Effectiveness of Text, Acoustic, and Lattice-based representations in Spoken Language Understanding tasks

16 December 2022

Papers citing "Effectiveness of Text, Acoustic, and Lattice-based representations in Spoken Language Understanding tasks"

23 / 23 papers shown

Title
HuBERT: Self-Supervised Speech Representation Learning by Masked Prediction of Hidden Units Wei-Ning Hsu Benjamin Bolte Yao-Hung Hubert Tsai Kushal Lakhotia Ruslan Salakhutdinov Abdel-rahman Mohamed SSL 127 2,879 0 14 Jun 2021
SpeechBrain: A General-Purpose Speech Toolkit Mirco Ravanelli Titouan Parcollet Peter William VanHarn Plantinga Aku Rouhe Samuele Cornell ... William Aris Hwidong Na Yan Gao R. Mori Yoshua Bengio 57 758 0 08 Jun 2021
Comparing CTC and LFMMI for out-of-domain adaptation of wav2vec 2.0 acoustic model Apoorv Vyas S. Madikeri H. Bourlard 21 15 0 06 Apr 2021
Leveraging Acoustic and Linguistic Embeddings from Pretrained speech and language Models for Intent Classification Bidisha Sharma Maulik C. Madhavi Haizhou Li 37 19 0 15 Feb 2021
SLURP: A Spoken Language Understanding Resource Package E. Bastianelli Andrea Vanzo P. Swietojanski Verena Rieser VLM 76 226 0 26 Nov 2020
Pkwrap: a PyTorch Package for LF-MMI Training of Acoustic Models S. Madikeri Sibo Tong Juan Pablo Zuluaga Apoorv Vyas P. Motlícek H. Bourlard VLM 27 19 0 07 Oct 2020
Semantic Complexity in End-to-End Spoken Language Understanding Joseph P. McKenna Samridhi Choudhary Michael Stephen Saxon Grant P. Strimel Athanasios Mouchtaris 27 14 0 06 Aug 2020
Pretrained Semantic Speech Embeddings for End-to-End Spoken Language Understanding via Cross-Modal Teacher-Student Learning Pavel Denisov Ngoc Thang Vu 20 30 0 03 Jul 2020
Unsupervised Cross-lingual Representation Learning for Speech Recognition Alexis Conneau Alexei Baevski R. Collobert Abdel-rahman Mohamed Michael Auli SSL 97 770 0 24 Jun 2020
wav2vec 2.0: A Framework for Self-Supervised Learning of Speech Representations Alexei Baevski Henry Zhou Abdel-rahman Mohamed Michael Auli SSL 160 5,677 0 20 Jun 2020
Jointly Encoding Word Confusion Network and Dialogue Context with BERT for Spoken Language Understanding Chen Liu Su Zhu Zijian Zhao Ruisheng Cao Lu Chen Kai Yu 43 19 0 24 May 2020
PyChain: A Fully Parallelized PyTorch Implementation of LF-MMI for End-to-End ASR Yiwen Shao Yiming Wang Daniel Povey Sanjeev Khudanpur AI4TS 45 39 0 20 May 2020
PyTorch: An Imperative Style, High-Performance Deep Learning Library Adam Paszke Sam Gross Francisco Massa Adam Lerer James Bradbury ... Sasank Chilamkurthy Benoit Steiner Lu Fang Junjie Bai Soumith Chintala ODL 221 42,038 0 03 Dec 2019
Hierarchical Multi-Task Natural Language Understanding for Cross-domain Conversational AI: HERMIT NLU Andrea Vanzo E. Bastianelli Oliver Lemon 49 36 0 02 Oct 2019
Espresso: A Fast End-to-end Neural Speech Recognition Toolkit Yiming Wang Tongfei Chen Hainan Xu Shuoyang Ding Hang Lv Yiwen Shao Nanyun Peng Lei Xie Shinji Watanabe Sanjeev Khudanpur VLM 46 73 0 18 Sep 2019
Multimodal Transformer for Unaligned Multimodal Language Sequences Yao-Hung Hubert Tsai Shaojie Bai Paul Pu Liang J. Zico Kolter Louis-Philippe Morency Ruslan Salakhutdinov 57 1,280 0 01 Jun 2019
Speech Model Pre-training for End-to-End Spoken Language Understanding Loren Lugosch Mirco Ravanelli Patrick Ignoto Vikrant Singh Tomar Yoshua Bengio SyDa AuLLM 57 349 0 07 Apr 2019
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding Jacob Devlin Ming-Wei Chang Kenton Lee Kristina Toutanova VLM SSL SSeg 882 93,936 0 11 Oct 2018
From Audio to Semantics: Approaches to end-to-end spoken language understanding Parisa Haghani A. Narayanan M. Bacchiani Galen Chuang Neeraj Gaur Pedro J. Moreno Rohit Prabhavalkar Zhongdi Qu Austin Waters 32 150 0 24 Sep 2018
Snips Voice Platform: an embedded Spoken Language Understanding system for private-by-design voice interfaces A. Coucke Alaa Saade Adrien Ball Théodore Bluche A. Caulier ... Thibault Gisselbrecht F. Caltagirone Thibaut Lavril Maël Primet Joseph Dureau SyDa 96 818 0 25 May 2018
Towards end-to-end spoken language understanding Dmitriy Serdyuk Yongqiang Wang Christian Fuegen Anuj Kumar Baiyang Liu Yoshua Bengio 38 232 0 23 Feb 2018
Attention Is All You Need Ashish Vaswani Noam M. Shazeer Niki Parmar Jakob Uszkoreit Llion Jones Aidan Gomez Lukasz Kaiser Illia Polosukhin 3DV 430 129,831 0 12 Jun 2017
ASR error management for improving spoken language understanding E. Simonnet Sahar Ghannay Nathalie Camelin Yannick Esteve R. Mori 50 35 0 26 May 2017