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LinguaLens: Towards Interpreting Linguistic Mechanisms of Large Language Models via Sparse Auto-Encoder

Published in EMNLP, 2025

We introduce LinguaLens, a sparse auto-encoder–based framework for analyzing linguistic mechanisms in large language models.

Recommended citation: Yi Jing, Zijun Yao, Hongzhu Guo, Lingxu Ran, Xiaozhi Wang, Lei Hou, Juanzhi Li. 2025. LinguaLens: Towards Interpreting Linguistic Mechanisms of Large Language Models via Sparse Auto-Encoder. EMNLP 2025.
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Talk 1 on Relevant Topic in Your Field

Published: March 01, 2012

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Published: February 01, 2014

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Published: March 01, 2014

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