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Feature-Guided SAE Steering for Refusal-Rate Control using Contrasting Prompts
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Time-Aware Feature Selection: Adaptive Temporal Masking for Stable Sparse Autoencoder Training
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Anthropic's JumpReLU training method is really good
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这次,LLM黑盒被LLM打开了~
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GPT and Prejudice: A Sparse Approach to Understanding Learned Representations in Large Language Models
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Towards Interpretable and Inference-Optimal COT Reasoning with Sparse Autoencoder-Guided Generation
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AbsTopK: Rethinking Sparse Autoencoders For Bidirectional Features
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Sparse Autoencoders Make Audio Foundation Models more Explainable
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Enhancing LLM Steering through Sparse Autoencoder-Based Vector Refinement
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Measuring Sparse Autoencoder Feature Sensitivity
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Sparse but Wrong: Incorrect L0 Leads to Incorrect Features in Sparse Autoencoders
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Researchers glimpse the inner workings of protein language models
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Low-resourced languages get jailbroken more. Can SAEs explain why?
少点错误
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Rethinking Sparse Autoencoders: Select-and-Project for Fairness and Control from Encoder Features Alone
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The "Sparsity vs Reconstruction Tradeoff" Illusion
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Disentangling concept semantics via multilingual averaging in Sparse Autoencoders
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