Abstain-R1: Calibrated Abstention and Post-Refusal Clarification via Verifiable RL

Skylar Zhai, Jingcheng Liang, Dongyeop Kang

Reinforcement fine-tuning improves the reasoning ability of large language models, but it can also encourage them to answer unanswerable queries by guessing or hallucinating missin…