research
∙
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...
share
research
∙
09/19/2023
Semi-Autoregressive Streaming ASR With Label Context
Non-autoregressive (NAR) modeling has gained significant interest in spe...
research
∙
09/19/2023
AV-SUPERB: A Multi-Task Evaluation Benchmark for Audio-Visual Representation Models
Audio-visual representation learning aims to develop systems with human-...
research
∙
09/18/2023
Dynamic-SUPERB: Towards A Dynamic, Collaborative, and Comprehensive Instruction-Tuning Benchmark for Speech
Text language models have shown remarkable zero-shot capability in gener...
research
∙
09/16/2023
Decoder-only Architecture for Speech Recognition with CTC Prompts and Text Data Augmentation
Collecting audio-text pairs is expensive; however, it is much easier to ...
research
∙
09/15/2023
The Multimodal Information Based Speech Processing (MISP) 2023 Challenge: Audio-Visual Target Speaker Extraction
Previous Multimodal Information based Speech Processing (MISP) challenge...
research
∙
09/14/2023
Voxtlm: unified decoder-only models for consolidating speech recognition/synthesis and speech/text continuation tasks
We propose a decoder-only language model, VoxtLM, that can perform four ...
research
∙
08/19/2023
Bayes Risk Transducer: Transducer with Controllable Alignment Prediction
Automatic speech recognition (ASR) based on transducers is widely used. ...
research
∙
07/24/2023
Integration of Frame- and Label-synchronous Beam Search for Streaming Encoder-decoder Speech Recognition
Although frame-based models, such as CTC and transducers, have an affini...
research
∙
07/23/2023
Exploring the Integration of Speech Separation and Recognition with Self-Supervised Learning Representation
Neural speech separation has made remarkable progress and its integratio...
research
∙
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...
research
∙
07/17/2023
BASS: Block-wise Adaptation for Speech Summarization
End-to-end speech summarization has been shown to improve performance ov...
research
∙
06/23/2023
The CHiME-7 DASR Challenge: Distant Meeting Transcription with Multiple Devices in Diverse Scenarios
The CHiME challenges have played a significant role in the development a...
research
∙
06/11/2023
Reducing Barriers to Self-Supervised Learning: HuBERT Pre-training with Academic Compute
Self-supervised learning (SSL) has led to great strides in speech proces...
research
∙
06/01/2023
Exploration on HuBERT with Multiple Resolutions
Hidden-unit BERT (HuBERT) is a widely-used self-supervised learning (SSL...
research
∙
05/31/2023
UNSSOR: Unsupervised Neural Speech Separation by Leveraging Over-determined Training Mixtures
In reverberant conditions with multiple concurrent speakers, each microp...
research
∙
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...
research
∙
05/28/2023
DPHuBERT: Joint Distillation and Pruning of Self-Supervised Speech Models
Self-supervised learning (SSL) has achieved notable success in many spee...
research
∙
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...
research
∙
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...
research
∙
05/18/2023
ML-SUPERB: Multilingual Speech Universal PERformance Benchmark
Speech processing Universal PERformance Benchmark (SUPERB) is a leaderbo...
research
∙
05/12/2023
Improving Cascaded Unsupervised Speech Translation with Denoising Back-translation
Most of the speech translation models heavily rely on parallel data, whi...
research
∙
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...
research
∙
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...
research
∙
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 ...
research
∙
04/25/2023
AudioGPT: Understanding and Generating Speech, Music, Sound, and Talking Head
Large language models (LLMs) have exhibited remarkable capabilities acro...
research
∙
04/18/2023
Neural Speech Enhancement with Very Low Algorithmic Latency and Complexity via Integrated Full- and Sub-Band Modeling
We propose FSB-LSTM, a novel long short-term memory (LSTM) based archite...
research
∙
04/13/2023
Efficient Sequence Transduction by Jointly Predicting Tokens and Durations
This paper introduces a novel Token-and-Duration Transducer (TDT) archit...
research
∙
04/10/2023
Enhancing Speech-to-Speech Translation with Multiple TTS Targets
It has been known that direct speech-to-speech translation (S2ST) models...
research
∙
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...
research
∙
03/14/2023
I3D: Transformer architectures with input-dependent dynamic depth for speech recognition
Transformer-based end-to-end speech recognition has achieved great succe...
research
∙
03/11/2023
The Multimodal Information based Speech Processing (MISP) 2022 Challenge: Audio-Visual Diarization and Recognition
The Multi-modal Information based Speech Processing (MISP) challenge aim...
research
∙
03/03/2023
End-to-End Speech Recognition: A Survey
In the last decade of automatic speech recognition (ASR) research, the i...
research
∙
02/27/2023
Structured Pruning of Self-Supervised Pre-trained Models for Speech Recognition and Understanding
Self-supervised speech representation learning (SSL) has shown to be eff...
research
∙
02/24/2023
Improving Massively Multilingual ASR With Auxiliary CTC Objectives
Multilingual Automatic Speech Recognition (ASR) models have extended the...
research
∙
02/16/2023
PAAPLoss: A Phonetic-Aligned Acoustic Parameter Loss for Speech Enhancement
Despite rapid advancement in recent years, current speech enhancement mo...
research
∙
02/16/2023
TAPLoss: A Temporal Acoustic Parameter Loss for Speech Enhancement
Speech enhancement models have greatly progressed in recent years, but s...
research
∙
02/15/2023
Multi-Channel Target Speaker Extraction with Refinement: The WavLab Submission to the Second Clarity Enhancement Challenge
This paper describes our submission to the Second Clarity Enhancement Ch...
research
∙
02/14/2023
Speaker-Independent Acoustic-to-Articulatory Speech Inversion
To build speech processing methods that can handle speech as naturally a...
research
∙
02/08/2023
A Vector Quantized Approach for Text to Speech Synthesis on Real-World Spontaneous Speech
Recent Text-to-Speech (TTS) systems trained on reading or acted corpora ...
research
∙
01/30/2023
Learning to Speak from Text: Zero-Shot Multilingual Text-to-Speech with Unsupervised Text Pretraining
While neural text-to-speech (TTS) has achieved human-like natural synthe...
research
∙
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...
research
∙
12/20/2022
SLUE Phase-2: A Benchmark Suite of Diverse Spoken Language Understanding Tasks
Spoken language understanding (SLU) tasks have been studied for many dec...
research
∙
12/16/2022
Context-aware Fine-tuning of Self-supervised Speech Models
Self-supervised pre-trained transformers have improved the state of the ...
research
∙
12/15/2022
UnitY: Two-pass Direct Speech-to-speech Translation with Discrete Units
Direct speech-to-speech translation (S2ST), in which all components can ...
research
∙
12/08/2022
SpeechLMScore: Evaluating speech generation using speech language model
While human evaluation is the most reliable metric for evaluating speech...
research
∙
11/30/2022
EURO: ESPnet Unsupervised ASR Open-source Toolkit
This paper describes the ESPnet Unsupervised ASR Open-source Toolkit (EU...
research
∙
11/22/2022
TF-GridNet: Integrating Full- and Sub-Band Modeling for Speech Separation
We propose TF-GridNet for speech separation. The model is a novel multi-...
research
∙
11/16/2022
Streaming Joint Speech Recognition and Disfluency Detection
Disfluency detection has mainly been solved in a pipeline approach, as p...
research
∙
11/12/2022
