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The complexity of Vietnam's legal texts presents a significant barrier to public access to justice. While Large Language Models offer a promising solution for legal text simplification, evaluating their true capabilities requires a…

Computation and Language · Computer Science 2026-04-20 Van-Truong Le

Named entity recognition (NER) plays an important role in text-based information retrieval. In this paper, we combine Bidirectional Long Short-Term Memory (Bi-LSTM) \cite{hochreiter1997,schuster1997} with Conditional Random Field (CRF)…

Computation and Language · Computer Science 2019-12-04 Ngoc C. Lê , Ngoc-Yen Nguyen , Anh-Duong Trinh

Toxic speech on online platforms is a growing concern, impacting user experience and online safety. While text-based toxicity detection is well-studied, audio-based approaches remain underexplored, especially for low-resource languages like…

Computation and Language · Computer Science 2025-06-03 Huy Ba Do , Vy Le-Phuong Huynh , Luan Thanh Nguyen

Sentiment analysis is one of the most crucial tasks in Natural Language Processing (NLP), involving the training of machine learning models to classify text based on the polarity of opinions. Pre-trained Language Models (PLMs) can be…

Computation and Language · Computer Science 2025-01-16 Hong-Viet Tran , Van-Tan Bui , Lam-Quan Tran

Automatic Speech Recognition (ASR) performance is heavily dependent on the availability of large-scale, high-quality datasets. For low-resource languages, existing open-source ASR datasets often suffer from insufficient quality and…

Computation and Language · Computer Science 2026-03-17 Thi Vu , Linh The Nguyen , Dat Quoc 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

This paper presents ViDeBERTa, a new pre-trained monolingual language model for Vietnamese, with three versions - ViDeBERTa_xsmall, ViDeBERTa_base, and ViDeBERTa_large, which are pre-trained on a large-scale corpus of high-quality and…

Computation and Language · Computer Science 2023-02-13 Cong Dao Tran , Nhut Huy Pham , Anh Nguyen , Truong Son Hy , Tu Vu

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

We propose an attentive neural network for the task of named entity recognition in Vietnamese. The proposed attentive neural model makes use of character-based language models and word embeddings to encode words as vector representations. A…

Computation and Language · Computer Science 2019-06-11 Kim Anh Nguyen , Ngan Dong , Cam-Tu Nguyen

The rapid development research of Large Language Models (LLMs) based on transformer architectures raises key challenges, one of them being the task of distinguishing between human-written text and LLM-generated text. As LLM-generated…

Computation and Language · Computer Science 2025-10-01 Trieu Hai Nguyen , Sivaswamy Akilesh

The emergence of multimodal data on social media platforms presents new opportunities to better understand user sentiments toward a given aspect. However, existing multimodal datasets for Aspect-Category Sentiment Analysis (ACSA) often…

Computation and Language · Computer Science 2025-04-08 Quy Hoang Nguyen , Minh-Van Truong Nguyen , Kiet Van Nguyen

The growth of social networks makes toxic content spread rapidly. Hate speech detection is a task to help decrease the number of harmful comments. With the diversity in the hate speech created by users, it is necessary to interpret the hate…

Computation and Language · Computer Science 2025-02-11 Cuong Nhat Vo , Khanh Bao Huynh , Son T. Luu , Trong-Hop Do

Large-scale and high-quality corpora are necessary for evaluating machine reading comprehension models on a low-resource language like Vietnamese. Besides, machine reading comprehension (MRC) for the health domain offers great potential for…

Computation and Language · Computer Science 2021-02-12 Kiet Van Nguyen , Tin Van Huynh , Duc-Vu Nguyen , Anh Gia-Tuan Nguyen , Ngan Luu-Thuy Nguyen

Visual Question Answering (VQA) is a multimodal task requiring reasoning across textual and visual inputs, which becomes particularly challenging in low-resource languages like Vietnamese due to linguistic variability and the lack of…

Computer Vision and Pattern Recognition · Computer Science 2025-03-07 Khoi Anh Nguyen , Linh Yen Vu , Thang Dinh Duong , Thuan Nguyen Duong , Huy Thanh Nguyen , Vinh Quang Dinh

The success of Natural Language Understanding (NLU) benchmarks in various languages, such as GLUE for English, CLUE for Chinese, KLUE for Korean, and IndoNLU for Indonesian, has facilitated the evaluation of new NLU models across a wide…

Computation and Language · Computer Science 2024-03-26 Phong Nguyen-Thuan Do , Son Quoc Tran , Phu Gia Hoang , Kiet Van Nguyen , Ngan Luu-Thuy Nguyen

In recent years, Visual Question Answering (VQA) has gained significant attention for its diverse applications, including intelligent car assistance, aiding visually impaired individuals, and document image information retrieval using…

Computation and Language · Computer Science 2023-10-30 Khiem Vinh Tran , Hao Phu Phan , Kiet Van Nguyen , Ngan Luu Thuy Nguyen

The combination of visual and textual representations has produced excellent results in tasks such as image captioning and visual question answering, but the inference capabilities of multimodal representations are largely untested. In the…

Computation and Language · Computer Science 2020-04-07 Oier Lopez de Lacalle , Ander Salaberria , Aitor Soroa , Gorka Azkune , Eneko Agirre

Society needs to develop a system to detect hate and offense to build a healthy and safe environment. However, current research in this field still faces four major shortcomings, including deficient pre-processing techniques, indifference…

Computation and Language · Computer Science 2022-06-02 Khanh Q. Tran , An T. Nguyen , Phu Gia Hoang , Canh Duc Luu , Trong-Hop Do , Kiet Van Nguyen

In this paper we introduce vSTS, a new dataset for measuring textual similarity of sentences using multimodal information. The dataset is comprised by images along with its respectively textual captions. We describe the dataset both…

Computation and Language · Computer Science 2018-09-12 Oier Lopez de Lacalle , Aitor Soroa , Eneko Agirre

This paper presents an approach based on supervised machine learning methods to build a classifier that can identify text complexity in order to present Arabic language learners with texts suitable to their levels. The approach is based on…

Computation and Language · Computer Science 2021-09-20 Sadik Bessou , Ghozlane Chenni