{"id":3989,"date":"2023-11-03T05:07:00","date_gmt":"2023-11-02T20:07:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=3989"},"modified":"2023-11-03T05:07:00","modified_gmt":"2023-11-02T20:07:00","slug":"towards-possibilities-impossibilities-of-ai-generated-text-detection-a-survey","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=3989","title":{"rendered":"Towards Possibilities &amp; Impossibilities of AI-generated Text Detection: A Survey"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>Towards Possibilities &amp; Impossibilities of AI-generated Text Detection: A Survey\u00a0<\/strong>[97.3]<br>\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb(LLM)\u306f\u3001\u81ea\u7136\u8a00\u8a9e\u51e6\u7406(NLP)\u306e\u9818\u57df\u306b\u9769\u547d\u3092\u3082\u305f\u3089\u3057\u3001\u4eba\u9593\u306e\u3088\u3046\u306a\u30c6\u30ad\u30b9\u30c8\u5fdc\u7b54\u3092\u751f\u6210\u3059\u308b\u80fd\u529b\u3092\u6301\u3064\u3002 \u3053\u308c\u3089\u306e\u9032\u6b69\u306b\u3082\u304b\u304b\u308f\u3089\u305a\u3001\u65e2\u5b58\u306e\u6587\u732e\u306e\u3044\u304f\u3064\u304b\u306f\u3001LLM\u306e\u6f5c\u5728\u7684\u306a\u8aa4\u7528\u306b\u3064\u3044\u3066\u6df1\u523b\u306a\u61f8\u5ff5\u3092\u63d0\u8d77\u3057\u3066\u3044\u308b\u3002 \u3053\u308c\u3089\u306e\u61f8\u5ff5\u306b\u5bfe\u51e6\u3059\u308b\u305f\u3081\u306b\u3001\u7814\u7a76\u30b3\u30df\u30e5\u30cb\u30c6\u30a3\u306e\u30b3\u30f3\u30bb\u30f3\u30b5\u30b9\u306f\u3001AI\u751f\u6210\u30c6\u30ad\u30b9\u30c8\u3092\u691c\u51fa\u3059\u308b\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3092\u958b\u767a\u3059\u308b\u3053\u3068\u3067\u3042\u308b\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2310.15264v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2310.15264v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Mon, 23 Oct 2023 18:11:32 GMT)<\/li>\n\n\n\n<li>AI\u304c\u4f5c\u3063\u305f\u30c6\u30ad\u30b9\u30c8\u3092\u691c\u51fa\u3067\u304d\u308b\u304b\u5426\u304b\u306b\u95a2\u3059\u308b\u30b5\u30fc\u30d9\u30a4\u3002Detection\u3068Attack\u306e2\u65b9\u5411\u304b\u3089\u7db2\u7f85\u7684\u306b\u8abf\u67fb\u3057\u3066\u3044\u308b\u306e\u3067\u7814\u7a76\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u304c\u5206\u304b\u308a\u3084\u3059\u3044\u4e00\u65b9\u3067\u8457\u8005\u304c\u4e3b\u5f35\u3059\u308b\u30b9\u30b3\u30a2\u3092\u4e26\u3079\u308b\u3088\u3046\u306a\u8abf\u67fb\u306b\u306f\u306a\u3063\u3066\u3044\u306a\u3044\u3002<\/li>\n\n\n\n<li>\u300cSpecifically, Liang et al (2023) observe perplexitybased detectors having a high misclassification rate for non-native authored TOEFL essays despite being nearly perfectly accurate for college essays authored by native speakers.\u300d\u306e\u3088\u3046\u306a\u8a71\u306f\u3068\u3066\u3082\u91cd\u8981\u3002fugumt.com\u3067\u5168\u6587\u8a33\u63d0\u4f9b\u3092\u3084\u3081\u305f\u7406\u7531\u306e\u4e00\u3064\u304c\u67d0\u527d\u7a83\u30c1\u30a7\u30c3\u30ab\u30fc\u306e\u8aa4\u5224\u5b9a\u306b\u95a2\u3059\u308b\u554f\u3044\u5408\u308f\u305b\u304c\u591a\u304f\u6765\u305f\u3053\u3068\u3067\u3042\u308a\u3001\u3053\u306e\u624b\u306e\u30c4\u30fc\u30eb\u3092\u793e\u4f1a\u5b9f\u88c5\u3059\u308b\u5834\u5408\u306f\u305d\u306e\u8cac\u4efb\u3092\u81ea\u899a\u3057\u3066\u307b\u3057\u3044\u3068\u601d\u3046\u3002\u6700\u7d42\u5224\u65ad\u306f\u30e6\u30fc\u30b6\u306b\u4efb\u305b\u3066\u3044\u308b\u3068\u3044\u3046\u5185\u5bb9\u306e\uff08\u305f\u3044\u3057\u3066\u8aad\u307e\u308c\u306a\u3044\uff09EULA\u3067\u9003\u3052\u306a\u3044\u3067\u307b\u3057\u3044\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":[19,223,387],"class_list":["post-3989","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-ai-generated-text-detection","tag-llm","tag-survey"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/3989","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=3989"}],"version-history":[{"count":0,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/3989\/revisions"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=3989"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=3989"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=3989"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}