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Related papers: A Large-Scale Benchmark for Vietnamese Sentence Pa…

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In this paper, we evaluate the ability of large language models (LLMs) to perform multiple choice symbol binding (MCSB) for multiple choice question answering (MCQA) tasks in zero-shot, one-shot, and few-shot settings. We focus on…

Computation and Language · Computer Science 2025-05-14 Duc-Vu Nguyen , Quoc-Nam Nguyen

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,…

Computation and Language · Computer Science 2026-02-16 Tung X. Nguyen , Nhu Vo , Giang-Son Nguyen , Duy Mai Hoang , Chien Dinh Huynh , Inigo Jauregi Unanue , Massimo Piccardi , Wray Buntine , Dung D. Le

Toxic speech on online platforms is a growing concern, impacting user experience and online safety. While text-based toxicity detection is well-studied, audio-based approaches remain underexplored, especially for low-resource languages like…

Computation and Language · Computer Science 2025-06-03 Huy Ba Do , Vy Le-Phuong Huynh , Luan Thanh Nguyen

This paper presents an empirical comparison of different dependency parsers for Vietnamese, which has some unusual characteristics such as copula drop and verb serialization. Experimental results show that the neural network-based parsers…

Computation and Language · Computer Science 2016-11-04 Dat Quoc Nguyen , Mark Dras , Mark Johnson

Visual Question Answering (VQA) is an intricate and demanding task that integrates natural language processing (NLP) and computer vision (CV), capturing the interest of researchers. The English language, renowned for its wealth of…

Computation and Language · Computer Science 2023-07-31 Khiem Vinh Tran , Kiet Van Nguyen , Ngan Luu Thuy Nguyen

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

Large language models (LLMs), such as GPT-4, Gemini 1.5, Claude 3.5 Sonnet, and Llama3, have demonstrated significant advancements in various NLP tasks since the release of ChatGPT in 2022. Despite their success, fine-tuning and deploying…

Computation and Language · Computer Science 2025-01-28 Duc Do Minh , Vinh Nguyen Van , Thang Dam Cong

We introduce PhoWhisper in five versions for Vietnamese automatic speech recognition. PhoWhisper's robustness is achieved through fine-tuning the Whisper model on an 844-hour dataset that encompasses diverse Vietnamese accents. Our…

Audio and Speech Processing · Electrical Eng. & Systems 2024-06-06 Thanh-Thien Le , Linh The Nguyen , Dat Quoc Nguyen

With the rapid growth of Artificial Intelligence, Large Language Models (LLMs) have become essential for Question Answering (QA) systems, improving efficiency and reducing human workload in customer service. The emergence of Vietnamese LLMs…

Computation and Language · Computer Science 2025-07-31 Long S. T. Nguyen , Truong P. Hua , Thanh M. Nguyen , Toan Q. Pham , Nam K. Ngo , An X. Nguyen , Nghi D. M. Pham , Nghia H. Nguyen , Tho T. Quan

Existing text simplification or paraphrase datasets mainly focus on sentence-level text generation in a general domain. These datasets are typically developed without using domain knowledge. In this paper, we release a novel dataset,…

Computation and Language · Computer Science 2025-02-25 Ming Cheng , Jiaying Gong , Chenhan Yuan , William A. Ingram , Edward Fox , Hoda Eldardiry

This paper presents the development process of a Vietnamese spoken language corpus for machine reading comprehension (MRC) tasks and provides insights into the challenges and opportunities associated with using real-world data for machine…

Computation and Language · Computer Science 2025-07-22 Thinh Phuoc Ngo , Khoa Tran Anh Dang , Son T. Luu , Kiet Van Nguyen , Ngan Luu-Thuy Nguyen

This paper presents the system that we propose for the Reliable Intelligence Indentification on Vietnamese Social Network Sites (ReINTEL) task of the Vietnamese Language and Speech Processing 2020 (VLSP 2020) Shared Task. In this task, the…

Computation and Language · Computer Science 2021-02-25 Kim Thi-Thanh Nguyen , Kiet Van Nguyen

Automatic text generation has garnered growing attention in recent years as an essential step towards computer creativity. Generative Pretraining Transformer 2 (GPT2) is one of the state of the art approaches that have excellent successes.…

Computation and Language · Computer Science 2021-11-01 Tuan Nguyen , Hanh Pham , Truong Bui , Tan Nguyen , Duc Luong , Phong Nguyen

We present in this paper a novel scheme for multimodal learning named the Parallel Attention mechanism. In addition, to take into account the advantages of grammar and context in Vietnamese, we propose the Hierarchical Linguistic Features…

Computation and Language · Computer Science 2023-07-18 Nghia Hieu Nguyen , Kiet Van Nguyen

Distributional semantics in the form of word embeddings are an essential ingredient to many modern natural language processing systems. The quantification of semantic similarity between words can be used to evaluate the ability of a system…

Computation and Language · Computer Science 2019-04-10 Ponrudee Netisopakul , Gerhard Wohlgenannt , Aleksei Pulich

The democratization of ubiquitous AI hinges on deploying sophisticated reasoning capabilities on resource-constrained devices. However, Small Language Models (SLMs) often face a "reasoning gap", particularly in non-English languages like…

Computation and Language · Computer Science 2026-04-21 Bui The Trung , Do Minh Duc , Nguyen Van Vinh , Bui Nguyen Quoc Trinh

Neural Machine Translation (NMT) driven by Transformer architectures has advanced significantly, yet faces challenges with low-resource language pairs like Vietnamese-Japanese (Vi-Ja). Issues include sparse parallel data and handling…

Computation and Language · Computer Science 2025-10-14 Hoang Hai Phan , Nguyen Duc Minh Vu , Nam Dang Phuong

This paper presents an extensive comparative study of four neural network models, including feed-forward networks, convolutional networks, recurrent networks and long short-term memory networks, on two sentence classification datasets of…

Computation and Language · Computer Science 2018-10-04 Phuong Le-Hong , Anh-Cuong Le

This paper presents a high quality Vietnamese speech corpus that can be used for analyzing Vietnamese speech characteristic as well as building speech synthesis models. The corpus consists of 5400 clean-speech utterances spoken by 12…

Computation and Language · Computer Science 2019-04-12 Pham Ngoc Phuong , Quoc Truong Do , Luong Chi Mai

Sentiment analysis is one of the most crucial tasks in Natural Language Processing (NLP), involving the training of machine learning models to classify text based on the polarity of opinions. Pre-trained Language Models (PLMs) can be…

Computation and Language · Computer Science 2025-01-16 Hong-Viet Tran , Van-Tan Bui , Lam-Quan Tran