Search Results for author: Mukuntha Narayanan Sundararaman

Found 6 papers, 2 papers with code

What BERT Based Language Model Learns in Spoken Transcripts: An Empirical Study

no code implementations EMNLP (BlackboxNLP) 2021 Ayush Kumar, Mukuntha Narayanan Sundararaman, Jithendra Vepa

We probe BERT based language models (BERT, RoBERTa) trained on spoken transcripts to investigate its ability to understand multifarious properties in absence of any speech cues.

Language Modelling Spoken Language Understanding

What BERT Based Language Models Learn in Spoken Transcripts: An Empirical Study

no code implementations19 Sep 2021 Ayush Kumar, Mukuntha Narayanan Sundararaman, Jithendra Vepa

We probe BERT based language models (BERT, RoBERTa) trained on spoken transcripts to investigate its ability to understand multifarious properties in absence of any speech cues.

Spoken Language Understanding

Phoneme-BERT: Joint Language Modelling of Phoneme Sequence and ASR Transcript

1 code implementation1 Feb 2021 Mukuntha Narayanan Sundararaman, Ayush Kumar, Jithendra Vepa

In this work, we propose a BERT-style language model, referred to as PhonemeBERT, that learns a joint language model with phoneme sequence and ASR transcript to learn phonetic-aware representations that are robust to ASR errors.

intent-classification Intent Classification +1

Sentiment-Aware Recommendation System for Healthcare using Social Media

no code implementations18 Sep 2019 Alan Aipe, Mukuntha Narayanan Sundararaman, Asif Ekbal

Over the last decade, health communities (known as forums) have evolved into platforms where more and more users share their medical experiences, thereby seeking guidance and interacting with people of the community.

Sentiment Analysis

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