{"id":5514,"date":"2024-10-01T06:38:00","date_gmt":"2024-09-30T21:38:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=5514"},"modified":"2024-10-01T06:38:00","modified_gmt":"2024-09-30T21:38:00","slug":"synatra-turning-indirect-knowledge-into-direct-demonstrations-for-digital-agents-at-scale","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=5514","title":{"rendered":"Synatra: Turning Indirect Knowledge into Direct Demonstrations for Digital Agents at Scale"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>Synatra: Turning Indirect Knowledge into Direct Demonstrations for Digital Agents at Scale\u00a0<\/strong>[97.2]<br>LLM\u306f\u3001\u30c7\u30b8\u30bf\u30eb\u74b0\u5883\u3068\u5bfe\u8a71\u3057\u3001\u7279\u5b9a\u306e\u76ee\u7684\u3092\u5b8c\u9042\u3059\u308b\u81ea\u5f8b\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3068\u3057\u3066\u6a5f\u80fd\u3059\u308b\u3002 \u30c7\u30b8\u30bf\u30eb\u30bf\u30b9\u30af\u306b\u5bfe\u3059\u308b\u5927\u898f\u6a21\u306a\u76f4\u63a5\u7684\u306a\u30c7\u30e2\u304c\u6b20\u5982\u3057\u3066\u3044\u308b\u3053\u3068\u3082\u3042\u3063\u3066\u3001\u6b63\u78ba\u6027\u306f\u307e\u3060\u5341\u5206\u3067\u306f\u306a\u3044\u3002 \u6211\u3005\u306f\u3001\u3053\u306e\u9593\u63a5\u7684\u306a\u77e5\u8b58\u3092\u5927\u898f\u6a21\u306b\u76f4\u63a5\u76e3\u7763\u3059\u308b\u30a2\u30d7\u30ed\u30fc\u30c1\u3067\u3042\u308bSynatra\u3092\u63d0\u6848\u3059\u308b\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2409.15637v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2409.15637v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Tue, 24 Sep 2024 00:51:45 GMT)<\/li>\n\n\n\n<li>\u8907\u96d1\u306a\u30bf\u30b9\u30af\u3092\u5bfe\u8c61\u3068\u3057\u3066Agent\u304c\u3068\u308b\u3079\u304d\u884c\u52d5\u3092\u5408\u6210\u3059\u308b\u30a2\u30d7\u30ed\u30fc\u30c1\u306e\u63d0\u6848\u3002\u30de\u30cb\u30e5\u30a2\u30eb\u7b49\u3067\u300c\u30ad\u30fc\u30ef\u30fc\u30c9\u3092\u5165\u529b\u3059\u308b\u300d\u3068\u66f8\u304b\u308c\u3066\u3044\u308b\u3088\u3046\u306a\u66d6\u6627\u306a\u7b87\u6240\u3092LLM\u3067\u88dc\u9593\u3059\u308b\u3053\u3068\u304c\u6027\u80fd\u5411\u4e0a\u5bc4\u4e0e\u3059\u308b\u3068\u3044\u3046\u8a71\u306e\u3088\u3046\u3002Agent\u306e\u9650\u754c\uff08\u4eba\u9593\u3068\u306e\u9055\u3044\uff09\u3092\u611f\u3058\u308b\u3068\u3068\u3082\u306b\u5408\u6210\u30c7\u30fc\u30bf\u306e\u6709\u52b9\u6027\u3001LLM\u306e\u5f37\u529b\u3055\u3092\u611f\u3058\u308b\u3002<\/li>\n\n\n\n<li>\u300cWe use 100k such synthetically-created demonstrations to finetune a 7B CodeLlama, and demonstrate that the resulting agent surpasses all comparably sized models on three web-based task benchmarks Mind2Web, MiniWoB++ and WebArena, as well as surpassing GPT-3.5 on WebArena and Mind2Web.\u300d\u3068\u6709\u52b9\u6027\u3092\u78ba\u8a8d\u3002\u300cIn addition, while synthetic demonstrations prove to be only 3% the cost of human demonstrations (at $0.031 each), we show that the synthetic demonstrations can be more effective than an identical number of human demonstrations collected from limited domains.1\u300d\u30b3\u30b9\u30c8\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3082\u512a\u308c\u308b\u3002<\/li>\n\n\n\n<li>\u30ea\u30dd\u30b8\u30c8\u30ea\u306f<a href=\"https:\/\/oootttyyy.github.io\/synatra\/\">Synatra: Turning Indirect Knowledge into Direct Demonstrations for Digital Agents at Scale (oootttyyy.github.io)<\/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":[42,390],"class_list":["post-5514","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-autonomous-agent","tag-synthetic-data"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/5514","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=5514"}],"version-history":[{"count":0,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/5514\/revisions"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=5514"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=5514"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=5514"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}