https://hackerpaper.kaipfister.de/p/2406.01506/Collected HN comments and submissions linking this paper.enMon, 02 Nov 2026 11:16:22 GMThttps://news.ycombinator.com/item?id=40925476urn:hackerpapers:mention:2406.01506:40925476Wed, 10 Jul 2024 10:26:33 GMT<p>This seems highly relevant: https://arxiv.org/abs/2406.01506 &gt; In this paper, we study the two foundational questions in this area. First, how are categorical concepts, such as {&#x27;mammal&#x27;, &#x27;bird&#x27;, &#x27;reptile&#x27;, &#x27;fish&#x27;}, represented? Second, how are hierarchical relations between concepts encoded? For example, how is the fact that &#x27;dog&#x27; is a kind of &#x27;mammal&#x27; encoded? We show how to extend the linear representation hypothesis to answer these questions. We find a remarkably simple structure: simple categorical concepts are represented as simplices, hierarchically related concepts are orthogonal in a…</p><p><a href="https://hackerpaper.kaipfister.de/p/2406.01506/">Paper and discussion history</a>. A mention is not an endorsement.</p>cs.CLhttps://news.ycombinator.com/item?id=40640424urn:hackerpapers:submission:2406.01506:40640424Mon, 10 Jun 2024 23:18:06 GMT<p>The Geometry of Categorical and Hierarchical Concepts in Large Language Models</p><p></p><p>123 points; 15 discussion replies on HN. <a href="https://hackerpaper.kaipfister.de/p/2406.01506/">Paper and source history</a>. A submission is not an endorsement.</p>cs.CLhttps://news.ycombinator.com/item?id=40620392urn:hackerpapers:submission:2406.01506:40620392Sat, 08 Jun 2024 21:49:00 GMT<p>The Geometry of Categorical and Hierarchical Concepts in Large Language Models</p><p></p><p>7 points; 0 discussion replies on HN. <a href="https://hackerpaper.kaipfister.de/p/2406.01506/">Paper and source history</a>. A submission is not an endorsement.</p>cs.CLhttps://news.ycombinator.com/item?id=40592682urn:hackerpapers:submission:2406.01506:40592682Thu, 06 Jun 2024 02:03:20 GMT<p>The Geometry of Categorical and Hierarchical Concepts in Large Language Models</p><p></p><p>3 points; 0 discussion replies on HN. <a href="https://hackerpaper.kaipfister.de/p/2406.01506/">Paper and source history</a>. A submission is not an endorsement.</p>cs.CLhttps://news.ycombinator.com/item?id=40576295urn:hackerpapers:submission:2406.01506:40576295Tue, 04 Jun 2024 16:32:53 GMT<p>The Geometry of Categorical and Hierarchical Concepts in Large Language Models</p><p></p><p>3 points; 0 discussion replies on HN. <a href="https://hackerpaper.kaipfister.de/p/2406.01506/">Paper and source history</a>. A submission is not an endorsement.</p>cs.CL