{"id":7870,"date":"2025-12-11T04:38:00","date_gmt":"2025-12-10T19:38:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=7870"},"modified":"2025-12-06T16:41:42","modified_gmt":"2025-12-06T07:41:42","slug":"think-in-parallel-answer-as-one-logit-averaging-for-open-ended-reasoning","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=7870","title":{"rendered":"Think in Parallel, Answer as One: Logit Averaging for Open-Ended Reasoning"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>Think in Parallel, Answer as One: Logit Averaging for Open-Ended Reasoning\u00a0<\/strong>[102.1]<br>ThinkMerge\u306f\u3001\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u4e0d\u8981\u3067\u30d7\u30e9\u30b0&amp;\u30d7\u30ec\u30a4\u306e\u30c7\u30b3\u30fc\u30c9\u6226\u7565\u3060\u3002 \u4e26\u5217\u63a8\u8ad6\u30c8\u30ec\u30fc\u30b9\u3092K\u3067\u5b9f\u884c\u3057\u3001\u540c\u671f\u70b9\u306b\u304a\u3051\u308b\u6b21\u306eToken\u30ed\u30b8\u30c3\u30c8\u3092\u5e73\u5747\u5316\u3057\u3001\u5358\u4e00\u306e\u30b3\u30d2\u30fc\u30ec\u30f3\u30c8\u306a\u51fa\u529b\u3092\u751f\u6210\u3059\u308b\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2512.02874v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2512.02874v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Tue, 02 Dec 2025 15:35:31 GMT)<\/li>\n\n\n\n<li>\u300c(i) generate K diverse reasoning traces up to a delimiter token, e g &lt;\/think> (ii) after the delimiter, decode one shared answer sequence by averaging the next- token logits across all K reasoning contexts at every autoregressive step.\u300d\u3068\u3044\u3046\u8907\u6570\u306e\u601d\u8003\u3092\u675f\u306d\u308bTHINKMERGE\u306e\u63d0\u6848\u3001\u6027\u80fd\u5411\u4e0a\u3092\u78ba\u8a8d\u3068\u306e\u3053\u3068\u3002<\/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],"class_list":["post-7870","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-autonomous-agent"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7870","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=7870"}],"version-history":[{"count":1,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7870\/revisions"}],"predecessor-version":[{"id":7871,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7870\/revisions\/7871"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=7870"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=7870"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=7870"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}