Author

Saksham Khatwani

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Preprint Aug 2026

Toward a Gricean Retreat: Probing LLMs for Knowledge Boundaries and Referent Specificity

This work probes models to answer two questions: do their activations encode whether a referent falls inside the knowledge boundary, and do they anticipate the specificity of the referent they are about to generate?

Dananjay Srinivas, Saksham Khatwani, M. Pacheco · 0 citations

#natural language process... Preprint Aug 2026

Surgical Alignment in Knowledge Graph Training for Clinical Diagnosis with Large Language Models

A systematic study spanning five KG task formulations, three training paradigms, two KGs, and three base LLMs finds that at the task level, all paradigms improve over the non-finetuned baseline, but methods with comparable in-domain accuracy show substantially different knowledge transfer behavior.

Saksham Khatwani, He Cheng, Majid Afshar et al. · 0 citations