{"id":5173,"date":"2024-07-26T05:32:00","date_gmt":"2024-07-25T20:32:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=5173"},"modified":"2024-07-26T05:32:00","modified_gmt":"2024-07-25T20:32:00","slug":"sphinx-sample-efficient-multilingual-instruction-fine-tuning-through-n-shot-guided-prompting","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=5173","title":{"rendered":"sPhinX: Sample Efficient Multilingual Instruction Fine-Tuning Through N-shot Guided Prompting\u00a0"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>sPhinX: Sample Efficient Multilingual Instruction Fine-Tuning Through N-shot Guided Prompting\u00a0<\/strong>[27.1]<br>\u672c\u7a3f\u3067\u306f,\u591a\u8a00\u8a9e\u5408\u6210\u6307\u5c0e\u8abf\u5f8b\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8 sPhinX \u3092\u4f5c\u6210\u3059\u308b\u305f\u3081\u306e\u65b0\u3057\u3044\u30ec\u30b7\u30d4\u3092\u63d0\u6848\u3059\u308b\u3002 SPhinX\u306f\u3001\u547d\u4ee4\u5fdc\u7b54\u5bfe\u3092\u82f1\u8a9e\u304b\u308950\u8a00\u8a9e\u306b\u9078\u629e\u7684\u306b\u7ffb\u8a33\u3059\u308b\u3053\u3068\u3067\u4f5c\u6210\u3055\u308c\u308b\u3002 Phi-3-Small \u3068 Mistral-7B \u306e2\u3064\u306e\u6700\u5148\u7aef\u30e2\u30c7\u30eb\u3092\u5fae\u8abf\u6574\u3059\u308b\u305f\u3081\u306b sPhinX \u306e\u6709\u52b9\u6027\u3092\u691c\u8a3c\u3057\u305f\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2407.09879v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2407.09879v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Sat, 13 Jul 2024 13:03:45 GMT)<\/li>\n\n\n\n<li>\u300cTo mitigate this issue, we prompt GPT-4 to selectively translate the instructions, so that the tasks are translated into the appropriate language without changing the semantic meaning.\u300d\u3068LLM\u3092\u7528\u3044\u305f\u6a5f\u68b0\u7ffb\u8a33\u3092\u6709\u52b9\u306b\u4f7f\u3063\u305f\u591a\u8a00\u8a9efine tuning\u3002<\/li>\n\n\n\n<li>\u300cWe devise LAnguage-Specific N-shot Guided Instruction fine-tuning (LANG) strategy for enhancing the multilingual capabilities of LLMs\u300d\u3092\u542b\u3081\u6709\u52b9\u3060\u3068\u306f\u601d\u3046\u306e\u3060\u304c\u73fe\u6642\u70b9\u3067\u306f\u30e9\u30a4\u30bb\u30f3\u30b9\u4e0a\u4f7f\u3044\u306b\u304f\u3044\u30fb\u30fb\u30fb\uff08\u30e9\u30a4\u30bb\u30f3\u30b9\u7684\u306bOK\u306aNemotron\u3060\u3068\u73fe\u5b9f\u7684\u306a\u306e\u304b\u6c17\u306b\u306a\u308b\u3068\u3053\u308d\uff09<\/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":[223,267,602],"class_list":["post-5173","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-llm","tag-multilingual","tag-602"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/5173","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=5173"}],"version-history":[{"count":0,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/5173\/revisions"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=5173"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=5173"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=5173"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}