Author

Ruxue Yan

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Jul 2026

Rewarding Better Thinking for LLM Preference Alignment

Think Checklist Reward (TCR), a process-oriented reward for RL-based preference alignment that converts preference pairs into sample-specific thinking checklists and uses them to evaluate whether the generated reasoning trace addresses the preference-implied considerations.

Xu-Bo Liu, Wenya Guo, Ruxue Yan et al. · arXiv.org · 0 citations