Interactive natural language processing

Z Wang, G Zhang, K Yang, N Shi, W Zhou… - arxiv preprint arxiv …, 2023 - arxiv.org
Interactive Natural Language Processing (iNLP) has emerged as a novel paradigm within
the field of NLP, aimed at addressing limitations in existing frameworks while aligning with …

Automation of language sample analysis

H Liu, B MacWhinney, D Fromm… - Journal of Speech …, 2023 - pubs.asha.org
Purpose: A major barrier to the wider use of language sample analysis (LSA) is the fact that
transcription is very time intensive. Methods that can reduce the required time and effort …

BARTpho: pre-trained sequence-to-sequence models for Vietnamese

NL Tran, DM Le, DQ Nguyen - arxiv preprint arxiv:2109.09701, 2021 - arxiv.org
We present BARTpho with two versions, BARTpho-syllable and BARTpho-word, which are
the first public large-scale monolingual sequence-to-sequence models pre-trained for …

Towards explainable automatic punctuation restoration for Portuguese using transformers

TB de Lima, V Rolim, ACA Nascimento… - Expert Systems with …, 2024 - Elsevier
Accurate punctuation in written text enables unambiguous communication, minimizing the
risk of misunderstandings. Conversely, faulty punctuation can confuse the intended …

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 …

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 …

Text editing as imitation game

N Shi, B Tang, B Yuan, L Huang, Y Pu, J Fu… - arxiv preprint arxiv …, 2022 - arxiv.org
Text editing, such as grammatical error correction, arises naturally from imperfect textual
data. Recent works frame text editing as a multi-round sequence tagging task, where …

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) …

A context-aware feature fusion framework for punctuation restoration

Y Wu, K Fang, Y Zhao - arxiv preprint arxiv:2203.12487, 2022 - arxiv.org
To accomplish the punctuation restoration task, most existing approaches focused on
leveraging extra information (eg, part-of-speech tags) or addressing the class imbalance …

Transfer knowledge for punctuation prediction via adversarial training

J Yi, J Tao, Y Bai, Z Tian, C Fan - Speech Communication, 2023 - Elsevier
Previous studies demonstrate that part-of-speech (POS) tags are helpful for punctuation
restoration tasks. However, extra computation cost will be needed during decoding, due to …