This work utilizes a histopathology-validated brain MRI dataset to systematically assess the diagnostic robustness of four VLM families under evidence-preserving perturbations, and reveals significant vulnerabilities in presentation-order stability.
Ali Khoramfar, M. Dousti, Alireza Mohamadian et al.· 0 citations
Across most tasks, text-only baselines outperform their audio counterparts, so audio understanding rather than language knowledge remains the main limitation, and supplying the transcript alongside the audio lifts weak models to near their text-only level.
Mohammad Javad Ranjbar Kalahroodi, M. Amini, Parmis Bathayan et al.· arXiv.org· 2 citations
ParsVoice is introduced, the largest publicly available Persian speech-text corpus tailored for training multi-speaker TTS systems, along with a scalable pipeline to construct high-quality speech-text data from long-form audiobook recordings, supporting reproducible research on Persian speech synthesis and low-resource...