{"id":8176,"date":"2026-02-11T05:44:00","date_gmt":"2026-02-10T20:44:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=8176"},"modified":"2026-02-01T06:47:03","modified_gmt":"2026-01-31T21:47:03","slug":"the-llm-data-auditor-a-metric-oriented-survey-on-quality-and-trustworthiness-in-evaluating-synthetic-data","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=8176","title":{"rendered":"The LLM Data Auditor: A Metric-oriented Survey on Quality and Trustworthiness in Evaluating Synthetic Data\u00a0"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>The LLM Data Auditor: A Metric-oriented Survey on Quality and Trustworthiness in Evaluating Synthetic Data\u00a0<\/strong>[25.9]<br>\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb(LLM)\u306f\u3001\u69d8\u3005\u306a\u30e2\u30c0\u30ea\u30c6\u30a3\u306b\u307e\u305f\u304c\u308b\u30c7\u30fc\u30bf\u3092\u751f\u6210\u3059\u308b\u5f37\u529b\u306a\u30c4\u30fc\u30eb\u3068\u3057\u3066\u767b\u5834\u3057\u305f\u3002 \u672c\u7a3f\u3067\u306f,2\u6b21\u5143\u304b\u3089\u5408\u6210\u30c7\u30fc\u30bf\u3092\u8a55\u4fa1\u3059\u308b\u305f\u3081\u306e\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3092\u63d0\u6848\u3059\u308b\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2601.17717v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2601.17717v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Sun, 25 Jan 2026 06:40:25 GMT)<\/li>\n\n\n\n<li>\u5408\u6210\u30c7\u30fc\u30bf\u306b\u95a2\u3059\u308b\u30b5\u30fc\u30d9\u30a4\u3067\u3042\u308a\u3001\u300c\u00a0the LLM Data Auditor framework, as shown in Figure 1 and 2. This framework organizes various data types through a unified structure encompassing 5 core components: LLM-based data generation methods, quality metrics, trustworthy metrics, evaluation gaps, and data usage\u300d\u3068\u3044\u3046\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3092\u901a\u3057\u3066\u306e\u6574\u7406\u3002<\/li>\n\n\n\n<li>\u30ea\u30dd\u30b8\u30c8\u30ea\u306f<a href=\"https:\/\/anonymous.4open.science\/r\/Awesome-LLM-Data-Generation-6457\/README.md\">Anonymized Repository &#8211; Anonymous GitHub<\/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-8176","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\/8176","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=8176"}],"version-history":[{"count":1,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/8176\/revisions"}],"predecessor-version":[{"id":8177,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/8176\/revisions\/8177"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=8176"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=8176"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=8176"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}