Enhancing Hallucination Detection through Perturbation-Based Synthetic Data Generation in System Responses

Dongxu Zhang, Varun Gangal, Barrett Martin Lattimer +1

Detecting hallucinations in large language model (LLM) outputs is pivotal, yet traditional fine-tuning for this classification task is impeded by the expensive and quickly outdated…