I-CALM: Incentivizing Confidence-Aware Abstention for LLM Hallucination Mitigation

Researchers developed I-CALM, a prompt-based framework that reduces AI hallucinations by encouraging language models to abstain from answering when uncertain, rather than providing confident but incorrect responses. The method uses verbal confidence assessment and reward schemes to improve reliability without model retraining.