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<rss version="2.0" xmlns:atom="http://www.w3.org/2005/Atom"><channel><title>State over Tokens: Characterizing the Role of Reasoning Tokens · HackerPapers discussions</title><link>https://hackerpaper.kaipfister.de/p/2512.12777/</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/2512.12777/feed.xml" rel="self" type="application/rss+xml" /><item><title>State over Tokens: Characterizing the Role of Reasoning Tokens — mentioned by Chance-Device</title><link>https://news.ycombinator.com/item?id=47649090</link><guid isPermaLink="false">urn:hackerpapers:mention:2512.12777:47649090</guid><pubDate>Sun, 05 Apr 2026 13:12:44 GMT</pubDate><description>&lt;p&gt;Let’s see, I think these pretty much map out a little chronology of the research: https://arxiv.org/abs/2112.00114 https://arxiv.org/abs/2406.06467 https://arxiv.org/abs/2404.15758 https://arxiv.org/abs/2512.12777 First that scratchpads matter, then why they matter, then that they don’t even need to be meaningful tokens, then a conceptual framework for the whole thing.&lt;/p&gt;&lt;p&gt;&lt;a href="https://hackerpaper.kaipfister.de/p/2512.12777/"&gt;Paper and discussion history&lt;/a&gt;. A mention is not an endorsement.&lt;/p&gt;</description><category>cs.CL</category></item></channel></rss>
