{"id":5957,"date":"2024-12-23T04:09:00","date_gmt":"2024-12-22T19:09:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=5957"},"modified":"2024-12-23T04:09:00","modified_gmt":"2024-12-22T19:09:00","slug":"language-models-as-continuous-self-evolving-data-engineers","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=5957","title":{"rendered":"Language Models as Continuous Self-Evolving Data Engineers"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>Language Models as Continuous Self-Evolving Data Engineers&nbsp;<\/strong>[31.9]<br>\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb(LLM)\u306f\u3001\u69d8\u3005\u306a\u30bf\u30b9\u30af\u306b\u304a\u3044\u3066\u9855\u8457\u306a\u80fd\u529b\u3092\u793a\u3057\u3066\u3044\u308b\u3002 \u672c\u7a3f\u3067\u306f, LLM \u304c\u30c7\u30fc\u30bf\u306e\u81ea\u52d5\u751f\u6210, \u30af\u30ea\u30fc\u30cb\u30f3\u30b0, \u30ec\u30d3\u30e5\u30fc, \u6ce8\u91c8\u4ed8\u3051\u306b\u3088\u308a, \u81ea\u5df1\u5b66\u7fd2\u3092\u53ef\u80fd\u306b\u3059\u308b\u65b0\u3057\u3044\u30d1\u30e9\u30c0\u30a4\u30e0\u3092\u63d0\u6848\u3059\u308b\u3002 \u6211\u3005\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u306f\u3001LLM\u304c\u7d99\u7d9a\u7684\u81ea\u5df1\u9032\u5316\u578b\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u3068\u3057\u3066\u6a5f\u80fd\u3059\u308b\u3053\u3068\u3092\u793a\u3057\u3001\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u5f8c\u306e\u30c7\u30fc\u30bf\u69cb\u7bc9\u30d7\u30ed\u30bb\u30b9\u306e\u6642\u9593\u3068\u30b3\u30b9\u30c8\u3092\u5927\u5e45\u306b\u524a\u6e1b\u3059\u308b\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2412.15151v1\">\u8ad6\u6587<\/a>&nbsp;&nbsp;<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2412.15151v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>&nbsp; &nbsp;(Thu, 19 Dec 2024 18:28:41 GMT)<\/li>\n\n\n\n<li>LLM\u304c\u30c7\u30fc\u30bf\u306e\u751f\u6210\u3001\u81ea\u5df1\u5b66\u7fd2\u3092\u884c\u3063\u3066\u3044\u304f<strong>Lan<\/strong>guage Models as <strong>C<\/strong>ontinuous Self-<strong>E<\/strong>volving Data Engineers (LANCE)\u306e\u63d0\u6848\u3002\u300cThis training paradigm with autonomous data construction not only reduces the reliance on human experts or external models but also ensures that the data aligns with human values and preferences, paving the way for the development of future superintelligent systems that can exceed human capabilities.\u300d\u3068\u5f37\u3044\u4e3b\u5f35\u304c\u3055\u308c\u3066\u3044\u308b\u3002<\/li>\n\n\n\n<li>\u8fd1\u3057\u3044\u7814\u7a76\u306f\u904e\u53bb\u306b\u3082\u3042\u308b\u306e\u3067\u3053\u306e\u65b9\u91dd\u304c\u6709\u52b9\u3067\u3042\u308b\u306e\u306f\u305d\u3046\u3067\u3042\u308d\u3046\u3068\u601d\u3046\u304c\u3001\u9650\u754c\u306f\u3042\u308b\u306f\u305a\u3067superintelligent system\u306b\u3064\u306a\u304c\u308b\u304b\u3068\u3044\u3046\u3068\u304b\u306a\u308a\u7591\u554f\u3067\u306f\u3042\u308b\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":[356],"class_list":["post-5957","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-self-x"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/5957","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=5957"}],"version-history":[{"count":0,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/5957\/revisions"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=5957"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=5957"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=5957"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}