{"id":5404,"date":"2024-09-11T02:47:00","date_gmt":"2024-09-10T17:47:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=5404"},"modified":"2024-09-11T02:47:00","modified_gmt":"2024-09-10T17:47:00","slug":"what-are-the-essential-factors-in-crafting-effective-long-context-multi-hop-instruction-datasets-insights-and-best-practices","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=5404","title":{"rendered":"What are the Essential Factors in Crafting Effective Long Context Multi-Hop Instruction Datasets? Insights and Best Practices"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>What are the Essential Factors in Crafting Effective Long Context Multi-Hop Instruction Datasets? Insights and Best Practices\u00a0<\/strong>[91.7]<br>\u62e1\u5f35\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u30a6\u30a3\u30f3\u30c9\u30a6\u3092\u6301\u3064Long Language Model (LLM) \u306f\u3001\u60c5\u5831\u62bd\u51fa\u3001\u8cea\u554f\u5fdc\u7b54\u3001\u8907\u96d1\u306a\u8a08\u753b\u30b7\u30ca\u30ea\u30aa\u306a\u3069\u306e\u30bf\u30b9\u30af\u3092\u5927\u5e45\u306b\u6539\u5584\u3057\u305f\u3002 \u65e2\u5b58\u306e\u30e1\u30bd\u30c3\u30c9\u306f\u901a\u5e38\u3001Self-Instruct\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3092\u4f7f\u7528\u3057\u3066\u3001\u9577\u3044\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u80fd\u529b\u3092\u6539\u5584\u3059\u308b\u305f\u3081\u306b\u547d\u4ee4\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u30c7\u30fc\u30bf\u3092\u751f\u6210\u3059\u308b\u3002 \u672c\u7a3f\u3067\u306f,\u54c1\u8cea\u691c\u8a3c\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8,\u30b7\u30f3\u30b0\u30eb\u30db\u30c3\u30d7\u8cea\u554f\u751f\u6210\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8,\u8907\u6570\u8cea\u554f\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0\u6226\u7565,\u30de\u30eb\u30c1\u30db\u30c3\u30d7\u8cea\u554f\u30de\u30fc\u30ac\u30fc\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3092\u7d44\u307f\u8fbc\u3093\u3060\u30de\u30eb\u30c1\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u5bfe\u8a71\u578b\u30de\u30eb\u30c1\u30db\u30c3\u30d7\u751f\u6210\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3092\u63d0\u6848\u3059\u308b\u3002 \u4ee5\u4e0a\u306e\u7d50\u679c\u304b\u3089,\u6211\u3005\u306e\u5408\u6210\u9ad8\u54c1\u4f4d\u9577\u6587\u6307\u5c0e\u30c7\u30fc\u30bf\u306b\u3088\u308a,\u591a\u91cf\u306e\u4eba\u4f53\u3067\u8a13\u7df4\u3057\u305f\u30e2\u30c7\u30eb\u3088\u308a\u3082,\u30e2\u30c7\u30eb\u6027\u80fd\u304c\u8457\u3057\u304f\u5411\u4e0a\u3059\u308b\u3053\u3068\u304c\u793a\u5506\u3055\u308c\u305f\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2409.01893v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2409.01893v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Tue, 03 Sep 2024 13:30:00 GMT)<\/li>\n\n\n\n<li>Multi-Agent Interactive Multi-hop Generation (MIMG) framework\u306b\u3088\u308b\u30de\u30eb\u30c1\u30db\u30c3\u30d7\u306a\u30c7\u30fc\u30bf\u5408\u6210\u3068\u305d\u306e\u30c7\u30fc\u30bf\u306e\u6709\u52b9\u6027\u691c\u8a3c\u3002\u3055\u307e\u3056\u307e\u306a\u7814\u7a76\u3067Agentic\u306a\u52d5\u4f5c\u306b\u3088\u308b\u30c7\u30fc\u30bf\u5408\u6210\u306f\u6709\u52b9\u3067\u3042\u308b\u3053\u3068\u304c\u77e5\u3089\u308c\u3066\u3044\u3066\u3001\u3053\u306e\u5206\u91ce\u306e\u30d9\u30b9\u30c8\u30d7\u30e9\u30af\u30c6\u30a3\u30b9\u3068\u3057\u3066\u3082\u6709\u52b9\u3002\u300ca quality verification agent, a single-hop question generation agent, a multiple question sampling strategy, and a multi-hop question merger agent\u300d\u3068\u591a\u6570\u306e\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u304c\u5354\u8abf\u3002<\/li>\n\n\n\n<li>\u30ea\u30dd\u30b8\u30c8\u30ea\u306f<a href=\"https:\/\/github.com\/WowCZ\/LongMIT\">GitHub &#8211; WowCZ\/LongMIT: LongMIT: Essential Factors in Crafting Effective Long Context Multi-Hop Instruction Datasets<\/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":[390,667],"class_list":["post-5404","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-synthetic-data","tag-667"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/5404","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=5404"}],"version-history":[{"count":0,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/5404\/revisions"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=5404"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=5404"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=5404"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}