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This paper demonstrates end-to-end neural network architectures for Vietnamese named entity recognition. Our best model is a combination of bidirectional Long Short-Term Memory (Bi-LSTM), Convolutional Neural Network (CNN), Conditional…

Computation and Language · Computer Science 2017-07-24 Thai-Hoang Pham , Phuong Le-Hong

Semantic role labelling (SRL) is a task in natural language processing which detects and classifies the semantic arguments associated with the predicates of a sentence. It is an important step towards understanding the meaning of a natural…

Computation and Language · Computer Science 2017-05-12 Thai-Hoang Pham , Xuan-Khoai Pham , Phuong Le-Hong

Recent research in speaker recognition aims to address vulnerabilities due to variations between enrolment and test utterances, particularly in the multi-genre phenomenon where the utterances are in different speech genres. Previous…

Sound · Computer Science 2025-01-03 Hoang Long Vu , Phuong Tuan Dat , Pham Thao Nhi , Nguyen Song Hao , Nguyen Thi Thu Trang

This paper presents a neural architecture for Vietnamese sequence labeling tasks including part-of-speech (POS) tagging and named entity recognition (NER). We applied the model described in \cite{lample-EtAl:2016:N16-1} that is a…

Computation and Language · Computer Science 2018-11-13 Duong Nguyen Anh , Hieu Nguyen Kiem , Vi Ngo Van

Visual Semantic Embedding (VSE) aims to extract the semantics of images and their descriptions, and embed them into the same latent space for cross-modal information retrieval. Most existing VSE networks are trained by adopting a hard…

Computer Vision and Pattern Recognition · Computer Science 2023-02-15 Yan Gong , Georgina Cosma

Recent researches have demonstrated that BERT shows potential in a wide range of natural language processing tasks. It is adopted as an encoder for many state-of-the-art automatic summarizing systems, which achieve excellent performance.…

Computation and Language · Computer Science 2021-10-19 Huy Quoc To , Kiet Van Nguyen , Ngan Luu-Thuy Nguyen , Anh Gia-Tuan Nguyen

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

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) 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

ViSoLex is an open-source system designed to address the unique challenges of lexical normalization for Vietnamese social media text. The platform provides two core services: Non-Standard Word (NSW) Lookup and Lexical Normalization,…

Computation and Language · Computer Science 2025-01-14 Anh Thi-Hoang Nguyen , Dung Ha Nguyen , Kiet Van Nguyen

We introduce VMMU, a Vietnamese Multitask Multimodal Understanding and Reasoning Benchmark designed to evaluate how vision-language models (VLMs) interpret and reason over visual and textual information beyond English. VMMU consists of 2.5k…

Computation and Language · Computer Science 2026-01-26 Vy Tuong Dang , An Vo , Emilio Villa-Cueva , Quang Tau , Duc Dm , Thamar Solorio , Daeyoung Kim

In the modern era of rapidly increasing data volumes, accurately retrieving and recommending relevant documents has become crucial in enhancing the reliability of Question Answering (QA) systems. Recently, Retrieval Augmented Generation…

Information Retrieval · Computer Science 2024-09-24 Thiem Nguyen Ba , Vinh Doan The , Tung Pham Quang , Toan Tran Van

Despite the rise of recent neural networks in machine translation, those networks do not work well if the training data is insufficient. In this paper, we proposed an approach for machine translation in low-resource languages such as…

Computation and Language · Computer Science 2025-02-03 Tran Ngoc Son , Nguyen Anh Tu , Nguyen Minh Tri

In the field of education, understanding students' opinions through their comments is crucial, especially in the Vietnamese language, where resources remain limited. Existing educational datasets often lack domain relevance and student…

Computation and Language · Computer Science 2025-07-01 Phan Quoc Hung Mai , Quang Hung Nguyen , Phuong Giang Duong , Hong Hanh Nguyen , Nguyen Tuan Long

Aspect category detection (ACD) is one of the challenging tasks in the Aspect-based sentiment Analysis problem. The purpose of this task is to identify the aspect categories mentioned in user-generated reviews from a set of pre-defined…

Computation and Language · Computer Science 2021-03-18 Dang Van Thin , Lac Si Le , Vu Xuan Hoang , Ngan Luu-Thuy Nguyen

Regional discrimination is a persistent social issue in Vietnam. While existing research has explored hate speech in the Vietnamese language, the specific issue of regional discrimination remains under-addressed. Previous studies primarily…

Computation and Language · Computer Science 2024-11-06 An Nghiep Huynh , Thanh Dat Do , Trong Hop Do

Machine reading comprehension (MRC) is a sub-field in natural language processing that aims to assist computers understand unstructured texts and then answer questions related to them. In practice, the conversation is an essential way to…

Computation and Language · Computer Science 2021-10-01 Son T. Luu , Mao Nguyen Bui , Loi Duc Nguyen , Khiem Vinh Tran , Kiet Van Nguyen , Ngan Luu-Thuy Nguyen

Word segmentation is the first step of any tasks in Vietnamese language processing. This paper reviews stateof-the-art approaches and systems for word segmentation in Vietnamese. To have an overview of all stages from building corpora to…

Computation and Language · Computer Science 2019-06-19 Song Nguyen Duc Cong , Quoc Hung Ngo , Rachsuda Jiamthapthaksin

Analyzing the readability of articles has been an important sociolinguistic task. Addressing this task is necessary to the automatic recommendation of appropriate articles to readers with different comprehension abilities, and it further…

Information Retrieval · Computer Science 2021-03-09 Changping Meng , Muhao Chen , Jie Mao , Jennifer Neville

Transliteration converts words in a source language (e.g., English) into words in a target language (e.g., Vietnamese). This conversion considers the phonological structure of the target language, as the transliterated output needs to be…

Computation and Language · Computer Science 2019-02-21 Gia H. Ngo , Minh Nguyen , Nancy F. Chen
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