{"id":5636,"date":"2024-10-24T05:01:00","date_gmt":"2024-10-23T20:01:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=5636"},"modified":"2024-10-24T05:01:00","modified_gmt":"2024-10-23T20:01:00","slug":"how-numerical-precision-affects-mathematical-reasoning-capabilities-of-llms","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=5636","title":{"rendered":"How Numerical Precision Affects Mathematical Reasoning Capabilities of LLMs\u00a0"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>How Numerical Precision Affects Mathematical Reasoning Capabilities of LLMs\u00a0<\/strong>[69.6]<br>\u672c\u7a3f\u3067\u306f,\u5909\u5727\u5668\u3092\u7528\u3044\u305f\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\u306e\u6570\u5b66\u7684\u30bf\u30b9\u30af\u306b\u304a\u3051\u308b\u6709\u52b9\u6027\u306b\u5f71\u97ff\u3092\u4e0e\u3048\u308b\u91cd\u8981\u306a\u8981\u56e0\u3068\u3057\u3066,\u6570\u5024\u7684\u7cbe\u5ea6\u3092\u540c\u5b9a\u3059\u308b\u3002 \u305d\u306e\u7d50\u679c,\u6570\u5024\u7cbe\u5ea6\u306e\u4f4e\u3044\u30c8\u30e9\u30f3\u30b9\u30d5\u30a9\u30fc\u30de\u30fc\u3067\u306f,\u7e70\u308a\u8fd4\u3057\u52a0\u7b97\u3084\u6574\u6570\u4e57\u7b97\u306a\u3069\u306e\u7b97\u8853\u7684\u306a\u30bf\u30b9\u30af\u306b\u5bfe\u51e6\u3067\u304d\u306a\u3044\u3053\u3068\u304c\u308f\u304b\u3063\u305f\u3002 \u5bfe\u7167\u7684\u306b\u3001\u6a19\u6e96\u7684\u306a\u6570\u5024\u7cbe\u5ea6\u306e\u30c8\u30e9\u30f3\u30b9\u30d5\u30a9\u30fc\u30de\u30fc\u306f\u3001\u30e2\u30c7\u30eb\u30b5\u30a4\u30ba\u3092\u5927\u5e45\u306b\u5c0f\u3055\u304f\u3059\u308b\u3053\u3068\u3067\u3001\u3053\u308c\u3089\u306e\u30bf\u30b9\u30af\u3092\u52b9\u7387\u7684\u306b\u51e6\u7406\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2410.13857v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2410.13857v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Thu, 17 Oct 2024 17:59:35 GMT)<\/li>\n\n\n\n<li>\u300cOur results show that Transformers operating with low numerical precision fail to address arithmetic tasks, such as iterated addition and integer multiplication, unless the model size grows super-polynomially with respect to the input length.\u300d\u3068\u3044\u3046\u6307\u6458\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":[415,588],"class_list":["post-5636","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-transformer","tag-588"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/5636","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=5636"}],"version-history":[{"count":0,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/5636\/revisions"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=5636"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=5636"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=5636"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}