{"id":5538,"date":"2024-10-03T05:28:00","date_gmt":"2024-10-02T20:28:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=5538"},"modified":"2024-10-03T05:28:00","modified_gmt":"2024-10-02T20:28:00","slug":"exploring-multilingual-probing-in-large-language-models-a-cross-language-analysis","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=5538","title":{"rendered":"Exploring Multilingual Probing in Large Language Models: A Cross-Language Analysis"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>Exploring Multilingual Probing in Large Language Models: A Cross-Language Analysis\u00a0<\/strong>[19.4]<br>\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb(LLM)\u306e\u63a2\u7d22\u6280\u8853\u306f\u4e3b\u306b\u82f1\u8a9e\u306b\u7126\u70b9\u3092\u5408\u308f\u305b\u3066\u304a\u308a\u3001\u4e16\u754c\u306e\u8a00\u8a9e\u306e\u5927\u90e8\u5206\u3092\u898b\u4e0b\u308d\u3057\u3066\u3044\u308b\u3002 \u8907\u6570\u306e\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u306eLCM\u30e2\u30c7\u30eb\u3067\u5b9f\u9a13\u3092\u884c\u3044\u3001\u63a2\u7d22\u7cbe\u5ea6\u3001\u5c64\u9593\u306e\u50be\u5411\u3001\u304a\u3088\u3073\u8907\u6570\u306e\u8a00\u8a9e\u306b\u5bfe\u3059\u308b\u63a2\u7d22\u30d9\u30af\u30c8\u30eb\u9593\u306e\u985e\u4f3c\u6027\u3092\u89e3\u6790\u3057\u305f\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2409.14459v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2409.14459v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Sun, 22 Sep 2024 14:14:05 GMT)<\/li>\n\n\n\n<li>\u591a\u8a00\u8a9e\u3067\u306e\u52d5\u4f5c\u89e3\u6790\u3001\u300c(1) a consistent performance gap between high-resource and lowresource languages, with high-resource languages achieving significantly higher probing accuracy; (2) divergent layer-wise accuracy trends, where high-resource languages show substantial improvement in deeper layers similar to English; and (3) higher representational similarities among high-resource languages, with low-resource languages demonstrating lower similarities both among themselves and with high-resource languages.\u300d\u3068\u306e\u3053\u3068<\/li>\n\n\n\n<li><a href=\"https:\/\/devneko.jp\/wordpress\/?p=5360\">Beyond English-Centric LLMs: What Language Do Multilingual Language Models Think in?\u00a0 \u2013 arXiv\u6700\u65b0\u8ad6\u6587\u306e\u7d39\u4ecb (devneko.jp)<\/a>\u3067\u3082\u601d\u3063\u305f\u304c\u3001\u3053\u306e\u624b\u306e\u52d5\u4f5c\u89e3\u6790\u306f\u3068\u3066\u3082\u9762\u767d\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":[223,267],"class_list":["post-5538","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-llm","tag-multilingual"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/5538","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=5538"}],"version-history":[{"count":0,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/5538\/revisions"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=5538"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=5538"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=5538"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}