{"id":6275,"date":"2025-03-03T05:04:00","date_gmt":"2025-03-02T20:04:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=6275"},"modified":"2025-03-03T05:04:00","modified_gmt":"2025-03-02T20:04:00","slug":"from-selection-to-generation-a-survey-of-llm-based-active-learning","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=6275","title":{"rendered":"From Selection to Generation: A Survey of LLM-based Active Learning"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>From Selection to Generation: A Survey of LLM-based Active Learning\u00a0<\/strong>[153.8]<br>\u5927\u304d\u306a\u8a00\u8a9e\u30e2\u30c7\u30eb(LLM)\u306f\u3001\u5168\u304f\u65b0\u3057\u3044\u30c7\u30fc\u30bf\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u3092\u751f\u6210\u3057\u3001\u3088\u308a\u30b3\u30b9\u30c8\u52b9\u7387\u306e\u826f\u3044\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\u3092\u63d0\u4f9b\u3059\u308b\u305f\u3081\u306b\u4f7f\u308f\u308c\u3066\u3044\u307e\u3059\u3002 \u672c\u8abf\u67fb\u306f,LLM\u306b\u57fa\u3065\u304fAL\u624b\u6cd5\u306e\u76f4\u611f\u7684\u306a\u7406\u89e3\u3092\u76ee\u6307\u3057\u3066,\u7814\u7a76\u8005\u3084\u5b9f\u8df5\u8005\u306e\u6700\u65b0\u306e\u30ea\u30bd\u30fc\u30b9\u3068\u3057\u3066\u6a5f\u80fd\u3059\u308b\u3053\u3068\u3092\u76ee\u7684\u3068\u3057\u3066\u3044\u308b\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2502.11767v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2502.11767v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Mon, 17 Feb 2025 12:58:17 GMT)<\/li>\n\n\n\n<li>LLM\u6642\u4ee3\u306e\u30a2\u30af\u30c6\u30a3\u30d6\u30e9\u30fc\u30cb\u30f3\u30b0\u3002\u300cIn this survey, we present an intuitive taxonomy of LLM-based Active Learning, detailing how LLMs can act as sample selectors, data generators, and annotators within the AL loop.\u300d\u3068\u3044\u3046\u6574\u7406\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":[9,223,387],"class_list":["post-6275","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-active-learning","tag-llm","tag-survey"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/6275","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=6275"}],"version-history":[{"count":0,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/6275\/revisions"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=6275"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=6275"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=6275"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}