{"id":471,"date":"2026-06-04T04:00:00","date_gmt":"2026-06-04T04:00:00","guid":{"rendered":"https:\/\/futurenews24.com\/index.php\/2026\/06\/04\/2505-17315\/"},"modified":"2026-06-04T22:59:21","modified_gmt":"2026-06-04T22:59:21","slug":"2505-17315","status":"publish","type":"post","link":"https:\/\/futurenews24.com\/index.php\/2026\/06\/04\/2505-17315\/","title":{"rendered":"[2505.17315] Longer Context, Deeper Pondering: Uncovering the Function of Lengthy-Context Skill in Reasoning"},"content":{"rendered":"<p><br \/>\n<\/p>\n<div id=\"content-inner\">\n<div id=\"abs\">\n<div class=\"dateline\">\n  [Submitted on 22 May 2025 (v1), last revised 2 Jun 2026 (this version, v2)]<\/div>\n<p>View a PDF of the paper titled Longer Context, Deeper Pondering: Uncovering the Function of Lengthy-Context Skill in Reasoning, by Wang Yang and 5 different authors<\/p>\n<p>    View PDF<br \/>\n    HTML (experimental)<\/p>\n<blockquote class=\"abstract mathjax\"><p>\n            <span class=\"descriptor\">Summary:<\/span>Current language fashions exhibit sturdy reasoning capabilities, but the affect of long-context capability on reasoning stays underexplored. On this work, we hypothesize that present limitations in reasoning stem, partly, from inadequate long-context capability, motivated by empirical observations similar to (1) increased context window size usually results in stronger reasoning efficiency, and (2) failed reasoning circumstances resemble failed long-context circumstances. To check this speculation, we look at whether or not enhancing a mannequin&#8217;s long-context skill earlier than Supervised Tremendous-Tuning (SFT) results in improved reasoning efficiency. Particularly, we in contrast fashions with equivalent architectures and fine-tuning information however various ranges of long-context capability. Our outcomes reveal a constant development: fashions with stronger long-context capability obtain considerably increased accuracy on reasoning benchmarks after SFT. Notably, these features persist even on duties with brief enter lengths, indicating that long-context coaching provides generalizable advantages for reasoning efficiency. These findings recommend that long-context modeling isn&#8217;t just important for processing prolonged inputs, but in addition serves as a vital basis for reasoning. We advocate for treating long-context capability as a first-class goal within the design of future language fashions.\n    <\/p><\/blockquote><\/div>\n<\/div>\n<div>\n<h2>Submission historical past<\/h2>\n<p> From: Wang Yang [view email]                  [v1]<br \/>\n        Thu, 22 Could 2025 22:09:47 UTC (659 KB)<br \/>\n    [v2]<br \/>\n        Tue, 2 Jun 2026 22:13:24 UTC (601 KB)\n<\/p><\/div>\n<p><br \/>\n<br \/><a href=\"https:\/\/arxiv.org\/abs\/2505.17315\">Source link <\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>[Submitted on 22 May 2025 (v1), last revised 2 Jun 2026 (this version, v2)] View a PDF of the paper titled Longer Context, Deeper Pondering: Uncovering the Function of Lengthy-Context Skill in Reasoning, by Wang Yang and 5 different authors View PDF HTML (experimental) Summary:Current language fashions exhibit sturdy reasoning capabilities, but the affect of [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":473,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"fifu_image_url":"http:\/\/arxiv.org\/static\/browse\/0.3.4\/images\/arxiv-logo-fb.png","fifu_image_alt":"","jnews-multi-image_gallery":[],"jnews_single_post":[],"jnews_primary_category":[],"jnews_override_bookmark_settings":[],"jnews_social_meta":[],"jnews_override_counter":[],"footnotes":""},"categories":[2],"tags":[758,752,753,757,751,208,756,754,755],"class_list":["post-471","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai-research-breakthroughs","tag-ability","tag-context","tag-deeper","tag-longcontext","tag-longer","tag-reasoning","tag-role","tag-thinking","tag-uncovering"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.7 - 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