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All SourcesarXiv
#residual stream

Locate, Steer, and Improve: A Practical Survey of Actionable Mechanistic Interpretability in Large Language Models

Intermediate
Hengyuan Zhang, Zhihao Zhang et al.Jan 20arXiv

This survey turns model understanding into a step-by-step repair toolkit called Locate, Steer, and Improve.

#mechanistic interpretability#residual stream#attention heads

Not triaged yet

The Assistant Axis: Situating and Stabilizing the Default Persona of Language Models

Intermediate
Christina Lu, Jack Gallagher et al.Jan 15arXiv

Language models can act like many characters, but they usually aim to be a helpful Assistant after post-training.

#Assistant Axis#persona drift#activation capping

Not triaged yet

Mechanistic Interpretability of Large-Scale Counting in LLMs through a System-2 Strategy

Intermediate
Hosein Hasani, Mohammadali Banayeeanzade et al.Jan 6arXiv

Large language models (LLMs) are good at many math problems but often mess up simple counting when the list gets long.

#mechanistic interpretability#counting in LLMs#System-2 prompting

Not triaged yet