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| domain | transformer-circuits.pub |
| summary | Here’s a summary of the website content: The paper “When Models Manipulate Manifolds: The Geometry of a Counting Task” by Gurnee et al. (2025) reveals a hidden geometric structure driving a key behavior in language models. It builds upon previous work, including a mathematical framework and its application to interpretability in biological systems. |
| title | Transformer Circuits Thread |
| description | Transformer Circuits Thread |
| keywords | updates, circuits, models, small, collection, language, model, features, note, research, transformer, team, learning, large, july, using, march |
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| nslookup | A 108.157.128.117, A 108.157.128.22, A 108.157.128.15, A 108.157.128.53 |
| created | 2025-05-10 |
| updated | 2026-01-17 |
| summarized | 2026-02-02 |
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