{"id":5459,"date":"2024-09-25T03:28:00","date_gmt":"2024-09-24T18:28:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=5459"},"modified":"2024-09-25T03:28:00","modified_gmt":"2024-09-24T18:28:00","slug":"what-is-the-role-of-small-models-in-the-llm-era-a-survey","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=5459","title":{"rendered":"What is the Role of Small Models in the LLM Era: A Survey\u00a0"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>What is the Role of Small Models in the LLM Era: A Survey\u00a0<\/strong>[13.2]<br>\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb(LLM)\u306f\u4eba\u5de5\u77e5\u80fd(AGI)\u306e\u9032\u6b69\u306b\u5927\u304d\u306a\u9032\u6b69\u3092\u3082\u305f\u3089\u3057\u3001GPT-4\u3084LLaMA-405B\u306e\u3088\u3046\u306a\u5927\u898f\u6a21\u30e2\u30c7\u30eb\u306e\u958b\u767a\u306b\u7e4b\u304c\u3063\u305f\u3002 \u30e2\u30c7\u30eb\u306e\u30b5\u30a4\u30ba\u3092\u62e1\u5927\u3059\u308b\u3068\u3001\u8a08\u7b97\u30b3\u30b9\u30c8\u3068\u30a8\u30cd\u30eb\u30ae\u30fc\u6d88\u8cbb\u304c\u6307\u6570\u95a2\u6570\u7684\u306b\u5897\u52a0\u3057\u3001\u3053\u308c\u3089\u306e\u30e2\u30c7\u30eb\u306f\u9650\u3089\u308c\u305f\u30ea\u30bd\u30fc\u30b9\u3092\u6301\u3064\u5b66\u8853\u7814\u7a76\u8005\u3084\u30d3\u30b8\u30cd\u30b9\u306b\u3068\u3063\u3066\u5b9f\u7528\u7684\u3067\u306f\u306a\u3044\u3002 \u540c\u6642\u306b\u3001Small Models (SM) \u306f\u5b9f\u969b\u7684\u306a\u8a2d\u5b9a\u3067\u983b\u7e41\u306b\u4f7f\u7528\u3055\u308c\u308b\u304c\u3001\u305d\u306e\u91cd\u8981\u6027\u306f\u904e\u5c0f\u8a55\u4fa1\u3055\u308c\u3066\u3044\u308b\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2409.06857v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2409.06857v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Tue, 10 Sep 2024 20:45:43 GMT)<\/li>\n\n\n\n<li>\u5b9f\u7528\u4e0a\u91cd\u8981\u306a\u30b9\u30e2\u30fc\u30eb\u30e2\u30c7\u30eb\u306b\u95a2\u3059\u308b\u30b5\u30fc\u30d9\u30a4\u3002\u300c\u00a0there is no clear definition distinguishing large models from small ones.\u300d\u306f\u3067\u3059\u3088\u306d\u30fc\u3068\u3044\u3046\u611f\u3058\u3002\u3068\u306f\u3044\u3048\u6574\u7406\u8ef8\u542b\u3081\u3066\u3001\u7d0d\u5f97\u611f\u306e\u3042\u308b\u5185\u5bb9\u3002<\/li>\n\n\n\n<li>\u30ea\u30dd\u30b8\u30c8\u30ea\u306f<a href=\"https:\/\/github.com\/tigerchen52\/role_of_small_models\">GitHub &#8211; tigerchen52\/role_of_small_models<\/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":[365,368,387],"class_list":["post-5459","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-slm","tag-small-model","tag-survey"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/5459","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=5459"}],"version-history":[{"count":0,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/5459\/revisions"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=5459"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=5459"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=5459"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}