Siddhant Hardikar

Confidence-Calibrated Hallucination Reduction in RAG-Augmented LLM Systems

2026 · Zenodo (CERN European Organization for Nuclear Research)

Large Language Models (LLMs) exhibit impressive generative capability but remain unsafe for high-stakes deployment because they can produce fluent, plausible, and factually incorrect outputs. This hallucination problem is not merely an accuracy issue; it is …