187 citations · 698 across the 55 of their papers we have counts for
5 papers · 2 filters
Speech Summarization using Restricted Self-Attention
Roshan Sharma, Shruti Palaskar, Alan W Black +1
Speech summarization is typically performed by using a cascade of speech recognition and text summarization models. End-to-end modeling of speech summarization models is challengin…
Differentiable Allophone Graphs for Language-Universal Speech Recognition
Brian Yan, Siddharth Dalmia, David R. Mortensen +2
Building language-universal speech recognition systems entails producing phonological units of spoken sound that can be shared across languages. While speech annotations at the lan…
Rethinking End-to-End Evaluation of Decomposable Tasks: A Case Study on Spoken Language Understanding
Siddhant Arora, Alissa Ostapenko, Vijay Viswanathan +4
Decomposable tasks are complex and comprise of a hierarchy of sub-tasks. Spoken intent prediction, for example, combines automatic speech recognition and natural language understan…
Searchable Hidden Intermediates for End-to-End Models of Decomposable Sequence Tasks
Siddharth Dalmia, Brian Yan, Vikas Raunak +2
End-to-end approaches for sequence tasks are becoming increasingly popular. Yet for complex sequence tasks, like speech translation, systems that cascade several models trained on…
NoiseQA: Challenge Set Evaluation for User-Centric Question Answering
Abhilasha Ravichander, Siddharth Dalmia, Maria Ryskina +3
When Question-Answering (QA) systems are deployed in the real world, users query them through a variety of interfaces, such as speaking to voice assistants, typing questions into a…