S. Vijayvargiya

Actionable Hallucination Detection: Translating Latent Uncertainty into Agentic Critique

The Latent Critic is introduced, a lightweight low-rank adapter that operates concurrently with a frozen base LLM's generation to actively restructure the transformer's residual stream---amplifying latent grounding signals and translating them into localized, natural language feedback within a single sequence.