Skip to content

Author

Daria Kotova

2 papers indexed here

We haven’t gathered this author’s papers yet. Follow them and we’ll fetch their work.

Not the right person? Other researchers publish under this name.

#natural language process... Preprint Oct 2026

What LLMs Do in the Shadows: Reading Context Reliance from the Unembedding Dark Space

Detecting faithfulness hallucinations in large language models (LLMs) is crucial for their safe deployment in high-stakes domains. Recent approaches address this by contrasting contextual against parametric knowledge utilization, yet measuring context reliance typically demands noticeable overhead, such as materializin...

A. Kuleshova, Andrey Volodichev, Daria Kotova et al. · 0 citations

INTRYGUE: Induction-Aware Entropy Gating for Reliable RAG Uncertainty Estimation

INTRYGUE (Induction-Aware Entropy Gating for Uncertainty Estimation), a training-free, mechanistically grounded method that gates predictive entropy by an attention-based estimate of induction-head activity, is proposed, suggesting that hallucination detection in RAG benefits from combining predictive uncertainty with...

Alexandra Kuleshova, Andrei Volodichev, Daria Kotova et al. · 0 citations

We use cookies to run the site and, with your consent, for analytics and to show ads. See our Cookie Policy.