PULSE: Identifying Demonstration-Utility Features with Sparse Autoencoders
This work introduces PULSE (Paired Utility Localization over Sparse Encodings), an SAE-based framework for identifying model-internal features associated with demonstration utility and using them for demonstration selection, and PULSE-Retriever, which converts its magnitude into a feature-relevance mask for scalable po...