Search Results for author: Karthik Ganesan

Found 4 papers, 2 papers with code

ESPnet-SLU: Advancing Spoken Language Understanding through ESPnet

2 code implementations29 Nov 2021 Siddhant Arora, Siddharth Dalmia, Pavel Denisov, Xuankai Chang, Yushi Ueda, Yifan Peng, Yuekai Zhang, Sujay Kumar, Karthik Ganesan, Brian Yan, Ngoc Thang Vu, Alan W Black, Shinji Watanabe

However, there are few open source toolkits that can be used to generate reproducible results on different Spoken Language Understanding (SLU) benchmarks.

Spoken Language Understanding

N-Best ASR Transformer: Enhancing SLU Performance using Multiple ASR Hypotheses

1 code implementation ACL 2021 Karthik Ganesan, Pakhi Bamdev, Jaivarsan B, Amresh Venugopal, Abhinav Tushar

In our work, we test our hypothesis by using concatenated N-best ASR alternatives as the input to transformer encoder models, namely BERT and XLM-RoBERTa, and achieve performance equivalent to the prior state-of-the-art model on DSTC2 dataset.

Spoken Language Understanding

On the Total-Power Capacity of Regular-LDPC Codes with Iterative Message-Passing Decoders

no code implementations4 Apr 2015 Karthik Ganesan, Pulkit Grover, Jan Rabaey, Andrea Goldsmith

We analyze scaling behavior under two VLSI complexity models of decoding.

Information Theory Information Theory

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