{"id":4048,"date":"2023-11-13T04:42:00","date_gmt":"2023-11-12T19:42:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=4048"},"modified":"2023-11-13T04:42:00","modified_gmt":"2023-11-12T19:42:00","slug":"dont-make-your-llm-an-evaluation-benchmark-cheater","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=4048","title":{"rendered":"Don&#8217;t Make Your LLM an Evaluation Benchmark Cheater"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>Don&#8217;t Make Your LLM an Evaluation Benchmark Cheater\u00a0<\/strong>[142.2]<br>\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb(LLM)\u306f\u4eba\u5de5\u77e5\u80fd\u306e\u30d5\u30ed\u30f3\u30c6\u30a3\u30a2\u3092\u5927\u5e45\u306b\u9032\u6b69\u3055\u305b\u3001\u30e2\u30c7\u30eb\u30ad\u30e3\u30d1\u30b7\u30c6\u30a3\u3092\u8457\u3057\u304f\u5411\u4e0a\u3055\u305b\u305f\u3002 \u30e2\u30c7\u30eb\u6027\u80fd\u3092\u8a55\u4fa1\u3059\u308b\u305f\u3081\u306b, LLM\u306e\u80fd\u529b\u30ec\u30d9\u30eb\u3092\u6e2c\u5b9a\u3059\u308b\u305f\u3081\u306e\u8a55\u4fa1\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u3092\u69cb\u7bc9\u3059\u308b\u306e\u304c\u5178\u578b\u7684\u306a\u65b9\u6cd5\u3067\u3042\u308b\u3002 \u8a55\u4fa1\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u3092\u7528\u3044\u3066\u4e0d\u9069\u5207\u306a\u30ea\u30b9\u30af\u3068\u5f71\u97ff\u306b\u3064\u3044\u3066\u691c\u8a0e\u3057,\u8a55\u4fa1\u7d50\u679c\u3092\u8aa4\u3063\u3066\u89e3\u91c8\u3059\u308b\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2311.01964v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2311.01964v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Fri, 3 Nov 2023 14:59:54 GMT)<\/li>\n\n\n\n<li>LLM\u306e\u8a55\u4fa1\u306b\u3064\u3044\u3066\u3088\u304f\u3042\u308b\u554f\u984c\u3068\u5f71\u97ff\u3092\u793a\u3057\u305f\u8ad6\u6587\u3002data leak\u306e\u5f71\u97ff\u304c\u691c\u8a3c\u3055\u308c\u3066\u3044\u308b\u70b9\u304c\u53c2\u8003\u306b\u306a\u308b\u3002\u5f53\u7136\u3067\u306f\u3042\u308b\u304c\u30b9\u30b3\u30a2\u306b\u5927\u304d\u304f\u5f71\u97ff\u3059\u308b\u3002<\/li>\n\n\n\n<li>\u300cAs suggestions for LLM developers, it is important to perform the data decontamination checking between pre-training data and any related data (e g , training and test sets) when using evaluation benchmarks.\u300d\u306f\u5f53\u305f\u308a\u524d\u3060\u304c\u7c21\u5358\u3067\u306f\u306a\u3044\u3002\u7b2c\u4e09\u8005\u691c\u8a3c\u3067\u306f\u30e2\u30c7\u30eb\u69cb\u7bc9\u3084\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306a\u3069\u306b\u4f7f\u7528\u3057\u305f\u30c7\u30fc\u30bf\u304c\u516c\u958b\u3055\u308c\u3066\u3044\u306a\u3044\u5834\u5408\u5bfe\u5fdc\u306f\u304b\u306a\u308a\u96e3\u3057\u3044\u3002\u6b63\u3057\u3044\u8a55\u4fa1\u306f\u7c21\u5358\u3067\u306f\u306a\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":[223,622,647],"class_list":["post-4048","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-llm","tag-622","tag-647"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/4048","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=4048"}],"version-history":[{"count":0,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/4048\/revisions"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=4048"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=4048"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=4048"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}