{"id":5551,"date":"2024-10-08T06:17:00","date_gmt":"2024-10-07T21:17:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=5551"},"modified":"2024-10-08T06:17:00","modified_gmt":"2024-10-07T21:17:00","slug":"law-of-the-weakest-link-cross-capabilities-of-large-language-models","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=5551","title":{"rendered":"Law of the Weakest Link: Cross Capabilities of Large Language Models"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>Law of the Weakest Link: Cross Capabilities of Large Language Models\u00a0<\/strong>[102.9]<br>\u6211\u3005\u306f,Large Language Models (LLMs) \u304c &#8220;Law of the Weakest Link&#8221; \u3092\u793a\u3059\u3053\u3068\u3092\u793a\u3057\u305f\u3002 \u3053\u308c\u3089\u306e\u7d50\u679c\u306f, \u30af\u30ed\u30b9\u30ad\u30e3\u30d1\u30d3\u30ea\u30c6\u30a3\u30bf\u30b9\u30af\u306b\u304a\u3051\u308bLLM\u306e\u4f4e\u6027\u80fd\u5316\u3092\u6d6e\u304d\u5f6b\u308a\u306b\u3057\u305f\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2409.19951v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2409.19951v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Mon, 30 Sep 2024 05:12:01 GMT)<\/li>\n\n\n\n<li>\u554f\u984c\u3092\u89e3\u3053\u3046\u3068\u3059\u308b\u5834\u5408\u3001\u69d8\u3005\u306a\u80fd\u529b\u304c\u8981\u6c42\u3055\u308c\u308b\u304c\u3001\u4eca\u306eLLM\u306f\u4e00\u9762\u306e\u8a55\u4fa1\u306b\u3068\u3069\u307e\u3063\u3066\u304a\u308a\u7dcf\u5408\u7684\u306a\u80fd\u529b\uff08\u69d8\u3005\u306a\u30bf\u30b9\u30af\u3092\u30af\u30ed\u30b9\u3057\u3066\u554f\u984c\u3092\u89e3\u304f\u80fd\u529b\uff09\u306e\u8a55\u4fa1\u304c\u3067\u304d\u3066\u3044\u306a\u3044\u3002\u305d\u306e\u3088\u3046\u306a\u8a55\u4fa1\u3092\u884c\u3044Findings\u3092\u307e\u3068\u3081\u305f\u8ad6\u6587\u3002\u300cwe demonstrated that LLMs consistently conform to the \u201cLaw of the Weakest Link,\u201d where cross-capability performance is constrained by the weakest ability.\u300d\u3068\u76f4\u89b3\u306b\u53cd\u3057\u306a\u3044\u7d50\u679c\u3002<\/li>\n\n\n\n<li>\u30ea\u30dd\u30b8\u30c8\u30ea\u306f<a href=\"https:\/\/github.com\/facebookresearch\/llm-cross-capabilities\">GitHub &#8211; facebookresearch\/llm-cross-capabilities: Official implementation for &#8220;Law of the Weakest Link: Cross capabilities of Large Language Models&#8221;<\/a><\/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],"class_list":["post-5551","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-llm"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/5551","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=5551"}],"version-history":[{"count":0,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/5551\/revisions"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=5551"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=5551"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=5551"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}