Search Results for author: David Roth

Found 2 papers, 1 papers with code

Variations and Relaxations of Normalizing Flows

no code implementations8 Sep 2023 Keegan Kelly, Lorena Piedras, Sukrit Rao, David Roth

Normalizing Flows (NFs) describe a class of models that express a complex target distribution as the composition of a series of bijective transformations over a simpler base distribution.

End-to-End Speech Recognition and Disfluency Removal with Acoustic Language Model Pretraining

1 code implementation8 Sep 2023 Saksham Bassi, Giulio Duregon, Siddhartha Jalagam, David Roth

In light of recent successes in large scale audio pretraining, we revisit the performance comparison between two-stage and end-to-end model and find that audio based language models pretrained using weak self-supervised objectives match or exceed the performance of similarly trained two-stage models, and further, that the choice of pretraining objective substantially effects a model's ability to be adapted to the disfluency removal task.

Language Modelling speech-recognition +1

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