output
20092026
most citedSpeechBrain: A General-Purpose Speech Toolkit

514 citations

143 papers

cs.CL2026

A Paradigm for Interpreting Metrics and Identifying Critical Errors in Automatic Speech Recognition

Thibault Bañeras-Roux, Mickael Rouvier, Jane Wottawa +1

The most commonly used metrics for evaluating automatic speech transcriptions, namely Word Error Rate (WER) and Character Error Rate (CER), have been heavily criticized for their p…

cs.CL2026★ 1 cited

HATS: An Open data set Integrating Human Perception Applied to the Evaluation of Automatic Speech Recognition Metrics

Thibault Bañeras Roux, Jane Wottawa, Mickael Rouvier +2

Conventionally, Automatic Speech Recognition (ASR) systems are evaluated on their ability to correctly recognize each word contained in a speech signal. In this context, the word e…

cs.CL2025

ELYADATA & LIA at NADI 2025: ASR and ADI Subtasks

Haroun Elleuch, Youssef Saidi, Salima Mdhaffar +2

This paper describes Elyadata \& LIA's joint submission to the NADI multi-dialectal Arabic Speech Processing 2025. We participated in the Spoken Arabic Dialect Identification (ADI)…

cs.CL2025

An Empirical Analysis of Discrete Unit Representations in Speech Language Modeling Pre-training

Yanis Labrak, Richard Dufour, Mickaël Rouvier

This paper investigates discrete unit representations in Speech Language Models (SLMs), focusing on optimizing speech modeling during continual pre-training. In this paper, we syst…

cs.LG2025

The distribution of calibrated likelihood functions on the probability-likelihood Aitchison simplex

Paul-Gauthier Noé, Andreas Nautsch, Driss Matrouf +2

While calibration of probabilistic predictions has been widely studied, this paper rather addresses calibration of likelihood functions. This has been discussed, especially in biom…

cs.LG2025

Pattern-Based Graph Classification: Comparison of Quality Measures and Importance of Preprocessing

Lucas Potin, Rosa Figueiredo, Vincent Labatut +1

Graph classification aims to categorize graphs based on their structural and attribute features, with applications in diverse fields such as social network analysis and bioinformat…