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Multiple-choice Reading Comprehension (MCRC) models aim to select the correct answer from a set of candidate options for a given question. However, they typically lack the ability to explain the reasoning behind their choices. In this…

Computation and Language · Computer Science 2026-03-02 Trung Tien Cao , Lam Minh Thai , Nghia Hieu Nguyen , Duc-Vu Nguyen , Ngan Luu-Thuy Nguyen

Debt collection is a critical function within the banking, financial services, and insurance (BFSI) sector, relying heavily on large-scale human-to-human conversational interactions conducted primarily in Vietnamese contact centers. These…

Computation and Language · Computer Science 2026-01-16 Nhung Nguyen Thi Hong , Cuong Nguyen Dang , Tri Le Ngoc

Vietnamese document analysis and recognition (DAR) is a crucial field with applications in digitization, information retrieval, and automation. Despite advancements in OCR and NLP, Vietnamese text recognition faces unique challenges due to…

Computer Vision and Pattern Recognition · Computer Science 2025-06-06 Anh Le , Thanh Lam , Dung Nguyen

Visual Question Answering (VQA) has recently emerged as a potential research domain, captivating the interest of many in the field of artificial intelligence and computer vision. Despite the prevalence of approaches in English, there is a…

Computer Vision and Pattern Recognition · Computer Science 2024-08-01 Ngoc Son Nguyen , Van Son Nguyen , Tung Le

Vietnamese exhibits extensive dialectal variation, posing challenges for NLP systems trained predominantly on standard Vietnamese. Such systems often underperform on dialectal inputs, especially from underrepresented Central and Southern…

Computation and Language · Computer Science 2026-03-12 Khoa Anh Ta , Nguyen Van Dinh , Kiet Van Nguyen

Vietnamese has a phonetic orthography, where each grapheme corresponds to at most one phoneme and vice versa. Exploiting this high grapheme-phoneme transparency, we propose ViSpeechFormer (\textbf{Vi}etnamese \textbf{Speech}…

Computation and Language · Computer Science 2026-02-11 Khoa Anh Nguyen , Long Minh Hoang , Nghia Hieu Nguyen , Luan Thanh Nguyen , Ngan Luu-Thuy Nguyen

Image-text retrieval has become a fundamental component in intelligent multimedia systems; however, most existing vision-language models are optimized for highresource languages and remain suboptimal for low-resource settings such as…

Computer Vision and Pattern Recognition · Computer Science 2026-02-27 Quoc-Khang Tran , Minh-Thien Nguyen , Nguyen-Khang Pham

Despite the recent advancements in Automatic Speech Recognition (ASR), the recognition of accented speech still remains a dominant problem. In order to create more inclusive ASR systems, research has shown that the integration of accent…

Computation and Language · Computer Science 2023-05-30 Juan Zuluaga-Gomez , Sara Ahmed , Danielius Visockas , Cem Subakan

Machine Translation is one of the essential tasks in Natural Language Processing (NLP), which has massive applications in real life as well as contributing to other tasks in the NLP research community. Recently, Transformer -based methods…

Computation and Language · Computer Science 2023-08-23 Phuong Minh Nguyen , Le Minh Nguyen

We present VietNormalizer1, an open-source, zero-dependency Python library for Vietnamese text normalization targeting Text-to-Speech (TTS) and Natural Language Processing (NLP) applications. Vietnamese text normalization is a critical yet…

Computation and Language · Computer Science 2026-03-05 Hung Vu Nguyen , Loan Do , Thanh Ngoc Nguyen , Ushik Shrestha Khwakhali , Thanh Pham , Vinh Do , Charlotte Nguyen , Hien Nguyen

Computer-Assisted Pronunciation Training (CAPT) plays an important role in language learning. Conventional ASR-based CAPT methods require expensive annotation of the ground truth pronunciation for the supervised training. Meanwhile, certain…

Audio and Speech Processing · Electrical Eng. & Systems 2022-05-05 Zhan Zhang , Yuehai Wang , Jianyi Yang

This paper addresses the prevalent issue of incorrect speech output in audio-visual speech enhancement (AVSE) systems, which is often caused by poor video quality and mismatched training and test data. We introduce a post-processing…

Audio and Speech Processing · Electrical Eng. & Systems 2024-10-01 Wenze Ren , Kuo-Hsuan Hung , Rong Chao , YouJin Li , Hsin-Min Wang , Yu Tsao

With the emergence of audio-language models, constructing large-scale paired audio-language datasets has become essential yet challenging for model development, primarily due to the time-intensive and labour-heavy demands involved. While…

Audio and Speech Processing · Electrical Eng. & Systems 2024-12-02 Jisheng Bai , Haohe Liu , Mou Wang , Dongyuan Shi , Wenwu Wang , Mark D. Plumbley , Woon-Seng Gan , Jianfeng Chen

Many existing works on voice conversion (VC) tasks use automatic speech recognition (ASR) models for ensuring linguistic consistency between source and converted samples. However, for the low-data resource domains, training a high-quality…

Sound · Computer Science 2023-05-25 Mayank Kumar Singh , Naoya Takahashi , Onoe Naoyuki

Machine reading comprehension has been an interesting and challenging task in recent years, with the purpose of extracting useful information from texts. To attain the computer ability to understand the reading text and answer relevant…

Computation and Language · Computer Science 2025-07-21 Son T. Luu , Khoi Trong Hoang , Tuong Quang Pham , Kiet Van Nguyen , Ngan Luu-Thuy Nguyen

Scene-text image captioning requires fusing three information streams -- visual features, OCR-detected text, and linguistic knowledge -- to generate descriptions that faithfully integrate text visible in images. Existing fusion approaches…

Computer Vision and Pattern Recognition · Computer Science 2026-05-01 Nhi Ngoc-Yen Nguyen , Anh-Duc Nguyen , Nghia Hieu Nguyen , Kiet Van Nguyen , Ngan Luu-Thuy Nguyen

Prior works have demonstrated that a low-resource language pair can benefit from multilingual machine translation (MT) systems, which rely on many language pairs' joint training. This paper proposes two simple strategies to address the rare…

Computation and Language · Computer Science 2021-07-13 Thi-Vinh Ngo , Phuong-Thai Nguyen , Thanh-Le Ha , Khac-Quy Dinh , Le-Minh Nguyen

Recently, many studies have shown the efficiency of using Bidirectional Encoder Representations from Transformers (BERT) in various Natural Language Processing (NLP) tasks. Specifically, English spelling correction task that uses…

Computation and Language · Computer Science 2024-05-07 Hieu Ngo Trung , Duong Tran Ham , Tin Huynh , Kiem Hoang

Recognition errors are common in human communication. Similar errors often lead to unwanted behaviour in dialogue systems or virtual assistants. In human communication, we can recover from them by repeating misrecognized words or phrases;…

Computation and Language · Computer Science 2021-08-04 Hoang Long Nguyen , Vincent Renkens , Joris Pelemans , Srividya Pranavi Potharaju , Anil Kumar Nalamalapu , Murat Akbacak

Automatic Speech Recognition (ASR) systems introduce word errors, which often confuse punctuation prediction models, turning punctuation restoration into a challenging task. These errors usually take the form of homonyms. We show how…

Computation and Language · Computer Science 2020-04-14 Łukasz Augustyniak , Piotr Szymanski , Mikołaj Morzy , Piotr Zelasko , Adrian Szymczak , Jan Mizgajski , Yishay Carmiel , Najim Dehak
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