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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

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

Coreference resolution is a vital task in natural language processing (NLP) that involves identifying and linking different expressions in a text that refer to the same entity. This task is particularly challenging for Vietnamese, a…

Computation and Language · Computer Science 2025-04-29 Hieu-Dai Tran , Duc-Vu Nguyen , Ngan Luu-Thuy Nguyen

Visual Question Answering (VQA) is a challenge task that combines natural language processing and computer vision techniques and gradually becomes a benchmark test task in multimodal large language models (MLLMs). The goal of our survey is…

Computation and Language · Computer Science 2024-11-27 Jiayi Kuang , Jingyou Xie , Haohao Luo , Ronghao Li , Zhe Xu , Xianfeng Cheng , Yinghui Li , Xika Lin , Ying Shen

Natural Language Inference (NLI) is a task within Natural Language Processing (NLP) that holds value for various AI applications. However, there have been limited studies on Natural Language Inference in Vietnamese that explore the concept…

Computation and Language · Computer Science 2024-11-22 Dat Van-Thanh Nguyen , Tin Van Huynh , Kiet Van Nguyen , Ngan Luu-Thuy Nguyen

Multi-choice Machine Reading Comprehension (MMRC) aims to select the correct answer from a set of options based on a given passage and question. Due to task specific of MMRC, it is non-trivial to transfer knowledge from other MRC tasks such…

Computation and Language · Computer Science 2020-11-18 Yufan Jiang , Shuangzhi Wu , Jing Gong , Yahui Cheng , Peng Meng , Weiliang Lin , Zhibo Chen , Mu li

Reading strategies have been shown to improve comprehension levels, especially for readers lacking adequate prior knowledge. Just as the process of knowledge accumulation is time-consuming for human readers, it is resource-demanding to…

Computation and Language · Computer Science 2019-03-26 Kai Sun , Dian Yu , Dong Yu , Claire Cardie

In this report, we introduce Vintern-1B, a reliable 1-billion-parameters multimodal large language model (MLLM) for Vietnamese language tasks. By integrating the Qwen2-0.5B-Instruct language model with the InternViT-300M-448px visual model,…

Machine Learning · Computer Science 2024-08-26 Khang T. Doan , Bao G. Huynh , Dung T. Hoang , Thuc D. Pham , Nhat H. Pham , Quan T. M. Nguyen , Bang Q. Vo , Suong N. Hoang

This paper presents BiPaR, a bilingual parallel novel-style machine reading comprehension (MRC) dataset, developed to support multilingual and cross-lingual reading comprehension. The biggest difference between BiPaR and existing reading…

Computation and Language · Computer Science 2019-10-14 Yimin Jing , Deyi Xiong , Yan Zhen

Existing question answering systems can only predict answers without explicit reasoning processes, which hinder their explainability and make us overestimate their ability of understanding and reasoning over natural language. In this work,…

Computation and Language · Computer Science 2020-04-06 Ran Wang , Kun Tao , Dingjie Song , Zhilong Zhang , Xiao Ma , Xi'ao Su , Xinyu Dai

Audio-Visual Speech Recognition (AVSR) has gained significant attention recently due to its robustness against noise, which often challenges conventional speech recognition systems that rely solely on audio features. Despite this advantage,…

Computation and Language · Computer Science 2025-06-06 Thai-Binh Nguyen , Thi Van Nguyen , Quoc Truong Do , Chi Mai Luong

Machine translation for Vietnamese-English in the medical domain is still an under-explored research area. In this paper, we introduce MedEV -- a high-quality Vietnamese-English parallel dataset constructed specifically for the medical…

Computation and Language · Computer Science 2024-03-29 Nhu Vo , Dat Quoc Nguyen , Dung D. Le , Massimo Piccardi , Wray Buntine

The rapid spread of information in the digital age highlights the critical need for effective fact-checking tools, particularly for languages with limited resources, such as Vietnamese. In response to this challenge, we introduce…

Computation and Language · Computer Science 2024-12-23 Tran Thai Hoa , Tran Quang Duy , Khanh Quoc Tran , Kiet Van Nguyen

Visual Question Answering (VQA) is an important task in multimodal AI, and it is often used to test the ability of vision-language models to understand and reason on knowledge present in both visual and textual data. However, most of the…

Computer Vision and Pattern Recognition · Computer Science 2024-11-05 David Romero , Chenyang Lyu , Haryo Akbarianto Wibowo , Teresa Lynn , Injy Hamed , Aditya Nanda Kishore , Aishik Mandal , Alina Dragonetti , Artem Abzaliev , Atnafu Lambebo Tonja , Bontu Fufa Balcha , Chenxi Whitehouse , Christian Salamea , Dan John Velasco , David Ifeoluwa Adelani , David Le Meur , Emilio Villa-Cueva , Fajri Koto , Fauzan Farooqui , Frederico Belcavello , Ganzorig Batnasan , Gisela Vallejo , Grainne Caulfield , Guido Ivetta , Haiyue Song , Henok Biadglign Ademtew , Hernán Maina , Holy Lovenia , Israel Abebe Azime , Jan Christian Blaise Cruz , Jay Gala , Jiahui Geng , Jesus-German Ortiz-Barajas , Jinheon Baek , Jocelyn Dunstan , Laura Alonso Alemany , Kumaranage Ravindu Yasas Nagasinghe , Luciana Benotti , Luis Fernando D'Haro , Marcelo Viridiano , Marcos Estecha-Garitagoitia , Maria Camila Buitrago Cabrera , Mario Rodríguez-Cantelar , Mélanie Jouitteau , Mihail Mihaylov , Mohamed Fazli Mohamed Imam , Muhammad Farid Adilazuarda , Munkhjargal Gochoo , Munkh-Erdene Otgonbold , Naome Etori , Olivier Niyomugisha , Paula Mónica Silva , Pranjal Chitale , Raj Dabre , Rendi Chevi , Ruochen Zhang , Ryandito Diandaru , Samuel Cahyawijaya , Santiago Góngora , Soyeong Jeong , Sukannya Purkayastha , Tatsuki Kuribayashi , Teresa Clifford , Thanmay Jayakumar , Tiago Timponi Torrent , Toqeer Ehsan , Vladimir Araujo , Yova Kementchedjhieva , Zara Burzo , Zheng Wei Lim , Zheng Xin Yong , Oana Ignat , Joan Nwatu , Rada Mihalcea , Thamar Solorio , Alham Fikri Aji

The issue of shortcut learning is widely known in NLP and has been an important research focus in recent years. Unintended correlations in the data enable models to easily solve tasks that were meant to exhibit advanced language…

Computation and Language · Computer Science 2023-09-07 Xanh Ho , Johannes Mario Meissner , Saku Sugawara , Akiko Aizawa

The rise of social media has led to the increasing of comments on online forums. However, there still exists invalid comments which are not informative for users. Moreover, those comments are also quite toxic and harmful to people. In this…

Computation and Language · Computer Science 2021-09-07 Luan Thanh Nguyen , Kiet Van Nguyen , Ngan Luu-Thuy Nguyen

Although existing machine reading comprehension models are making rapid progress on many datasets, they are far from robust. In this paper, we propose an understanding-oriented machine reading comprehension model to address three kinds of…

Computation and Language · Computer Science 2022-07-04 Feiliang Ren , Yongkang Liu , Bochao Li , Shilei Liu , Bingchao Wang , Jiaqi Wang , Chunchao Liu , Qi Ma

Despite state-of-the-art vision-language models (VLMs) have demonstrated strong reasoning capabilities, their performance in multilingual mathematical reasoning remains underexplored, particularly when compared to human performance. To…

Web search is an essential way for humans to obtain information, but it's still a great challenge for machines to understand the contents of web pages. In this paper, we introduce the task of structural reading comprehension (SRC) on web.…

Computation and Language · Computer Science 2021-11-09 Xingyu Chen , Zihan Zhao , Lu Chen , Danyang Zhang , Jiabao Ji , Ao Luo , Yuxuan Xiong , Kai Yu

Machine reading comprehension(MRC) has attracted significant amounts of research attention recently, due to an increase of challenging reading comprehension datasets. In this paper, we aim to improve a MRC model's ability to determine…

Computation and Language · Computer Science 2019-10-25 Kevin Huang , Yun Tang , Jing Huang , Xiaodong He , Bowen Zhou