TODM: Train Once Deploy Many Efficient Supernet-Based RNN-T Compression For On-device ASR Models

no code implementations • 5 Sep 2023 • Yuan Shangguan, Haichuan Yang, Danni Li, Chunyang Wu, Yassir Fathullah, Dilin Wang, Ayushi Dalmia, Raghuraman Krishnamoorthi, Ozlem Kalinli, Junteng Jia, Jay Mahadeokar, Xin Lei, Mike Seltzer, Vikas Chandra

Results demonstrate that our TODM Supernet either matches or surpasses the performance of manually tuned models by up to a relative of 3% better in word error rate (WER), while efficiently keeping the cost of training many models at a small constant.

Automatic Speech Recognition Automatic Speech Recognition (ASR) +2

Unified Semantic Parsing with Weak Supervision

1 code implementation • ACL 2019 • Priyanka Agrawal, Parag Jain, Ayushi Dalmia, Abhishek Bansal, Ashish Mittal, Karthik Sankaranarayanan

Semantic parsing over multiple knowledge bases enables a parser to exploit structural similarities of programs across the multiple domains.

Semantic Parsing

Styling with Attention to Details

no code implementations • 3 Jul 2018 • Ayushi Dalmia, Sachindra Joshi, Raghavendra Singh, Vikas Raykar

We pose the problem of predicting complementary fashion items as a sequence to sequence problem where the input is the selected set of fashion items and the output is a complementary fashion item based on the style information learned by the model.

Retrieval

IIIT-H at SemEval 2015: Twitter Sentiment Analysis -- The Good, the Bad and the Neutral!

no code implementations • SEMEVAL 2015 • Ayushi Dalmia, Manish Gupta, Vasudeva Varma

Twitter Sentiment Analysis