{"id":4278,"date":"2024-01-08T04:14:00","date_gmt":"2024-01-07T19:14:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=4278"},"modified":"2024-01-08T04:14:00","modified_gmt":"2024-01-07T19:14:00","slug":"calm-composition-to-augment-language-models","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=4278","title":{"rendered":"CALM: Composition to Augment Language Models"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>LLM Augmented LLMs: Expanding Capabilities through Composition\u00a0<\/strong>[56.4]<br>CALM &#8212; \u8a00\u8a9e\u30e2\u30c7\u30eb\u306e\u62e1\u5f35\u306e\u305f\u3081\u306e\u69cb\u6210 &#8212; \u306f\u3001\u30e2\u30c7\u30eb\u9593\u306e\u76f8\u4e92\u30a2\u30c6\u30f3\u30b7\u30e7\u30f3\u3092\u5c0e\u5165\u3057\u3066\u3001\u8868\u73fe\u3092\u69cb\u6210\u3057\u3001\u65b0\u3057\u3044\u6a5f\u80fd\u3092\u6709\u52b9\u306b\u3059\u308b\u3002 \u4f4e\u30ea\u30bd\u30fc\u30b9\u8a00\u8a9e\u3067\u8a13\u7df4\u3055\u308c\u305f\u3088\u308a\u5c0f\u3055\u306a\u30e2\u30c7\u30eb\u3067PaLM2-S\u3092\u5897\u5f37\u3059\u308b\u3068\u3001\u82f1\u8a9e\u3078\u306e\u7ffb\u8a33\u306e\u3088\u3046\u306a\u30bf\u30b9\u30af\u3067\u6700\u592713%\u306e\u6539\u5584\u304c\u9054\u6210\u3055\u308c\u308b\u3002 PaLM2-S\u304c\u30b3\u30fc\u30c9\u56fa\u6709\u30e2\u30c7\u30eb\u3067\u62e1\u5f35\u3055\u308c\u308b\u3068\u3001\u30b3\u30fc\u30c9\u751f\u6210\u3084\u8aac\u660e\u30bf\u30b9\u30af\u306e\u30d9\u30fc\u30b9\u30e2\u30c7\u30eb\u3088\u308a\u308240%\u5411\u4e0a\u3059\u308b\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2401.02412v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2401.02412v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Thu, 4 Jan 2024 18:53:01 GMT)<\/li>\n\n\n\n<li>2\u3064\u306e\u30e2\u30c7\u30eb\u3092\u878d\u5408\u7684\u306b\u4f7f\u3063\u3066\u30bf\u30b9\u30af\u3092\u89e3\u304f\u624b\u6cd5\u306e\u63d0\u6848\u3002\u5c0f\u898f\u6a21\u7279\u5316\u578b\u306ePLM+LLM\u3067\u7279\u5316\u3057\u305f\u9818\u57df\u306e\u6027\u80fd\u304c\u5411\u4e0a\u3059\u308b\u4f7f\u3044\u65b9\u3092\u60f3\u5b9a\u3057\u3066\u3044\u308b\u3088\u3046\u3002\u300cThat is, CALM is especially useful in scenarios where proprietary data and knowledge is stored in parametric models.\u00a0\u300d\u3068\u3044\u3046\u3053\u3068\u3067\u975e\u5e38\u306b\u6709\u7528\u305d\u3046\u3002<\/li>\n\n\n\n<li>\u5b9f\u9a13\u306fPaLM-XXS\u306e\u7279\u5316\u7248\uff0bPaLM2-S\u3067\u884c\u308f\u308c\u3066\u3044\u308b\u304c\u3001\u4eca\u306f\u30b9\u30de\u30db\u7528\u3063\u307d\u3044Gemini Nano\u306efine tune\u7248\uff08\u3060\u3063\u305f\u308a\u500b\u4eba\u30b9\u30de\u30db\u3067\u500b\u4eba\u5411\u3051\u306b\u7279\u5316\u3057\u305f\u7248\uff09\uff0bGemini Ultra\u307f\u305f\u3044\u306a\u69cb\u6210\u3082\u60f3\u5b9a\u3057\u3066\u3044\u308b\u3093\u3060\u308d\u3046\u304b\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],"class_list":["post-4278","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\/4278","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=4278"}],"version-history":[{"count":0,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/4278\/revisions"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=4278"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=4278"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=4278"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}