{"id":7106,"date":"2025-07-15T06:00:00","date_gmt":"2025-07-14T21:00:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=7106"},"modified":"2025-07-12T21:04:45","modified_gmt":"2025-07-12T12:04:45","slug":"critiq-mining-data-quality-criteria-from-human-preferences","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=7106","title":{"rendered":"CritiQ: Mining Data Quality Criteria from Human Preferences"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>CritiQ: Mining Data Quality Criteria from Human Preferences&nbsp;<\/strong>[70.4]<br>\u4eba\u9593\u306e\u55dc\u597d\u304b\u3089\u30c7\u30fc\u30bf\u54c1\u8cea\u306e\u57fa\u6e96\u3092\u81ea\u52d5\u7684\u306b\u30de\u30a4\u30cb\u30f3\u30b0\u3059\u308b\u65b0\u3057\u3044\u30c7\u30fc\u30bf\u9078\u629e\u624b\u6cd5\u3067\u3042\u308bCritiQ\u3092\u7d39\u4ecb\u3059\u308b\u3002 CritiQ Flow\u306f\u30de\u30cd\u30fc\u30b8\u30e3\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3092\u4f7f\u7528\u3057\u3066\u54c1\u8cea\u57fa\u6e96\u3092\u9032\u5316\u3055\u305b\u3001\u30ef\u30fc\u30ab\u30fc\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306f\u30da\u30a2\u3067\u5224\u65ad\u3059\u308b\u3002 \u30b3\u30fc\u30c9,\u6570\u5b66,\u8ad6\u7406\u9818\u57df\u306b\u304a\u3044\u3066,\u672c\u624b\u6cd5\u306e\u6709\u52b9\u6027\u3092\u5b9f\u8a3c\u3059\u308b\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2502.19279v2\">\u8ad6\u6587<\/a>&nbsp;&nbsp;<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2502.19279v2\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>&nbsp; &nbsp;(Mon, 07 Jul 2025 09:58:59 GMT)<\/li>\n\n\n\n<li>\u300cWe introduce CritiQ 1, a novel data selection method that automatically mines criteria from human preferences for data quality with only \u223c30 human-annotated pairs and performs efficient data selection. The main component, CritiQ Flow, employs a manager agent to evolve quality criteria and worker agents to make pairwise judgments.\u300d\u3068\u975e\u5e38\u306b\u5c0f\u898f\u6a21\u306a\u30c7\u30fc\u30bf\u304b\u3089\u59cb\u3081\u308b\u30c7\u30fc\u30bf\u9078\u629e\uff08\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\u52b9\u7387\u5316\uff09\u624b\u6cd5\u306e\u63d0\u6848\u3002<\/li>\n\n\n\n<li>\u30ea\u30dd\u30b8\u30c8\u30ea\u306f<a href=\"https:\/\/github.com\/KYLN24\/CritiQ\">GitHub &#8211; KYLN24\/CritiQ: Repository of the paper &#8221;CritiQ: Mining Data Quality Criteria from Human Preferences&#8221;. Code for CritiQ Flow &amp; Training CritiQ Scorer.<\/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":[84],"class_list":["post-7106","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-critic"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7106","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=7106"}],"version-history":[{"count":2,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7106\/revisions"}],"predecessor-version":[{"id":7109,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7106\/revisions\/7109"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=7106"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=7106"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=7106"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}