Author

Bjorn W. Schuller

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#natural language process... Preprint Oct 2026

DeBERTa-ConPara: Attack-Aware and Deployment-Realistic Detection of AI-Generated Text

Robust detection of AI-generated text under deployment conditions is challenging: distribution shifts across domains and generators, adversarial perturbations of the input surface, and the absence of target-domain labels for threshold calibration all degrade detectors that perform well in-domain. We present DeBERTa-Con...

Mohamed Mady, Yu-Pei Li, Johannes Reschke et al. · 0 citations

#natural language process... Preprint Sep 2026

CLASH: Counterfactual Auditing of Lexical and Prosodic Reliance in Spoken Sarcasm Detection

Spoken sarcasm detectors may exploit lexical content, prosody, or their interaction, yet conventional evaluation cannot reveal which cues drive their predictions. We introduce CLASH (Controlled Lexical-Acoustic Separation Harness), a bilingual counterfactual diagnostic framework that evaluates each utterance under orig...

Qi-Yang Sun, Xu-Dong Li, Yu-Pei Li et al. · 1 citation