Author

Rauf Parchiev

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Preprint Jul 2026

SIRIN: A Unified Toolkit for Detecting Contextual Hallucinations in Retrieval-Augmented and Memory-Grounded LLM Systems

A unified toolkit and interactive web UI for detecting contextual hallucinations in retrieval-augmented, agentic, and memory-grounded LLM systems, and as a faithfulness gate within long-term memory systems is demonstrated.

Julia Belikova, Rauf Parchiev, Mikhail Filimonov et al. · 0 citations