Author

Mohammad Rostami

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Preprint Aug 2026

Should We Type or Talk to LLM Agents? A Comprehensive Study of Voice and Keyboard Input Perturbations

This paper presents HIVE (Human Input-Variation Engine), a suite of voice transcription perturbations and QWERTY keyboard perturbations and uses HIVE to evaluate how robust models are to these perturbations.

Zizhao Hu, N. Segura, Mohammad Rostami et al. · 0 citations

Review Aug 2026

Can You Trust the Confidence? ConfBench for Vision-Language Models on Document Extraction

ConfBench is introduced, the first calibration-specific benchmark for key information extraction (KIE), built by applying 20 controlled degradation pipelines to a diverse document set, yielding 1,346 variants and 70K+ entity-level evaluations spanning the full accuracy spectrum.

P. Roy, Sujitha Martin, Mohammad Rostami et al. · 0 citations