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Our publications provide insight into some of our leading-edge research.

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2024

Large Language Model Based Generative Error Correction: A Challenge and Baselines for Speech Recognition, Speaker Tagging, and Emotion Recognition
Huck Yang, Taejin Park, Yuan Gong, Yuanchao Li, Zhehuai Chen, yen-ting Lin, Chen Chen, Yuchen Hu, Kunal Dhawan, Piotr Zelasko, Chao Zhang, Yun-Nung Chen, Yu Tsao, Jagadeesh Balam, Boris Ginsburg, Shinji Watanabe, Andreas Stolcke
Self-Taught Recognizer: Toward Unsupervised Adaptation for Speech Foundation Models
Yuchen Hu, Chen Chen, Huck Yang, Chengwei Qin, Pin-Yu Chen, Eng Siong Chng, Chao Zhang
Detecting the Undetectable: Assessing the Efficacy of Current Spoof Detection Methods Against Seamless Speech Edits
Sung-Feng Huang, Heng-Cheng Kuo, Zhehuai Chen, Xuesong Yang, Huck Yang, Yu Tsao, Frank Wang, Hung-yi Lee, Szu-Wei Fu
Bayesian Example Selection Improves In-Context Learning for Speech, Text, and Visual Modalities
Siyin Wang, Huck Yang, Ji Wu, Chao Zhang
FastAdaSP: Multitask-Adapted Efficient Inference for Large Speech Language Model
Yichen Lu, Jiaqi Song, Huck Yang, Shinji Watanabe
GenTranslate: Large Language Models are Generative Multilingual Speech and Machine Translators
Yuchen Hu, Chen Chen, Huck Yang, Ruizhe Li, Zhehuai Chen, Eng Siong Chng
Large Language Models are Efficient Learners of Noise-Robust Speech Recognition
YuChen Hu, Chen Chen, Huck Yang, Ruizhe Li, Chao Zhang, Pin-Yu Chen, EnSiong Chng
It's Never Too Late: Fusing Acoustic Information into Large Language Models for Automatic Speech Recognition
Chen Chen, Ruizhe Li, Yuchen Hu, Sabato Marco Siniscalchi, Pin-Yu Chen, Ensiong Chng, Huck Yang
A Chat about Boring Problems: Studying GPT-Based Text Normalization
Yang Zhang, Travis M. Bartley, Mariana Graterol-Fuenmayor, Vitaly Lavrukhin, Evelina Bakhturina, Boris Ginsburg
Fast Entropy-Based Methods of Word-Level Confidence Estimation for End-to-End Automatic Speech Recognition
Aleksandr Laptev, Boris Ginsburg

2022

Accidental Learners: Spoken Language Identification in Multilingual Self-Supervised Models
Travis M. Bartley, Fei Jia, Krishna C. Puvvada, Samuel Kriman, Boris Ginsburg
Multi-blank Transducers for Speech Recognition
Hainan Xu, Fei Jia, Somshubra Majumdar, Shinji Watanabe, Boris Ginsburg
Adapter-Based Extension of Multi-Speaker Text-to-Speech Model for New Speakers
Cheng-Ping Hsieh, Subhankar Ghosh, Boris Ginsburg
A Compact End-to-End Model with Local and Global Context for Spoken Language Identification
Fei Jia, Nithin Rao Koluguri, Jagadeesh Balam, Boris Ginsburg
Damage Control During Domain Adaptation for Transducer Based Automatic Speech Recognition
Somshubra Majumdar, Shantanu Acharya, Vitaly Lavrukhin, Boris Ginsburg
Thutmose Tagger: Single-pass neural model for Inverse Text Normalization
Alexandra Antonova, Evelina Bakhturina, Boris Ginsburg
TitaNet: Neural Model for Speaker Representation with 1D Depth-Wise Separable Convolutions and Global Context
Nithin Rao Koluguri, Taejin Park, Boris Ginsburg
Shallow Fusion of Weighted Finite-State Transducer and Language Model for Text Normalization
Evelina Bakhturina, Yang Zhang, Boris Ginsburg