{"id":6676,"date":"2025-05-05T04:18:00","date_gmt":"2025-05-04T19:18:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=6676"},"modified":"2025-05-05T04:18:00","modified_gmt":"2025-05-04T19:18:00","slug":"reasonir-training-retrievers-for-reasoning-tasks","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=6676","title":{"rendered":"ReasonIR: Training Retrievers for Reasoning Tasks"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>ReasonIR: Training Retrievers for Reasoning Tasks\u00a0<\/strong>[139.5]<br>ReasonIR-8B\u306f\u4e00\u822c\u7684\u306a\u63a8\u8ad6\u30bf\u30b9\u30af\u306e\u305f\u3081\u306b\u7279\u5225\u306b\u8a13\u7df4\u3055\u308c\u305f\u6700\u521d\u306e\u30ec\u30c8\u30ea\u30d0\u30fc\u3067\u3042\u308b\u3002 \u65b0\u305f\u306b29.9 nDCG@10\u3092\u30ea\u30e9\u30f3\u30ab\u306a\u3057\u3067\u300136.9 nDCG@10\u3092\u30ea\u30e9\u30f3\u30ab\u3067\u9054\u6210\u3057\u3066\u3044\u308b\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2504.20595v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2504.20595v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Tue, 29 Apr 2025 09:49:28 GMT)<\/li>\n\n\n\n<li>\u5408\u6210\u30c7\u30fc\u30bf\u3092\u6d3b\u7528\u3057\u300cWe trained REASONIR-8B by fine-tuning LLAMA3.1-8B (Touvron et al , 2023) on a combination of public datasets and the synthetic data generated by REASONIR-SYNTHESIZER.\u300d\u3068\u69cb\u7bc9\u3055\u308c\u305f\u00a0bi-encoder retriever\u306e\u63d0\u6848\u3002\u3053\u306e\u3088\u3046\u306a\u624b\u6cd5\u3092\u7528\u3044\u3066\u306a\u304a\u3001BM25\u3068\u306e\u30cf\u30a4\u30d6\u30ea\u30c3\u30c9\u304c\u6709\u52b9\u3068\u3044\u3046\u70b9\u3082\u8208\u5473\u6df1\u3044\u3002<\/li>\n\n\n\n<li>\u30ea\u30dd\u30b8\u30c8\u30ea\u306f<a href=\"https:\/\/github.com\/facebookresearch\/ReasonIR\">GitHub &#8211; facebookresearch\/ReasonIR: Official repository for paper &#8220;ReasonIR Training Retrievers for Reasoning Tasks&#8221;.<\/a>\u3001<a href=\"https:\/\/huggingface.co\/reasonir\/ReasonIR-8B\">reasonir\/ReasonIR-8B \u00b7 Hugging Face<\/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":[116,201,390],"class_list":["post-6676","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-document-retrieval","tag-information-retrieval","tag-synthetic-data"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/6676","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=6676"}],"version-history":[{"count":1,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/6676\/revisions"}],"predecessor-version":[{"id":6698,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/6676\/revisions\/6698"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=6676"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=6676"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=6676"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}