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Proposes reference feature atlases for auditing language models, enabling efficient transfer of feature libraries across models and revealing model-specific anomalies.
This paper uses Dedicated Feature Crosscoders to localize RL-induced tool-use capability in Qwen2.5-3B to a single steerable feature, achieving +65pp tool-correctness via feature steering and demonstrating capability spillover to frozen base models.