Papers with self-reflective reasoning capabilities
Thinking Twice Makes Large Language Models Safer and More Helpful (2026.findings-acl)
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| Challenge: | Existing safety alignment techniques for large language models (LLMs) struggle to balance harmlessness and usefulness. |
| Approach: | They propose a safety-aware reflection-based reasoning framework that internalizes self-reflective reasoning and encourages reflection and correction. |
| Outcome: | The proposed framework outperforms reasoning-based alignment methods in safety alignment. |