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Humans can quickly generalize handwriting styles from a single example by intuitively separating content from style. Machines, however, struggle with this task, especially in low-data settings, often missing subtle spatial and stylistic…

Computer Vision and Pattern Recognition · Computer Science 2025-05-20 Dang Hoai Nam , Huynh Tong Dang Khoa , Vo Nguyen Le Duy

Determining the difficulty of a text involves assessing various textual features that may impact the reader's text comprehension, yet current research in Vietnamese has only focused on statistical features. This paper introduces a new…

Computation and Language · Computer Science 2024-11-08 Hung Tuan Le , Long Truong To , Manh Trong Nguyen , Quyen Nguyen , Trong-Hop Do

Text summarization is a challenging task within natural language processing that involves text generation from lengthy input sequences. While this task has been widely studied in English, there is very limited research on summarization for…

Computation and Language · Computer Science 2021-10-11 Hieu Nguyen , Long Phan , James Anibal , Alec Peltekian , Hieu Tran

In this paper, we propose a Hierarchical Transformer model for Vietnamese spelling correction problem. The model consists of multiple Transformer encoders and utilizes both character-level and word-level to detect errors and make…

Computation and Language · Computer Science 2021-05-31 Hieu Tran , Cuong V. Dinh , Long Phan , Son T. Nguyen

Spelling error correction is one of topics which have a long history in natural language processing. Although previous studies have achieved remarkable results, challenges still exist. In the Vietnamese language, a state-of-the-art method…

Computation and Language · Computer Science 2021-11-10 Dinh-Truong Do , Ha Thanh Nguyen , Thang Ngoc Bui , Dinh Hieu Vo

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

Handwriting recognition is a challenging and critical problem in the fields of pattern recognition and machine learning, with applications spanning a wide range of domains. In this paper, we focus on the specific issue of recognizing…

Computer Vision and Pattern Recognition · Computer Science 2023-07-28 Saleh Momeni , Bagher BabaAli

Vietnam ranks among the top countries in terms of both internet traffic and online toxicity. As a result, implementing embedding models for recommendation and content control duties in applications is crucial. However, a lack of large-scale…

Computation and Language · Computer Science 2025-07-30 Loc Pham , Tung Luu , Thu Vo , Minh Nguyen , Viet Hoang

This paper proposed several transformer-based approaches for Reliable Intelligence Identification on Vietnamese social network sites at VLSP 2020 evaluation campaign. We exploit both of monolingual and multilingual pre-trained models.…

Computation and Language · Computer Science 2020-12-17 Trung-Hieu Tran , Long Phan , Truong-Son Nguyen , Tien-Huy Nguyen

Textual emotion recognition has been a promising research topic in recent years. Many researchers aim to build more accurate and robust emotion detection systems. In this paper, we conduct several experiments to indicate how data…

Computation and Language · Computer Science 2020-10-28 Khang Phuoc-Quy Nguyen , Kiet Van Nguyen

Recognizing and processing Classical Chinese (Han-Nom) texts play a vital role in digitizing Vietnamese historical documents and enabling cross-lingual semantic research. However, existing OCR systems struggle with degraded scans,…

Computer Vision and Pattern Recognition · Computer Science 2025-12-02 Minh Hoang Nguyen , Su Nguyen Thiet

Cross-lingual phoneme recognition has emerged as a significant challenge for accurate automatic speech recognition (ASR) when mixing Vietnamese and English pronunciations. Unlike many languages, Vietnamese relies on tonal variations to…

Computation and Language · Computer Science 2025-08-28 Nguyen Huu Nhat Minh , Tran Nguyen Anh , Truong Dinh Dung , Vo Van Nam , Le Pham Tuyen

In Vietnamese dependency parsing, several methods have been proposed. Dependency parser which uses deep neural network model has been reported that achieved state-of-the-art results. In this paper, we proposed a new method which applies…

Computation and Language · Computer Science 2019-10-31 Binh Duc Nguyen , Kiet Van Nguyen , Ngan Luu-Thuy Nguyen

Handwritten Text Recognition (HTR) is still a challenging problem because it must deal with two important difficulties: the variability among writing styles, and the scarcity of labelled data. To alleviate such problems, synthetic data…

Computer Vision and Pattern Recognition · Computer Science 2020-05-28 Lei Kang , Marçal Rusiñol , Alicia Fornés , Pau Riba , Mauricio Villegas

This paper describes our study on using mutilingual BERT embeddings and some new neural models for improving sequence tagging tasks for the Vietnamese language. We propose new model architectures and evaluate them extensively on two named…

Computation and Language · Computer Science 2020-09-28 Viet Bui The , Oanh Tran Thi , Phuong Le-Hong

Although the curse of multilinguality significantly restricts the language abilities of multilingual models in monolingual settings, researchers now still have to rely on multilingual models to develop state-of-the-art systems in Vietnamese…

Computation and Language · Computer Science 2023-03-24 Son Quoc Tran , Phong Nguyen-Thuan Do , Kiet Van Nguyen , Ngan Luu-Thuy Nguyen

Image Captioning is one of the vision-language tasks that still interest the research community worldwide in the 2020s. MS-COCO Caption benchmark is commonly used to evaluate the performance of advanced captioning models, although it was…

Computer Vision and Pattern Recognition · Computer Science 2023-05-10 Doanh C. Bui , Nghia Hieu Nguyen , Khang Nguyen

Training state-of-the-art offline handwriting recognition (HWR) models requires large labeled datasets, but unfortunately such datasets are not available in all languages and domains due to the high cost of manual labeling.We address this…

Computer Vision and Pattern Recognition · Computer Science 2018-08-07 Chris Tensmeyer , Curtis Wigington , Brian Davis , Seth Stewart , Tony Martinez , William Barrett

The adoption of tablets with touchscreens and styluses is increasing, and a key feature is converting handwriting to text, enabling search, indexing, and AI assistance. Meanwhile, vision-language models (VLMs) are now the go-to solution for…

Computer Vision and Pattern Recognition · Computer Science 2024-02-26 Anastasiia Fadeeva , Philippe Schlattner , Andrii Maksai , Mark Collier , Efi Kokiopoulou , Jesse Berent , Claudiu Musat

This work explores the journey towards achieving Bahnaric-Vietnamese translation for the sake of culturally bridging the two ethnic groups in Vietnam. However, translating from Bahnaric to Vietnamese also encounters some difficulties. The…

Computation and Language · Computer Science 2025-05-19 Phan Tran Minh Dat , Vo Hoang Nhat Khang , Quan Thanh Tho
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