/revisions"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=3547"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=3547"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=3547"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}