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Papers
Teaching Large Language Models to Maintain Contextual Faithfulness via Synthetic Tasks and Reinforcement Learning
AAAI 2026
DeCoRe: Decoding by Contrasting Retrieval Heads to Mitigate Hallucinations
EMNLP 2025
Improving Contextual Faithfulness of Large Language Models via Retrieval Heads-Induced Optimization
ACL 2025
PIPER: Benchmarking and Prompting Event Reasoning Boundary of LLMs via Debiasing-Distillation Enhanced Tuning
ACL 2025
Context-faithful Prompting for Large Language Models
EMNLP 2023