Earnings-22: A Practical Benchmark for Accents in the Wild

no code implementations • 29 Mar 2022 • Miguel Del Rio, Peter Ha, Quinten McNamara, Corey Miller, Shipra Chandra

Beyond that, there is a lack of real-world, accented corpora to properly benchmark academic and commercial models.

Automatic Speech Recognition Automatic Speech Recognition (ASR) +2

Earnings-21: A Practical Benchmark for ASR in the Wild

2 code implementations • 22 Apr 2021 • Miguel Del Rio, Natalie Delworth, Ryan Westerman, Michelle Huang, Nishchal Bhandari, Joseph Palakapilly, Quinten McNamara, Joshua Dong, Piotr Zelasko, Miguel Jette

Commonly used speech corpora inadequately challenge academic and commercial ASR systems.

named-entity-recognition Named Entity Recognition +1

Accented Speech Recognition: A Survey

no code implementations • 21 Apr 2021 • Arthur Hinsvark, Natalie Delworth, Miguel Del Rio, Quinten McNamara, Joshua Dong, Ryan Westerman, Michelle Huang, Joseph Palakapilly, Jennifer Drexler, Ilya Pirkin, Nishchal Bhandari, Miguel Jette

Automatic Speech Recognition (ASR) systems generalize poorly on accented speech.

Accented Speech Recognition Automatic Speech Recognition +3

Emergence of Separable Manifolds in Deep Language Representations

1 code implementation • ICML 2020 • Jonathan Mamou, Hang Le, Miguel Del Rio, Cory Stephenson, Hanlin Tang, Yoon Kim, SueYeon Chung

In addition, we find that the emergence of linear separability in these manifolds is driven by a combined reduction of manifolds' radius, dimensionality and inter-manifold correlations.