Author

Abhinav Mohanty

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Preprint Aug 2026

From Interpretability to Control: Insights from Six Years of the TrustNLP Workshop

Analysis from the classification study reveals that truthfulness is the fastest-growing dimension, fairness remains the most consistent theme, and explainability exhibits a U-shaped trajectory; declining as post-hoc methods lost relevance but resurging in 2026 through mechanistic interpretability.

Rahul Gupta, Abhinav Mohanty, Anaelia Ovalle et al. · 0 citations

Review Jul 2026

A Threshold Exceedance Framework for CBRN Uplift Evaluation in Frontier Language Models

A Threshold Exceedance Criteria (TEC) framework is introduced that decomposes an uplift study into independently executable components: determining non-expert participant eligibility, defining the CBRN threat scope for the study, and statistically estimating material uplift.

Rahul Gupta, Abhinav Mohanty, Payal Motwani et al. · arXiv.org · 0 citations