{"id":6397,"date":"2025-03-11T05:11:00","date_gmt":"2025-03-10T20:11:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=6397"},"modified":"2025-03-11T05:11:00","modified_gmt":"2025-03-10T20:11:00","slug":"wikipedia-in-the-era-of-llms-evolution-and-risks","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=6397","title":{"rendered":"Wikipedia in the Era of LLMs: Evolution and Risks"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>Wikipedia in the Era of LLMs: Evolution and Risks\u00a0<\/strong>[2.7]<br>\u65e2\u5b58\u306e\u30c7\u30fc\u30bf\u3092\u901a\u3058\u3066\u30a6\u30a3\u30ad\u30da\u30c7\u30a3\u30a2\u306b\u304a\u3051\u308bLarge Language Models (LLM) \u306e\u5f71\u97ff\u3092\u5206\u6790\u3057\u3001\u30b7\u30df\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3\u3092\u7528\u3044\u3066\u6f5c\u5728\u7684\u306a\u30ea\u30b9\u30af\u3092\u63a2\u7d22\u3059\u308b\u3002 \u305d\u306e\u7d50\u679c,Wikipedia \u306e\u8a18\u4e8b\u306f LLM \u306e\u5f71\u97ff\u3092\u53d7\u3051\u3066\u304a\u308a,\u7279\u5b9a\u306e\u30ab\u30c6\u30b4\u30ea\u30fc\u306e\u7d041%-2% \u304c\u5f71\u97ff\u3057\u3066\u3044\u308b\u3053\u3068\u304c\u308f\u304b\u3063\u305f\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2503.02879v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2503.02879v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Tue, 04 Mar 2025 18:58:13 GMT)<\/li>\n\n\n\n<li>LLM\u304cwikipedia\u306b\u4e0e\u3048\u3066\u3044\u308b\u5f71\u97ff\u306e\u8abf\u67fb\u3001\u300cWhile the estimation results vary, the influence of LLMs on Wikipedia is likely to become more significant over time.In some categories, the impact has exceeded 2%.\u300d\u3068\u306e\u3053\u3068\u3002<\/li>\n\n\n\n<li>\u7ffb\u8a33\u3084RAG\u306e\u8a55\u4fa1\u7528\u30c7\u30fc\u30bf\u3068\u3057\u3066\u4f7f\u3046\u5834\u5408\u306b\u306f\u6c17\u3092\u4ed8\u3051\u308b\u5fc5\u8981\u304c\u3042\u308b\u3002\uff08\u8ad6\u6587\u4e2d\u3067\u306f\u300cIf the sentences in machine translation benchmarks are drawn from Wikipedia content shaped by LLMs, the scores of machine translation models are likely to be inflated, potentially reversing the outcomes of comparisons between different models.\u300d\u3001\u300cWikipedia content processed by LLMs could appear less effective for RAG compared to real Wikipedia content.\u300d\u3068\u6307\u6458\u3057\u3066\u3044\u308b\uff09<\/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":[216],"class_list":["post-6397","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-leakage"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/6397","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=6397"}],"version-history":[{"count":0,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/6397\/revisions"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=6397"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=6397"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=6397"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}