Scoreformer: Score fusion-based transformers for weakly-supervised violence detection

Y Xiao, L Wang, T Wang, H Lai - ICASSP 2023-2023 IEEE …, 2023 - ieeexplore.ieee.org
Violence detection is an application of anomaly detection, which is used to detect violence
content in video clips. Using multimodal as input can improve the performance of violence …

Boosting punctuation restoration with data generation and reinforcement learning

VD Lai, A Salinas, H Tan, T Bui, Q Tran, S Yoon… - arXiv preprint arXiv …, 2023 - arxiv.org
Punctuation restoration is an important task in automatic speech recognition (ASR) which
aim to restore the syntactic structure of generated ASR texts to improve readability. While …

Punctuation restoration for singaporean spoken languages: English, malay, and mandarin

A Rao, H Thi-Nga, CE Siong - 2022 Asia-Pacific Signal and …, 2022 - ieeexplore.ieee.org
This paper presents the work of restoring punctuation for ASR transcripts generated by
multilingual ASR systems. The focus languages are English, Mandarin, and Malay which are …

A small and fast BERT for Chinese medical punctuation restoration

T Ling, Y Lai, L Chen, S Huang, Y Liu - arXiv preprint arXiv:2308.12568, 2023 - arxiv.org
In clinical dictation, utterances after automatic speech recognition (ASR) without explicit
punctuation marks may lead to the misunderstanding of dictated reports. To give a precise …

Spontaneous Informal Speech Dataset for Punctuation Restoration

XY Liu, H Beigi - arXiv preprint arXiv:2409.11241, 2024 - arxiv.org
Presently, punctuation restoration models are evaluated almost solely on well-structured,
scripted corpora. On the other hand, real-world ASR systems and post-processing pipelines …

[PDF][PDF] Comparison of token-and character-level approaches to restoration of spaces, punctuation, and capitalization in various languages

L Dyer, A Hughes, D Shah, B Can - Proceedings of the 5th …, 2022 - aclanthology.org
This study compares token-and characterlevel approaches to restoration of spaces,
punctuation, and capitalization to unformatted sequences of input characters, which is a vital …

Efficient Ensemble Architecture for Multimodal Acoustic and Textual Embeddings in Punctuation Restoration using Time-Delay Neural Networks

XY Liu, H Beigi - arXiv preprint arXiv:2302.13376, 2023 - arxiv.org
Punctuation restoration plays an essential role in the post-processing procedure of
automatic speech recognition, but model efficiency is a key requirement for this task. To that …

Transformer Based Punctuation Restoration for Turkish

U Kurt, A Çayır - … on Computer Science and Engineering (UBMK …, 2023 - ieeexplore.ieee.org
Mobile devices and social media platforms make communication faster than humans have
had before, thanks to the technologies such as automatic speech recognition (ASR) …

Dialogue Systems Can Generate Appropriate Responses without the Use of Question Marks?--Investigation of the Effects of Question Marks on Dialogue Systems

T Mizumoto, T Yamazaki, K Yoshikawa… - arXiv preprint arXiv …, 2023 - arxiv.org
When individuals engage in spoken discourse, various phenomena can be observed that
differ from those that are apparent in text-based conversation. While written communication …

A Pre-trained Model for Chinese Medical Record Punctuation Restoration

Z Yu, T Ling, F Gu, H Sheng, Y Liu - Chinese Conference on Pattern …, 2023 - Springer
In the medical field, text after automatic speech recognition (ASR) is poorly readable due to
a lack of punctuation. Even worse, it can lead to the patient misunderstanding the doctor's …