Beyond Shallow Alignment: How Post-Training Methods Determine Refusal Circuits And Steering Robustness
No post-training method achieves all three properties the authors would want from safe alignment at once: refusal that isn't concentrated in a few fragile components, safety gains that don't cost general capability, and safety behavior correctable through small, targeted edits.
Hoang Cuong Nguyen, M. Dras, Usman Naseem
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