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<rss version="2.0" xmlns:atom="http://www.w3.org/2005/Atom"><channel><title>Reasoning with Sampling: Your Base Model is Smarter Than You Think · HackerPapers discussions</title><link>https://hackerpaper.kaipfister.de/p/2510.14901/</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/2510.14901/feed.xml" rel="self" type="application/rss+xml" /><item><title>Reasoning with Sampling: Your Base Model is Smarter Than You Think — HN submission</title><link>https://news.ycombinator.com/item?id=46255969</link><guid isPermaLink="false">urn:hackerpapers:submission:2510.14901:46255969</guid><pubDate>Sat, 13 Dec 2025 16:57:44 GMT</pubDate><description>&lt;p&gt;Reasoning with Sampling: Your Base Model Is Smarter Than You Think&lt;/p&gt;&lt;p&gt;&lt;/p&gt;&lt;p&gt;2 points; 0 discussion replies on HN. &lt;a href="https://hackerpaper.kaipfister.de/p/2510.14901/"&gt;Paper and source history&lt;/a&gt;. A submission is not an endorsement.&lt;/p&gt;</description><category>cs.LG</category></item><item><title>Reasoning with Sampling: Your Base Model is Smarter Than You Think — mentioned by AlexCoventry</title><link>https://news.ycombinator.com/item?id=46145119</link><guid isPermaLink="false">urn:hackerpapers:mention:2510.14901:46145119</guid><pubDate>Thu, 04 Dec 2025 08:25:52 GMT</pubDate><description>&lt;p&gt;The warmup process is necessary in order to try to find high-probability regions of the target distribution. That&amp;#x27;s not an issue for an LLM, since it&amp;#x27;s trained to sample directly from a distribution which looks like natural language. There is some work on using MCMC to sample from higher-probability regions of an LLM distribution [1], but that&amp;#x27;s a separate thing. Nobody doubts that an LLM is sampling from its target distribution from the first token it outputs. [1] https://arxiv.org/abs/2510.14901&lt;/p&gt;&lt;p&gt;&lt;a href="https://hackerpaper.kaipfister.de/p/2510.14901/"&gt;Paper and discussion history&lt;/a&gt;. A mention is not an endorsement.&lt;/p&gt;</description><category>cs.LG</category></item><item><title>Reasoning with Sampling: Your Base Model is Smarter Than You Think — HN submission</title><link>https://news.ycombinator.com/item?id=45749234</link><guid isPermaLink="false">urn:hackerpapers:submission:2510.14901:45749234</guid><pubDate>Wed, 29 Oct 2025 16:32:51 GMT</pubDate><description>&lt;p&gt;Reasoning with Sampling: Your Base Model Is Smarter Than You Think&lt;/p&gt;&lt;p&gt;&lt;/p&gt;&lt;p&gt;2 points; 0 discussion replies on HN. &lt;a href="https://hackerpaper.kaipfister.de/p/2510.14901/"&gt;Paper and source history&lt;/a&gt;. A submission is not an endorsement.&lt;/p&gt;</description><category>cs.LG</category></item><item><title>Reasoning with Sampling: Your Base Model is Smarter Than You Think — HN submission</title><link>https://news.ycombinator.com/item?id=45717457</link><guid isPermaLink="false">urn:hackerpapers:submission:2510.14901:45717457</guid><pubDate>Mon, 27 Oct 2025 04:39:56 GMT</pubDate><description>&lt;p&gt;Reasoning with Sampling: Your Base Model Is Smarter Than You Think&lt;/p&gt;&lt;p&gt;&lt;/p&gt;&lt;p&gt;1 point; 0 discussion replies on HN. &lt;a href="https://hackerpaper.kaipfister.de/p/2510.14901/"&gt;Paper and source history&lt;/a&gt;. A submission is not an endorsement.&lt;/p&gt;</description><category>cs.LG</category></item><item><title>Reasoning with Sampling: Your Base Model is Smarter Than You Think — HN submission</title><link>https://news.ycombinator.com/item?id=45654328</link><guid isPermaLink="false">urn:hackerpapers:submission:2510.14901:45654328</guid><pubDate>Tue, 21 Oct 2025 10:36:23 GMT</pubDate><description>&lt;p&gt;Reasoning with Sampling: Your Base Model Is Smarter Than You Think&lt;/p&gt;&lt;p&gt;&lt;/p&gt;&lt;p&gt;3 points; 0 discussion replies on HN. &lt;a href="https://hackerpaper.kaipfister.de/p/2510.14901/"&gt;Paper and source history&lt;/a&gt;. A submission is not an endorsement.&lt;/p&gt;</description><category>cs.LG</category></item><item><title>Reasoning with Sampling: Your Base Model is Smarter Than You Think — HN submission</title><link>https://news.ycombinator.com/item?id=45646167</link><guid isPermaLink="false">urn:hackerpapers:submission:2510.14901:45646167</guid><pubDate>Mon, 20 Oct 2025 16:55:24 GMT</pubDate><description>&lt;p&gt;Reasoning with Sampling: Your Base Model Is Smarter Than You Think&lt;/p&gt;&lt;p&gt;&lt;/p&gt;&lt;p&gt;2 points; 0 discussion replies on HN. &lt;a href="https://hackerpaper.kaipfister.de/p/2510.14901/"&gt;Paper and source history&lt;/a&gt;. A submission is not an endorsement.&lt;/p&gt;</description><category>cs.LG</category></item></channel></rss>
