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Google Research\u306e\u8ad6\u6587\u300cPrompt Repetition Improves Non-Reasoning LLMs\u300d\u3092\u7d39\u4ecb\u3057\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u30922\u56de\u8cbc\u308a\u4ed8\u3051\u308b\u3060\u3051\u3067\u56de\u7b54\u7cbe\u5ea6\u304c\u4e0a\u304c\u308b\u73fe\u8c61\u3092\u89e3\u8aac\u3057\u3066\u3044\u307e\u3059\u3002Gemini 2.0 Flash\u3084GPT-4o\u3001Claude 3.7 Sonnet\u3001DeepSeek V3\u3067\u691c\u8a3c\u3057\u305f\u3068\u3053\u308d\u300170\u306e\u30c6\u30b9\u30c8\u30b1\u30fc\u30b9\u4e2d47\u30b1\u30fc\u30b9\u3067\u7d71\u8a08\u7684\u306b\u6709\u610f\u306a\u6539\u5584\u304c\u78ba\u8a8d\u3055\u308c\u3001\u60aa\u5316\u306f0\u4ef6\u3067\u3057\u305f\u3002NameIndex\u30bf\u30b9\u30af\u3067\u306fGemini 2.0 Flash-Lite\u306e\u6b63\u89e3\u7387\u304c21.33%\u304b\u308997.33%\u3078\u8df3\u306d\u4e0a\u304c\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n

LLM\u306f\u524d\u306e\u5358\u8a9e\u304b\u3089\u6b21\u3092\u4e88\u6e2c\u3059\u308b\u56e0\u679c\u7684\u8a00\u8a9e\u30e2\u30c7\u30eb\u3067\u4e26\u3073\u9806\u306b\u654f\u611f\u306a\u305f\u3081\u30012\u56de\u76ee\u306e\u51e6\u7406\u6642\u306b\u306f1\u56de\u76ee\u306e\u5168\u4f53\u304c\u904e\u53bb\u306e\u30c8\u30fc\u30af\u30f3\u3068\u3057\u3066\u5b58\u5728\u3057\u3001Attention\u304c\u5168\u60c5\u5831\u3092\u53c2\u7167\u3067\u304d\u308b\u3053\u3068\u304c\u7406\u7531\u3060\u3068\u8aac\u660e\u3055\u308c\u307e\u3059\u3002\u5165\u529b\u51e6\u7406\u306f\u4e26\u5217\u3067\u9032\u3080\u305f\u3081\u30ec\u30a4\u30c6\u30f3\u30b7\u306f\u307b\u307c\u5897\u3048\u307e\u305b\u3093\u3002\u305f\u3060\u3057\u63a8\u8ad6\u3092\u4f34\u3046\u5834\u5408\u306f28\u4e2d5\u52dd1\u6557\u3067\u52b9\u679c\u306f\u9650\u5b9a\u7684\u3067\u3057\u305f\u3002<\/p>\n\n\n\n

\u3053\u306e\u8981\u7d04\u306f\u751f\u6210AI\u3067\u4f5c\u6210\u3057\u307e\u3057\u305f\u3002<\/p>\n\n\n

\u8a18\u4e8b\u306f\u3053\u3061\u3089<\/div>
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Google Research\u306e\u8ad6\u6587\u300cPrompt Repetition Improves Non-Reasoning LLMs\u300d\u3092\u7d39\u4ecb\u3057\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u30922\u56de\u8cbc\u308a\u4ed8\u3051\u308b\u3060\u3051\u3067\u56de\u7b54\u7cbe\u5ea6\u304c\u4e0a\u304c\u308b\u73fe\u8c61\u3092\u89e3\u8aac\u3057\u3066\u3044\u307e\u3059\u3002Gemin […]<\/p>\n","protected":false},"author":1,"featured_media":1373,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_jinr_url_youtube":"","_jinr_pip_youtube":false,"_jinr_time_youtube":"","_jinr_thumb_youtube":"","_jinr_media_youtube":"","_jinr_category_edit":false,"_jinr_category":"","_jinr_title_display":false,"_jinr_snsbutton_display":false,"_jinr_ads_display":false,"_jinr_thumbnail_display":false,"_jinr_profile_display":false,"_jinr_representations_display":false,"_jinr_relatedpost_display":false,"_jinr_sidebar1col_display":false,"_jinr_sidebar2col_display":false,"_jinr_seotitle_display":"","_jinr_description_display":"","_jinr_keyword_display":"","_jinr_hastag_display":"","_jinr_canonical_display":"","_jinr_noindex_display":false,"_jinr_paidpost":false,"_jinr_paidpost_product_id":"","_jinr_headtag_article":"","footnotes":""},"categories":[10],"tags":[14,18],"class_list":["post-1374","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-10","tag-ai","tag-18"],"views":"","_links":{"self":[{"href":"https:\/\/www.prof.yanagiya.biz\/index.php?rest_route=\/wp\/v2\/posts\/1374","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.prof.yanagiya.biz\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.prof.yanagiya.biz\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.prof.yanagiya.biz\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.prof.yanagiya.biz\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=1374"}],"version-history":[{"count":0,"href":"https:\/\/www.prof.yanagiya.biz\/index.php?rest_route=\/wp\/v2\/posts\/1374\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.prof.yanagiya.biz\/index.php?rest_route=\/wp\/v2\/media\/1373"}],"wp:attachment":[{"href":"https:\/\/www.prof.yanagiya.biz\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=1374"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.prof.yanagiya.biz\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=1374"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.prof.yanagiya.biz\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=1374"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}