{"id":4669,"date":"2024-04-10T05:53:00","date_gmt":"2024-04-09T20:53:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=4669"},"modified":"2024-04-10T05:53:00","modified_gmt":"2024-04-09T20:53:00","slug":"gecko-versatile-text-embeddings-distilled-from-large-language-models","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=4669","title":{"rendered":"Gecko: Versatile Text Embeddings Distilled from Large Language Models"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>Gecko: Versatile Text Embeddings Distilled from Large Language Models\u00a0<\/strong>[32.1]<br>\u672c\u7a3f\u3067\u306f,\u30b3\u30f3\u30d1\u30af\u30c8\u3067\u6c4e\u7528\u7684\u306a\u30c6\u30ad\u30b9\u30c8\u57cb\u3081\u8fbc\u307f\u30e2\u30c7\u30eb\u3067\u3042\u308bGecko\u3092\u7d39\u4ecb\u3059\u308b\u3002 \u79c1\u305f\u3061\u306f\u3001\u5927\u304d\u306a\u8a00\u8a9e\u30e2\u30c7\u30eb(LLM)\u304b\u3089\u77e5\u8b58\u3092\u30ec\u30c8\u30ea\u30d0\u30fc\u306b\u62bd\u51fa\u3059\u308b\u3001\u3068\u3044\u3046\u91cd\u8981\u306a\u30a2\u30a4\u30c7\u30a2\u3092\u6d3b\u7528\u3057\u3066\u3044\u307e\u3059\u3002 MTEB (Massive Text Embedding Benchmark) \u3067\u306f\u3001256\u306e\u57cb\u3081\u8fbc\u307f\u6b21\u5143\u3092\u6301\u3064 Gecko \u304c 768 \u306e\u57cb\u3081\u8fbc\u307f\u30b5\u30a4\u30ba\u3067\u65e2\u5b58\u306e\u30a8\u30f3\u30c8\u30ea\u3092\u4e0a\u56de\u308a\u307e\u3059\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2403.20327v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2403.20327v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Fri, 29 Mar 2024 17:56:40 GMT)<\/li>\n\n\n\n<li>\u30b3\u30f3\u30d1\u30af\u30c8\u304b\u3064\u5f37\u529b\u306a\u30c6\u30ad\u30b9\u30c8\u57cb\u3081\u8fbc\u307f\u30e2\u30c7\u30eb\u3002text-embedding-ada-3\u3092outperform\u3002\u300cGecko is trained on an LLM-generated synthetic dataset FRet that contains LLM-ranked positives and negatives.\u300d\u3068\u3044\u3046\u5f62\u3067LLM\u3092\u6d3b\u7528<\/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":[124],"class_list":["post-4669","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-embedding"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/4669","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=4669"}],"version-history":[{"count":0,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/4669\/revisions"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=4669"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=4669"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=4669"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}