4 papers · 1 filter
An Efficient Self-Learning Framework For Interactive Spoken Dialog Systems
Hitesh Tulsiani, David M. Chan, Shalini Ghosh +6
Dialog systems, such as voice assistants, are expected to engage with users in complex, evolving conversations. Unfortunately, traditional automatic speech recognition (ASR) system…
Multi-Stage Multi-Modal Pre-Training for Automatic Speech Recognition
Yash Jain, David Chan, Pranav Dheram +4
Recent advances in machine learning have demonstrated that multi-modal pre-training can improve automatic speech recognition (ASR) performance compared to randomly initialized mode…
conv_einsum: A Framework for Representation and Fast Evaluation of Multilinear Operations in Convolutional Tensorial Neural Networks
Tahseen Rabbani, Jiahao Su, Xiaoyu Liu +3
Modern ConvNets continue to achieve state-of-the-art results over a vast array of vision and image classification tasks, but at the cost of increasing parameters. One strategy for…
Task Oriented Dialogue as a Catalyst for Self-Supervised Automatic Speech Recognition
David M. Chan, Shalini Ghosh, Hitesh Tulsiani +2
While word error rates of automatic speech recognition (ASR) systems have consistently fallen, natural language understanding (NLU) applications built on top of ASR systems still a…