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09/20/2023
Incremental Blockwise Beam Search for Simultaneous Speech Translation with Controllable Quality-Latency Tradeoff
Blockwise self-attentional encoder models have recently emerged as one p...
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08/19/2023
Bayes Risk Transducer: Transducer with Controllable Alignment Prediction
Automatic speech recognition (ASR) based on transducers is widely used. ...
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07/20/2023
Integrating Pretrained ASR and LM to Perform Sequence Generation for Spoken Language Understanding
There has been an increased interest in the integration of pretrained sp...
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05/29/2023
Exploration of Efficient End-to-End ASR using Discretized Input from Self-Supervised Learning
Self-supervised learning (SSL) of speech has shown impressive results in...
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05/18/2023
Prompting the Hidden Talent of Web-Scale Speech Models for Zero-Shot Task Generalization
We investigate the emergent abilities of the recently proposed web-scale...
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05/18/2023
A Comparative Study on E-Branchformer vs Conformer in Speech Recognition, Translation, and Understanding Tasks
Conformer, a convolution-augmented Transformer variant, has become the d...
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05/02/2023
A Study on the Integration of Pipeline and E2E SLU systems for Spoken Semantic Parsing toward STOP Quality Challenge
Recently there have been efforts to introduce new benchmark tasks for sp...
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05/02/2023
The Pipeline System of ASR and NLU with MLM-based Data Augmentation toward STOP Low-resource Challenge
This paper describes our system for the low-resource domain adaptation t...
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05/01/2023
Joint Modelling of Spoken Language Understanding Tasks with Integrated Dialog History
Most human interactions occur in the form of spoken conversations where ...
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04/10/2023
ESPnet-ST-v2: Multipurpose Spoken Language Translation Toolkit
ESPnet-ST-v2 is a revamp of the open-source ESPnet-ST toolkit necessitat...
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02/24/2023
Improving Massively Multilingual ASR With Auxiliary CTC Objectives
Multilingual Automatic Speech Recognition (ASR) models have extended the...
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12/21/2022
4D ASR: Joint modeling of CTC, Attention, Transducer, and Mask-Predict decoders
The network architecture of end-to-end (E2E) automatic speech recognitio...
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11/11/2022
Align, Write, Re-order: Explainable End-to-End Speech Translation via Operation Sequence Generation
The black-box nature of end-to-end speech translation (E2E ST) systems m...
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11/02/2022
Towards Zero-Shot Code-Switched Speech Recognition
In this work, we seek to build effective code-switched (CS) automatic sp...
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11/01/2022
Avoid Overthinking in Self-Supervised Models for Speech Recognition
Self-supervised learning (SSL) models reshaped our approach to speech, l...
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10/29/2022
BERT Meets CTC: New Formulation of End-to-End Speech Recognition with Pre-trained Masked Language Model
This paper presents BERT-CTC, a novel formulation of end-to-end speech r...
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10/27/2022
Token-level Sequence Labeling for Spoken Language Understanding using Compositional End-to-End Models
End-to-end spoken language understanding (SLU) systems are gaining popul...
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10/14/2022
Bayes risk CTC: Controllable CTC alignment in Sequence-to-Sequence tasks
Sequence-to-Sequence (seq2seq) tasks transcribe the input sequence to a ...
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10/11/2022
CTC Alignments Improve Autoregressive Translation
Connectionist Temporal Classification (CTC) is a widely used approach fo...
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07/19/2022
ESPnet-SE++: Speech Enhancement for Robust Speech Recognition, Translation, and Understanding
This paper presents recent progress on integrating speech separation and...
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07/14/2022
Two-Pass Low Latency End-to-End Spoken Language Understanding
End-to-end (E2E) models are becoming increasingly popular for spoken lan...
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04/05/2022
Combining Spectral and Self-Supervised Features for Low Resource Speech Recognition and Translation
Self-Supervised Learning (SSL) models have been successfully applied in ...
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11/29/2021
Joint Modeling of Code-Switched and Monolingual ASR via Conditional Factorization
Conversational bilingual speech encompasses three types of utterances: t...
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11/29/2021
ESPnet-SLU: Advancing Spoken Language Understanding through ESPnet
As Automatic Speech Processing (ASR) systems are getting better, there i...
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09/27/2021
Fast-MD: Fast Multi-Decoder End-to-End Speech Translation with Non-Autoregressive Hidden Intermediates
The multi-decoder (MD) end-to-end speech translation model has demonstra...
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07/24/2021
Differentiable Allophone Graphs for Language-Universal Speech Recognition
Building language-universal speech recognition systems entails producing...
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07/01/2021
ESPnet-ST IWSLT 2021 Offline Speech Translation System
This paper describes the ESPnet-ST group's IWSLT 2021 submission in the ...
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05/02/2021
