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<rss version="2.0" xmlns:atom="http://www.w3.org/2005/Atom"><channel><title>LIMO: Less is More for Reasoning · HackerPapers discussions</title><link>https://hackerpaper.kaipfister.de/p/2502.03387/</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/2502.03387/feed.xml" rel="self" type="application/rss+xml" /><item><title>LIMO: Less is More for Reasoning — mentioned by sebzim4500</title><link>https://news.ycombinator.com/item?id=43018307</link><guid isPermaLink="false">urn:hackerpapers:mention:2502.03387:43018307</guid><pubDate>Tue, 11 Feb 2025 21:01:36 GMT</pubDate><description>&lt;p&gt;Yes, but in this case the RL stage doesn&amp;#x27;t actually need a huge amount of data. Most of the data is ingested in the pre-training phase, which in this case was done by Alibaba. There was a recent paper [1] that showed that for one particular model it was possible to get very good reasoning performance by finetuning on under a thousand examples of reasoning. [1] https://arxiv.org/abs/2502.03387&lt;/p&gt;&lt;p&gt;&lt;a href="https://hackerpaper.kaipfister.de/p/2502.03387/"&gt;Paper and discussion history&lt;/a&gt;. A mention is not an endorsement.&lt;/p&gt;</description><category>cs.CL</category></item><item><title>LIMO: Less is More for Reasoning — mentioned by shashanoid</title><link>https://news.ycombinator.com/item?id=42992758</link><guid isPermaLink="false">urn:hackerpapers:mention:2502.03387:42992758</guid><pubDate>Sun, 09 Feb 2025 19:03:51 GMT</pubDate><description>&lt;p&gt;Love prepending &amp;#x27;explain&amp;#x27; to arxiv links these days xD https://explainarxiv.org/abs/2502.03387&lt;/p&gt;&lt;p&gt;&lt;a href="https://hackerpaper.kaipfister.de/p/2502.03387/"&gt;Paper and discussion history&lt;/a&gt;. A mention is not an endorsement.&lt;/p&gt;</description><category>cs.CL</category></item><item><title>LIMO: Less is More for Reasoning — HN submission</title><link>https://news.ycombinator.com/item?id=42991676</link><guid isPermaLink="false">urn:hackerpapers:submission:2502.03387:42991676</guid><pubDate>Sun, 09 Feb 2025 16:33:28 GMT</pubDate><description>&lt;p&gt;LIMO: Less Is More for Reasoning&lt;/p&gt;&lt;p&gt;&lt;/p&gt;&lt;p&gt;389 points; 128 discussion replies on HN. &lt;a href="https://hackerpaper.kaipfister.de/p/2502.03387/"&gt;Paper and source history&lt;/a&gt;. A submission is not an endorsement.&lt;/p&gt;</description><category>cs.CL</category></item><item><title>LIMO: Less is More for Reasoning — HN submission</title><link>https://news.ycombinator.com/item?id=42961413</link><guid isPermaLink="false">urn:hackerpapers:submission:2502.03387:42961413</guid><pubDate>Thu, 06 Feb 2025 11:37:59 GMT</pubDate><description>&lt;p&gt;LIMO: Less Is More for Reasoning&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/2502.03387/"&gt;Paper and source history&lt;/a&gt;. A submission is not an endorsement.&lt;/p&gt;</description><category>cs.CL</category></item></channel></rss>
