Author

Julia Belikova

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#natural language process... Preprint Sep 2026

Enoki: Efficient Multi-Level Hallucination Detection

This work proposes Enoki, an Open Information Extraction framework for multi-level hallucination detection that supports LLM-based, encoder-based, and rule-based extraction regimes, balancing accuracy and inference cost through a common interface.

Elisei Rykov, Timur Ionov, Nikolay Ivanov et al. · 0 citations

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