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Text classification is a popular topic of natural language processing, which has currently attracted numerous research efforts worldwide. The significant increase of data in social media requires the vast attention of researchers to analyze…

计算与语言 · 计算机科学 2020-09-30 Huy Duc Huynh , Hang Thi-Thuy Do , Kiet Van Nguyen , Ngan Luu-Thuy Nguyen

Sentiment analysis is an important task in the field ofNature Language Processing (NLP), in which users' feedbackdata on a specific issue are evaluated and analyzed. Manydeep learning models have been proposed to tackle this task, including…

计算与语言 · 计算机科学 2020-11-23 Quoc Thai Nguyen , Thoai Linh Nguyen , Ngoc Hoang Luong , Quoc Hung Ngo

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

Vietnam ranks among the top countries in terms of both internet traffic and online toxicity. As a result, implementing embedding models for recommendation and content control duties in applications is crucial. However, a lack of large-scale…

计算与语言 · 计算机科学 2025-07-30 Loc Pham , Tung Luu , Thu Vo , Minh Nguyen , Viet Hoang

Text classification is a typical natural language processing or computational linguistics task with various interesting applications. As the number of users on social media platforms increases, data acceleration promotes emerging studies on…

计算与语言 · 计算机科学 2022-09-22 Luan Thanh Nguyen , Kiet Van Nguyen , Ngan Luu-Thuy Nguyen

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

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…

计算机视觉与模式识别 · 计算机科学 2023-05-10 Doanh C. Bui , Nghia Hieu Nguyen , Khang 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…

Aspect-based sentiment analysis plays an essential role in natural language processing and artificial intelligence. Recently, researchers only focused on aspect detection and sentiment classification but ignoring the sub-task of detecting…

计算与语言 · 计算机科学 2021-10-18 Kim Thi-Thanh Nguyen , Sieu Khai Huynh , Luong Luc Phan , Phuc Huynh Pham , Duc-Vu Nguyen , Kiet Van 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

Despite impressive advancements in multilingual corpora collection and model training, developing large-scale deployments of multilingual models still presents a significant challenge. This is particularly true for language tasks that are…

Student's feedback is an important source of collecting students' opinions to improve the quality of training activities. Implementing sentiment analysis into student feedback data, we can determine sentiments polarities which express all…

计算与语言 · 计算机科学 2019-11-19 Phu X. V. Nguyen , Tham T. T. Hong , Kiet Van Nguyen , Ngan Luu-Thuy Nguyen

Emotion classification plays a significant role in emotion prediction and harmful content detection. Recent advancements in NLP, particularly through large language models (LLMs), have greatly improved outcomes in this field. This study…

计算与语言 · 计算机科学 2026-03-27 Hung Quang Tran , Nam Tien Pham , Son T. Luu , Kiet Van Nguyen

Textual emotion recognition has been a promising research topic in recent years. Many researchers aim to build more accurate and robust emotion detection systems. In this paper, we conduct several experiments to indicate how data…

计算与语言 · 计算机科学 2020-10-28 Khang Phuoc-Quy Nguyen , Kiet Van Nguyen

Image Captioning, the task of automatic generation of image captions, has attracted attentions from researchers in many fields of computer science, being computer vision, natural language processing and machine learning in recent years.…

计算与语言 · 计算机科学 2020-02-04 Quan Hoang Lam , Quang Duy Le , Kiet Van Nguyen , Ngan Luu-Thuy Nguyen

We introduce a new dataset for multi-class emotion analysis from long-form narratives in English. The Dataset for Emotions of Narrative Sequences (DENS) was collected from both classic literature available on Project Gutenberg and modern…

计算与语言 · 计算机科学 2019-10-28 Chen Liu , Muhammad Osama , Anderson de Andrade

Deep learning approaches for sentiment classification do not fully exploit sentiment linguistic knowledge. In this paper, we propose a Multi-sentiment-resource Enhanced Attention Network (MEAN) to alleviate the problem by integrating three…

计算与语言 · 计算机科学 2018-07-16 Zeyang Lei , Yujiu Yang , Min Yang , Yi Liu

Speech emotion recognition (SER) has many challenges, but one of the main challenges is that each framework does not have a unified standard. In this paper, we propose SpeechEQ, a framework for unifying SER tasks based on a multi-scale…

声音 · 计算机科学 2022-07-29 Zuheng Kang , Junqing Peng , Jianzong Wang , Jing Xiao

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…

计算与语言 · 计算机科学 2024-03-26 Phong Nguyen-Thuan Do , Son Quoc Tran , Phu Gia Hoang , Kiet Van Nguyen , Ngan Luu-Thuy Nguyen

The mental health assessment of middle school students has always been one of the focuses in the field of education. This paper introduces a new ensemble learning network based on BERT, employing the concept of enhancing model performance…

计算与语言 · 计算机科学 2024-08-12 Kai Jiang , Honghao Yang , Yuexian Wang , Qianru Chen , Yiming Luo
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