{"id":5888,"date":"2024-12-17T04:34:00","date_gmt":"2024-12-16T19:34:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=5888"},"modified":"2024-12-17T04:34:00","modified_gmt":"2024-12-16T19:34:00","slug":"surveying-the-effects-of-quality-diversity-and-complexity-in-synthetic-data-from-large-language-models","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=5888","title":{"rendered":"Surveying the Effects of Quality, Diversity, and Complexity in Synthetic Data From Large Language Models\u00a0"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>Surveying the Effects of Quality, Diversity, and Complexity in Synthetic Data From Large Language Models\u00a0<\/strong>[12.9]<br>\u30c7\u30fc\u30bf\u54c1\u8cea,\u591a\u69d8\u6027,\u8907\u96d1\u6027\u306e\u89b3\u70b9\u304b\u3089,\u5404\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u304c\u751f\u6210\u3057\u305f\u5408\u6210\u30c7\u30fc\u30bf\u306e\u69cb\u6210\u306b\u3088\u308b\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306e\u8a55\u4fa1\u3092\u884c\u3063\u305f\u3002 \u5408\u6210\u30c7\u30fc\u30bf\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u306b\u304a\u3051\u308b\u5404\u7a2e\u6210\u5206\u304c\u5404\u30c7\u30fc\u30bf\u7279\u6027\u306b\u4e0e\u3048\u308b\u5f71\u97ff\u306b\u3064\u3044\u3066\u691c\u8a0e\u3059\u308b\u3002 \u3053\u308c\u3089\u306e\u30c8\u30ec\u30fc\u30c9\u30aa\u30d5\u306e\u30d0\u30e9\u30f3\u30b9\u306f\u3001\u5c06\u6765\u306e\u81ea\u5df1\u6539\u5584\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306e\u958b\u767a\u306b\u4e0d\u53ef\u6b20\u3067\u3042\u308b\u3001\u3068\u6211\u3005\u306f\u4e3b\u5f35\u3059\u308b\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2412.02980v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2412.02980v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Wed, 04 Dec 2024 02:47:45 GMT)<\/li>\n\n\n\n<li>\u5408\u6210\u30c7\u30fc\u30bf\u306b\u95a2\u3059\u308bQuality\u3001Diversity\u3001Complexity\u304b\u3089\u306e\u30b5\u30fc\u30d9\u30a4\u3002\u300cOverall, we found that domain specific, attribute measures utilizing LLMs-as-a-judge provide the best measures in complex tasks and domains in terms of correlation with downstream metrics.\u300d\u3068\u3044\u3046\u8a18\u8f09\u304c\u8208\u5473\u6df1\u3044\u3068\u3053\u308d\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":[387,390],"class_list":["post-5888","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-survey","tag-synthetic-data"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/5888","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=5888"}],"version-history":[{"count":0,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/5888\/revisions"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=5888"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=5888"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=5888"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}