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cs.AI2026
CLEAR: Continuous Latent Adapter Routing for Utility-Preserving LLM Safety Alignment
Chengxiao Wang, Enyi Jiang, Xiaojing Liao +1
Improving the safety of large language models (LLMs) often comes at the expense of utility, as globally applied safety tuning may affect model responses to both harmful and benign…
cs.AI2026
Robust Answers, Fragile Logic: Probing the Decoupling Hypothesis in LLM Reasoning
Enyi Jiang, Changming Xu, Nischay Singh +2
While Chain-of-Thought (CoT) prompting has become a cornerstone for complex reasoning in Large Language Models (LLMs), the faithfulness of the generated reasoning remains an open q…