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Code-switching (CS), which is when Vietnamese speech uses English words like drug names or procedures, is a common phenomenon in Vietnamese medical communication. This creates challenges for Automatic Speech Recognition (ASR) systems,…

Over 97 million people speak Vietnamese as their native language in the world. However, there are few research studies on machine reading comprehension (MRC) for Vietnamese, the task of understanding a text and answering questions related…

计算与语言 · 计算机科学 2020-11-10 Kiet Van Nguyen , Duc-Vu Nguyen , Anh Gia-Tuan Nguyen , Ngan Luu-Thuy Nguyen

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…

计算与语言 · 计算机科学 2020-09-28 Viet Bui The , Oanh Tran Thi , Phuong Le-Hong

This paper presents an empirical study of two machine translation-based approaches for Vietnamese diacritic restoration problem, including phrase-based and neural-based machine translation models. This is the first work that applies…

计算与语言 · 计算机科学 2017-10-27 Thai-Hoang Pham , Xuan-Khoai Pham , Phuong Le-Hong

Code-switching (CS) presents a significant challenge for general Auto-Speech Recognition (ASR) systems. Existing methods often fail to capture the sub tle phonological shifts inherent in CS scenarios. The challenge is particu larly…

声音 · 计算机科学 2026-03-06 Tran Nguyen Anh , Truong Dinh Dung , Vo Van Nam , Minh N. H. Nguyen

In this paper, we present a feature-based named-entity recognition (NER) model that achieves the start-of-the-art accuracy for Vietnamese language. We combine word, word-shape features, PoS, chunk, Brown-cluster-based features, and…

计算与语言 · 计算机科学 2018-03-13 Pham Quang Nhat Minh

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…

计算与语言 · 计算机科学 2024-11-22 Dat Van-Thanh Nguyen , Tin Van Huynh , Kiet Van Nguyen , Ngan Luu-Thuy Nguyen

Speech samples recorded in both indoor and outdoor environments are often contaminated with secondary audio sources. Most end-to-end monaural speech recognition systems either remove these background sounds using speech enhancement or train…

音频与语音处理 · 电气工程与系统科学 2022-02-04 Chaitanya Narisetty , Emiru Tsunoo , Xuankai Chang , Yosuke Kashiwagi , Michael Hentschel , Shinji Watanabe

Vietnamese, the 20th most spoken language with over 102 million native speakers, lacks robust resources for key natural language processing tasks such as text segmentation and machine reading comprehension (MRC). To address this gap, we…

计算与语言 · 计算机科学 2025-06-23 Toan Nguyen Hai , Ha Nguyen Viet , Truong Quan Xuan , Duc Do Minh

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…

计算与语言 · 计算机科学 2021-05-31 Hieu Tran , Cuong V. Dinh , Long Phan , Son T. Nguyen

Automatic speech recognition (ASR) has made remarkable progress but heavily relies on large-scale labeled data, which is scarce for low-resource languages like Vietnamese. While existing systems such as Whisper, USM, and MMS achieve…

音频与语音处理 · 电气工程与系统科学 2025-05-30 Jianheng Zhuo , Yifan Yang , Yiwen Shao , Yong Xu , Dong Yu , Kai Yu , Xie Chen

Punctuation is critical in understanding natural language text. Currently, most automatic speech recognition (ASR) systems do not generate punctuation, which affects the performance of downstream tasks, such as intent detection and slot…

计算与语言 · 计算机科学 2023-03-07 Qiushi Huang , Tom Ko , H Lilian Tang , Xubo Liu , Bo Wu

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…

计算与语言 · 计算机科学 2018-11-13 Duong Nguyen Anh , Hieu Nguyen Kiem , Vi Ngo Van

This paper demonstrates neural network-based toolkit namely NNVLP for essential Vietnamese language processing tasks including part-of-speech (POS) tagging, chunking, named entity recognition (NER). Our toolkit is a combination of…

计算与语言 · 计算机科学 2017-10-20 Thai-Hoang Pham , Xuan-Khoai Pham , Tuan-Anh Nguyen , Phuong Le-Hong

Word segmentation and part-of-speech tagging are two critical preliminary steps for downstream tasks in Vietnamese natural language processing. In reality, people tend to consider also the phrase boundary when performing word segmentation…

计算与语言 · 计算机科学 2021-06-17 Duc-Vu Nguyen , Kiet Van Nguyen , Ngan Luu-Thuy Nguyen

Lexical normalization, a fundamental task in Natural Language Processing (NLP), involves the transformation of words into their canonical forms. This process has been proven to benefit various downstream NLP tasks greatly. In this work, we…

计算与语言 · 计算机科学 2024-02-01 Thanh-Nhi Nguyen , Thanh-Phong Le , Kiet Van Nguyen

The stream of words produced by Automatic Speech Recognition (ASR) systems is typically devoid of punctuations and formatting. Most natural language processing applications expect segmented and well-formatted texts as input, which is not…

计算与语言 · 计算机科学 2017-07-19 Vardaan Pahuja , Anirban Laha , Shachar Mirkin , Vikas Raykar , Lili Kotlerman , Guy Lev

Automatic post-editing (APE) is an important remedy for reducing errors of raw translated texts that are produced by machine translation (MT) systems or software-aided translation. In this paper, we present a systematic approach to tackle…

计算与语言 · 计算机科学 2021-11-16 Thanh Vu , Dai Quoc Nguyen

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…

信息检索 · 计算机科学 2024-09-24 Thiem Nguyen Ba , Vinh Doan The , Tung Pham Quang , Toan Tran Van

This study presents our approach on the automatic Vietnamese image captioning for healthcare domain in text processing tasks of Vietnamese Language and Speech Processing (VLSP) Challenge 2021, as shown in Figure 1. In recent years, image…

计算机视觉与模式识别 · 计算机科学 2022-12-23 Thanh Tin Nguyen , Long H. Nguyen , Nhat Truong Pham , Liu Tai Nguyen , Van Huong Do , Hai Nguyen , Ngoc Duy Nguyen