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Author Spotlight: Investigating the Impact of Emotional Prosodies on Voice Recognition and Perception
Published on: August 9, 2024
The Test of Auditory-Vocal Affect (TAVA) dataset
Juan S Gómez-Cañón1,2, Camille Noufi2,3, Jonathan Berger2
1Stanford University School of Medicine, Department of Psychiatry and Behavioral Sciences, Stanford, CA, USA.
Abstract:
In this paper we present the TAVA, a novel dataset for advancing research in Speech Emotion Recognition (SER) by disentangling paralinguistic and linguistic information in affective speech signals. The dataset includes 352 audio recordings of emotionally expressive English speech, each paired with a corresponding transformed electroglottographic (tEGG) version-a signal designed to preserve affective cues while systematically suppressing phonetic content. In addition, we provide over 120,000 crowd-sourced ratings of valence, arousal, and dominance for both the original and transformed signals. These ratings support fine-grained comparisons of affect perception across modalities. Building on prior work showing that tEGG signals can effectively isolate vocal affect, this dataset offers a unique resource for evaluating sensitivity to vocal affect in clinical populations with language or communication difficulties, as well as in studies aimed at dissociating linguistic and affective processing in individuals without these impairments. By contributing a phoneme-reduced, affect-rich signal representation to the SER community, we aim to enable more robust modelling of vocal affect and broaden the applicability of SER systems to diverse user populations.
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