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Emotion Classification based on text is a task with many applications which has received growing interest in recent years. This paper presents a preliminary study with the goal to help researchers and practitioners gain insight into…

Computation and Language · Computer Science 2023-03-01 Anna Koufakou , Jairo Garciga , Adam Paul , Joseph Morelli , Christopher Frank

Intent detection and slot filling are important tasks in spoken and natural language understanding. However, Vietnamese is a low-resource language in these research topics. In this paper, we present the first public intent detection and…

Computation and Language · Computer Science 2021-06-10 Mai Hoang Dao , Thinh Hung Truong , Dat Quoc Nguyen

Emotion recognition or emotion prediction is a higher approach or a special case of sentiment analysis. In this task, the result is not produced in terms of either polarity: positive or negative or in the form of rating (from 1 to 5) but of…

We introduce a high-quality and large-scale Vietnamese-English parallel dataset of 3.02M sentence pairs, which is 2.9M pairs larger than the benchmark Vietnamese-English machine translation corpus IWSLT15. We conduct experiments comparing…

Computation and Language · Computer Science 2021-10-26 Long Doan , Linh The Nguyen , Nguyen Luong Tran , Thai Hoang , Dat Quoc Nguyen

The ever-growing volume of data of user-generated content on social media provides a nearly unlimited corpus of unlabeled data even in languages where resources are scarce. In this paper, we demonstrate that state-of-the-art results on two…

Machine Learning · Computer Science 2019-12-18 Thanapapas Horsuwan , Kasidis Kanwatchara , Peerapon Vateekul , Boonserm Kijsirikul

We introduce MTet, the largest publicly available parallel corpus for English-Vietnamese translation. MTet consists of 4.2M high-quality training sentence pairs and a multi-domain test set refined by the Vietnamese research community.…

Computation and Language · Computer Science 2022-10-20 Chinh Ngo , Trieu H. Trinh , Long Phan , Hieu Tran , Tai Dang , Hieu Nguyen , Minh Nguyen , Minh-Thang Luong

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

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

The spread of cyber hatred has led to communal violence, fueling aggression and conflicts between various religious, ethnic, and social groups, posing a significant threat to social harmony. Despite its critical importance, the…

Computation and Language · Computer Science 2025-06-25 Abdullah Khondoker , Enam Ahmed Taufik , Md. Iftekhar Islam Tashik , S M Ishtiak Mahmud , Farig Sadeque

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

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

Racism is an alarming phenomenon in our country as well as all over the world. Every day we have come across some racist comments in our daily life and virtual life. Though we can eradicate this racism from virtual life (such as Social…

Computation and Language · Computer Science 2024-01-31 S. S. Saruar , Nusrat , Sadia

Abuse in its various forms, including physical, psychological, verbal, sexual, financial, and cultural, has a negative impact on mental health. However, there are limited studies on applying natural language processing (NLP) in this field…

Computation and Language · Computer Science 2023-12-14 Nhu-Thanh Nguyen , Khoa Thi-Kim Phan , Duc-Vu Nguyen , Ngan Luu-Thuy 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

In this paper, we describe our system which participates in the shared task of Hate Speech Detection on Social Networks of VLSP 2019 evaluation campaign. We are provided with the pre-labeled dataset and an unlabeled dataset for social media…

Computation and Language · Computer Science 2019-11-12 Hang Thi-Thuy Do , Huy Duc Huynh , Kiet Van Nguyen , Ngan Luu-Thuy Nguyen , Anh Gia-Tuan Nguyen

Large Language Models (LLMs) have shown remarkable proficiency in Machine Reading Comprehension (MRC) tasks; however, their effectiveness for low-resource languages like Vietnamese remains largely unexplored. In this paper, we fine-tune and…

Computation and Language · Computer Science 2025-03-25 Anh Duc Nguyen , Hieu Minh Phi , Anh Viet Ngo , Long Hai Trieu , Thai Phuong Nguyen

In this paper, we propose using deep neural networks to extract important information from Vietnamese legal questions, a fundamental task towards building a question answering system in the legal domain. Given a legal question in natural…

Computation and Language · Computer Science 2023-05-01 Nguyen Anh Tu , Hoang Thi Thu Uyen , Tu Minh Phuong , Ngo Xuan Bach

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

Social telehealth has made remarkable progress in healthcare by allowing patients to post symptoms and participate in medical consultations remotely. Users frequently post symptoms on social media and online health platforms, creating a…

Computation and Language · Computer Science 2025-09-03 Ali Hamdi , Malak Mohamed , Rokaia Emad , Khaled Shaban

Visual Question Answering (VQA) is a challenging task that requires the joint understanding of natural language and visual content. While early research primarily focused on recognizing objects and scene context, it often overlooked scene…