"linear representations" Papers

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Attention layers provably solve single-location regression

Pierre Marion, Raphaël Berthier, Gérard Biau et al.

ICLR 2025arXiv:2410.01537
11
citations

On Linear Representations and Pretraining Data Frequency in Language Models

Jack Merullo, Noah Smith, Sarah Wiegreffe et al.

ICLR 2025arXiv:2504.12459
11
citations

Exploring the LLM Journey from Cognition to Expression with Linear Representations

Yuzi Yan, Jialian Li, YipinZhang et al.

ICML 2024arXiv:2405.16964
6
citations

On the Origins of Linear Representations in Large Language Models

Yibo Jiang, Goutham Rajendran, Pradeep Ravikumar et al.

ICML 2024arXiv:2403.03867
58
citations