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College of Computing and Data Science, Nanyang Technological University, Singapore
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Self-repair mechanisms in transformers can obscure critical components, but Conditional Co-Ablation reveals hidden backups that are essential for understanding model behavior.
RealSafe-R1 achieves safety alignment of DeepSeek-R1 without sacrificing reasoning performance, a common trade-off in prior safety alignment efforts.