{"id":6237,"date":"2025-02-17T06:23:00","date_gmt":"2025-02-16T21:23:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=6237"},"modified":"2025-02-17T06:23:00","modified_gmt":"2025-02-16T21:23:00","slug":"measuring-diversity-in-synthetic-datasets","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=6237","title":{"rendered":"Measuring Diversity in Synthetic Datasets\u00a0"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>Measuring Diversity in Synthetic Datasets\u00a0<\/strong>[59.5]<br>\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb(LLM)\u306f\u3001\u69d8\u3005\u306a\u81ea\u7136\u8a00\u8a9e\u51e6\u7406(NLP)\u30bf\u30b9\u30af\u306e\u305f\u3081\u306e\u5408\u6210\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u751f\u6210\u3059\u308b\u305f\u3081\u306b\u5e83\u304f\u63a1\u7528\u3055\u308c\u3066\u3044\u308b\u3002 \u3053\u308c\u3089\u306e\u5408\u6210\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u591a\u69d8\u6027\u3092\u6b63\u78ba\u306b\u6e2c\u5b9a\u3059\u308b &#8211; \u5805\u7262\u306a\u30e2\u30c7\u30eb\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u306b\u4e0d\u53ef\u6b20\u306a\u5074\u9762\u306f\u3001\u5927\u304d\u306a\u8ab2\u984c\u3067\u3042\u308b\u3002 \u5206\u985e\u306e\u89b3\u70b9\u304b\u3089,\u5408\u6210\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u591a\u69d8\u6027\u3092\u6e2c\u5b9a\u3059\u308b\u65b0\u3057\u3044\u624b\u6cd5\u3067\u3042\u308bDCScore\u3092\u7d39\u4ecb\u3059\u308b\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2502.08512v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2502.08512v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Wed, 12 Feb 2025 15:46:34 GMT)<\/li>\n\n\n\n<li>\u5408\u6210\u30c7\u30fc\u30bf\u306e\u591a\u69d8\u6027\u3092\u8a55\u4fa1\u3059\u308b\u624b\u6cd5\u306e\u63d0\u6848\u3001\u300cthe difference between samples can be measured through a n-classification task, where evaluating n sample datasets involves n n-classification tasks, with each sample corresponding to a distinct category.\u300d\u3068\u3044\u3046\u5206\u985e\u30e2\u30c7\u30eb\u3092\u7528\u3044\u308b\u30a2\u30d7\u30ed\u30fc\u30c1\u3002\u5408\u6210\u30c7\u30fc\u30bf\u6d3b\u7528\u304c\u5e83\u304c\u308a\u3001DeepSeek V3\/R1\u3067\u52a0\u901f\u3057\u305d\u3046\u306a\u4e2d\u3001\u7d50\u8ad6\u306b\u3042\u308b\u300cwe hope our work encourages future research to pay more attention to the diversity of synthetic datasets\u300d\u306f\u305d\u306e\u901a\u308a\u3060\u3068\u601d\u3046\u3002<\/li>\n\n\n\n<li>\u30ea\u30dd\u30b8\u30c8\u30ea\u306f<a href=\"https:\/\/github.com\/BlueWhaleLab\/DCScore\">GitHub &#8211; BlueWhaleLab\/DCScore<\/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":[390],"class_list":["post-6237","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-synthetic-data"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/6237","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=6237"}],"version-history":[{"count":0,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/6237\/revisions"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=6237"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=6237"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=6237"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}