<?xml version="1.0" encoding="UTF-8"?>
<rss version="2.0" xmlns:atom="http://www.w3.org/2005/Atom"><channel><title>GrokAlign: Geometric Characterisation and Acceleration of Grokking · HackerPapers discussions</title><link>https://hackerpaper.kaipfister.de/p/2506.12284/</link><description>Collected HN comments and submissions linking this paper.</description><language>en</language><lastBuildDate>Mon, 02 Nov 2026 11:16:22 GMT</lastBuildDate><atom:link href="https://hackerpaper.kaipfister.de/p/2506.12284/feed.xml" rel="self" type="application/rss+xml" /><item><title>GrokAlign: Geometric Characterisation and Acceleration of Grokking — mentioned by naasking</title><link>https://news.ycombinator.com/item?id=46888786</link><guid isPermaLink="false">urn:hackerpapers:mention:2506.12284:46888786</guid><pubDate>Wed, 04 Feb 2026 17:34:38 GMT</pubDate><description>&lt;p&gt;Indeed, and I think natural language and reasoning will have some kind of geometric properties as well. Attention is just a sledgehammer that lets us brute force our way around not understanding that structure well. I think the next step change in AI/LLM abilities will be exploiting this geometry somehow [1,2]. [1] GrokAlign: Geometric Characterisation and Acceleration of Grokking, https://arxiv.org/abs/2510.09782 [2] The Geometry of Reasoning: Flowing Logics in Representation Space, https://arxiv.org/abs/2506.12284&lt;/p&gt;&lt;p&gt;&lt;a href="https://hackerpaper.kaipfister.de/p/2506.12284/"&gt;Paper and discussion history&lt;/a&gt;. A mention is not an endorsement.&lt;/p&gt;</description><category>cs.LG</category></item></channel></rss>
