Author

Venkatesh Saligrama

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Preprint Aug 2026

Do Audio Language Models Use Paralinguistic Evidence? Counterfactual Audits for Response Evaluation

Audio-language models (ALMs) are increasingly used as judges for speech-to-speech systems, but a judge that receives audio may not actually use paralinguistic evidence. We introduce counterfactual audits for paralinguistic response evaluation. Each audit item holds the transcript fixed while varying affect, prosody, or...

Kevin Miller, Arjun Chandra, Venkatesh Saligrama · 1 citation · ⚡1

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