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title: "Claudia Shi — papers of 2026 — 1 paper, the most cited first"
description: "Claudia Shi — papers of 2026: 1 paper on Elamur Research, the most cited first — what each work is about in our own words."
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# Claudia Shi — papers of 2026 — 1 paper, the most cited first

1 paper · [all years of Claudia Shi](https://md.research.elamur.ai/free/en/authors/claudia-shi/#years)

**[Model Directions, Not Words: Mechanistic Topic Models Using Sparse Autoencoders](https://md.research.elamur.ai/free/en/papers/zheng-2026-model-directions-not-words-mechanistic/) [Transactions of the Association for Computational Linguistics (TACL)](https://md.research.elamur.ai/free/en/venues/tacl/)**Carolina Zheng, Nicolas Beltran-Velez, Sweta Karlekar, et al.*2026*