Structured Relevance Assessment for Robust Retrieval-Augmented Language Models
Astitva Veer Garg, Aryan Raj, Dr. Anitha D
Conference: International Conference on Information Technology for Social Development (ICT4SD 2025)
Publisher: Springer Nature • Lecture Notes in Networks and Systems, vol 1652
Published: October 31, 2025 • Pages 73-82
DOI: 10.1007/978-3-032-06691-6_8
This paper addresses the challenges faced by Retrieval-Augmented Language Models (RALMs) in reducing factual errors by introducing a framework for structured relevance assessment. The work proposes a multi-dimensional scoring system for document relevance, embedding-based relevance scoring, and specialized benchmarking showing significant reductions in hallucination rates.
