{"id":5603,"date":"2024-10-14T04:30:00","date_gmt":"2024-10-13T19:30:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=5603"},"modified":"2024-10-14T04:30:00","modified_gmt":"2024-10-13T19:30:00","slug":"gsm-symbolic-understanding-the-limitations-of-mathematical-reasoning-in-large-language-models","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=5603","title":{"rendered":"GSM-Symbolic: Understanding the Limitations of Mathematical Reasoning in Large Language Models\u00a0"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>GSM-Symbolic: Understanding the Limitations of Mathematical Reasoning in Large Language Models\u00a0<\/strong>[24.3]<br>GSM8K\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u306f\u3001\u5c0f\u5b66\u6821\u30ec\u30d9\u30eb\u306e\u8cea\u554f\u306b\u5bfe\u3059\u308b\u30e2\u30c7\u30eb\u306e\u6570\u5b66\u7684\u63a8\u8ad6\u3092\u8a55\u4fa1\u3059\u308b\u305f\u3081\u306b\u5e83\u304f\u4f7f\u308f\u308c\u3066\u3044\u308b\u3002 GSM-Symbolic\u306f\u3001\u30b7\u30f3\u30dc\u30ea\u30c3\u30af\u30c6\u30f3\u30d7\u30ec\u30fc\u30c8\u304b\u3089\u751f\u6210\u3055\u308c\u305f\u6539\u826f\u3055\u308c\u305f\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u3067\u3042\u308b\u3002 \u4ee5\u4e0a\u306e\u7d50\u679c\u304b\u3089,LLM\u306f\u540c\u4e00\u8cea\u554f\u306e\u7570\u306a\u308b\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u5316\u306b\u5fdc\u7b54\u3059\u308b\u969b,\u9855\u8457\u306a\u3070\u3089\u3064\u304d\u3092\u793a\u3059\u3053\u3068\u304c\u660e\u3089\u304b\u3068\u306a\u3063\u305f\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2410.05229v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2410.05229v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Mon, 07 Oct 2024 17:36:37 GMT)<\/li>\n\n\n\n<li>\u300cWe introduce GSM-Symbolic, an enhanced benchmark that generates diverse variants of GSM8K questions using symbolic templates\u300d\u3068\u3044\u3046\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u306e\u7d39\u4ecb\u3067\u3042\u308b\u304c\u3001\u300cWe show that LLMs exhibit more robustness to changes in superficial elements like proper names but are very sensitive to changes in numerical values\u300d\u3068\u3044\u3046\u306e\u306f\u306a\u304b\u306a\u304b\u885d\u6483\u7684\u306a\u7d50\u679c\u3002<\/li>\n\n\n\n<li>\u300cTo create the templates, we add seemingly relevant but ultimately inconsequential statements to GSM-Symbolic templates.\u300d\u3068\u3044\u3046\u7121\u610f\u5473\u306a\u60c5\u5831\u3092\u52a0\u3048\u305fGSM-NoOp\u3067\u306f\u7d50\u679c\u304c\u3055\u3089\u306b\u60aa\u304f\u306a\u308b\u3088\u3046\u3067\u3001\u5358\u7d14\u306aLeak\u3067\u3082\u306a\u3044\u96e3\u3057\u3055\u304c\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":[216,223],"class_list":["post-5603","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-leakage","tag-llm"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/5603","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=5603"}],"version-history":[{"count":0,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/5603\/revisions"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=5603"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=5603"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=5603"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}