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09/18/2023
Investigating End-to-End ASR Architectures for Long Form Audio Transcription
This paper presents an overview and evaluation of some of the end-to-end...
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05/08/2023
Fast Conformer with Linearly Scalable Attention for Efficient Speech Recognition
Conformer-based models have become the most dominant end-to-end architec...
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05/17/2021
SGD-QA: Fast Schema-Guided Dialogue State Tracking for Unseen Services
Dialogue state tracking is an essential part of goal-oriented dialogue s...
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04/05/2021
SPGISpeech: 5,000 hours of transcribed financial audio for fully formatted end-to-end speech recognition
In the English speech-to-text (STT) machine learning task, acoustic mode...
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08/27/2020
A Fast and Robust BERT-based Dialogue State Tracker for Schema-Guided Dialogue Dataset
Dialog State Tracking (DST) is one of the most crucial modules for goal-...
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07/24/2020
Real-World Multi-Domain Data Applications for Generalizations to Clinical Settings
With promising results of machine learning based models in computer visi...
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12/31/2019
Leveraging Semi-Supervised Learning for Fairness using Neural Networks
There has been a growing concern about the fairness of decision-making s...
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11/11/2018
Semi-supervised Deep Representation Learning for Multi-View Problems
While neural networks for learning representation of multi-view data hav...
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05/18/2018
MARS: Memory Attention-Aware Recommender System
In this paper, we study the problem of modeling users' diverse interests...
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05/07/2018
DIRECT: Deep Discriminative Embedding for Clustering of LIGO Data
In this paper, benefiting from the strong ability of deep neural network...
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06/12/2017