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Author

Wenya Guo

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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. · 0 citations
Book Open access Jul 2026

SSR: Structured Subgraph Retrieval for Temporal Knowledge Graph Question Answering with LLMs

SSR, a Structured Subgraph Retrieval framework for TKGQA with Large Language Models, demonstrates that SSR consistently outperforms strong baselines by a clear margin, achieving state-of-the-art performance.

Ying Zhang, Li Zhang, Wenya Guo et al. · 0 citations

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