{"id":4736,"date":"2024-04-19T04:49:00","date_gmt":"2024-04-18T19:49:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=4736"},"modified":"2024-04-19T04:49:00","modified_gmt":"2024-04-18T19:49:00","slug":"stream-of-search-sos-learning-to-search-in-language","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=4736","title":{"rendered":"Stream of Search (SoS): Learning to Search in Language"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>Stream of Search (SoS): Learning to Search in Language\u00a0<\/strong>[29.8]<br>\u672c\u7a3f\u3067\u306f,\u8a00\u8a9e\u306b\u304a\u3051\u308b\u63a2\u7d22\u306e\u904e\u7a0b\u3092\u30d5\u30e9\u30c3\u30c8\u306a\u6587\u5b57\u5217\u3068\u3057\u3066\u8868\u73fe\u3059\u308b\u3053\u3068\u3067,\u8a00\u8a9e\u30e2\u30c7\u30eb\u304c\u3069\u306e\u3088\u3046\u306b\u5b66\u7fd2\u3059\u308b\u304b\u3092\u793a\u3059\u3002 \u672c\u7a3f\u3067\u306f,\u8907\u6570\u306e\u30b7\u30f3\u30dc\u30eb\u691c\u7d22\u6226\u7565\u3092\u62bd\u51fa\u3059\u308b\u7d71\u4e00\u8a00\u8a9e\u3092\u63d0\u6848\u3059\u308b\u3002 \u3053\u306e\u7d50\u679c\u304b\u3089,\u8a00\u8a9e\u30e2\u30c7\u30eb\u3067\u306f,\u63a2\u7d22\u306b\u3088\u308b\u554f\u984c\u89e3\u6c7a\u3084,\u7570\u306a\u308b\u63a2\u7d22\u6226\u7565\u3092\u67d4\u8edf\u306b\u6d3b\u7528\u3059\u308b\u81ea\u5df1\u6539\u5584,\u65b0\u305f\u306a\u63a2\u7d22\u624b\u6cd5\u306e\u767a\u898b\u306a\u3069\u304c\u53ef\u80fd\u3067\u3042\u308b\u3053\u3068\u304c\u793a\u5506\u3055\u308c\u305f\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2404.03683v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2404.03683v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Mon, 01 Apr 2024 06:50:52 GMT)<\/li>\n\n\n\n<li>\u8a00\u8a9e\u30e2\u30c7\u30eb\u306b\u63a2\u7d22\u6226\u7565\u3092\u6559\u3048\u8fbc\u3080\u3053\u3068\u304c\u53ef\u80fd\u305d\u3046\u3068\u3044\u3046\u5831\u544a\u3002\u300cWe find that SoS pretraining increases search accuracy by 25% over models trained to predict only the optimal search trajectory.\u300d\u3001\u300cThe finetuned SoS models solve 36% of previously unsolved problems, including problems that cannot be solved by any of the heuristic solvers.\u300d\u3001Transformer\u306f\u975e\u5e38\u306b\u5f37\u529b\u3002\u3002<\/li>\n\n\n\n<li>\u30ea\u30dd\u30b8\u30c8\u30ea\u306f<a href=\"https:\/\/github.com\/kanishkg\/stream-of-search\">kanishkg\/stream-of-search (github.com)<\/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":[415],"class_list":["post-4736","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-transformer"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/4736","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=4736"}],"version-history":[{"count":0,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/4736\/revisions"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=4736"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=4736"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=4736"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}