Vidyesh N. K.

Sakshi-Protocol: State-Space Control and Distortion-Guided Grounding in Large Language Models

2026 · Zenodo (CERN European Organization for Nuclear Research)

Modern large language models (LLMs) exhibit strong generative capabilitiesbut remain prone to producing fluent yet factually incorrect outputs. A keylimitation of existing approaches is the absence of an explicit representationof internal reasoning dynamics, with generation …