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

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Summary sentences produced by abstractive summarization models may be coherent and comprehensive, but they lack control and rely heavily on reference summaries. The BRIO training paradigm assumes a non-deterministic distribution to reduce…

Computation and Language · Computer Science 2023-09-01 Khang Nhut Lam , Thieu Gia Doan , Khang Thua Pham , Jugal Kalita

The reliability of large language models (LLMs) in production environments remains significantly constrained by their propensity to generate hallucinations -- fluent, plausible-sounding outputs that contradict or fabricate information.…

Computation and Language · Computer Science 2026-01-09 Anh Thi-Hoang Nguyen , Khanh Quoc Tran , Tin Van Huynh , Phuoc Tan-Hoang Nguyen , Cam Tan Nguyen , Kiet Van Nguyen

Large vision-language models (LVLMs) have shown premise in a broad range of vision-language tasks with their strong reasoning and generalization capabilities. However, they require considerable computational resources for training and…

Computation and Language · Computer Science 2024-06-18 Guiming Hardy Chen , Shunian Chen , Ruifei Zhang , Junying Chen , Xiangbo Wu , Zhiyi Zhang , Zhihong Chen , Jianquan Li , Xiang Wan , Benyou Wang

In this study, we present a novel and challenging multilabel Vietnamese dataset (RMDM) designed to assess the performance of large language models (LLMs), in verifying electronic information related to legal contexts, focusing on fake news…

Computation and Language · Computer Science 2023-09-19 Hai-Long Nguyen , Thi-Kieu-Trang Pham , Thai-Son Le , Tan-Minh Nguyen , Thi-Hai-Yen Vuong , Ha-Thanh Nguyen

Recent large language models (LLMs) demonstrate impressive capabilities in handling long contexts, some exhibiting near-perfect recall on synthetic retrieval tasks. However, these evaluations have mainly focused on English text and involved…

Computation and Language · Computer Science 2024-10-15 Ameeta Agrawal , Andy Dang , Sina Bagheri Nezhad , Rhitabrat Pokharel , Russell Scheinberg

Vietnamese exhibits substantial dialectal phonetic variation across Northern, Central, and Southern regions, where identical lexical items may be realized with markedly different pronunciations. Such variation poses challenges for automatic…

Computation and Language · Computer Science 2026-05-26 Quan Ngoc Hoang , Long Hoang Huu Nguyen , Nghia Hieu Nguyen , Kiet Van Nguyen , Ngan Luu-Thuy Nguyen

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…

Computation and Language · Computer Science 2017-10-20 Thai-Hoang Pham , Xuan-Khoai Pham , Tuan-Anh Nguyen , Phuong Le-Hong

A major challenge in paraphrase research is the lack of parallel corpora. In this paper, we present a new method to collect large-scale sentential paraphrases from Twitter by linking tweets through shared URLs. The main advantage of our…

Computation and Language · Computer Science 2017-08-02 Wuwei Lan , Siyu Qiu , Hua He , Wei Xu

Existing medical text datasets usually take the form of question and answer pairs that support the task of natural language generation, but lacking the composite annotations of the medical terms. In this study, we publish a Vietnamese…

Computation and Language · Computer Science 2024-04-17 Ta Duc Huy , Nguyen Anh Tu , Tran Hoang Vu , Nguyen Phuc Minh , Nguyen Phan , Trung H. Bui , Steven Q. H. Truong

Paraphrase generation is a pivotal task in natural language processing (NLP). Existing datasets in the domain lack syntactic and lexical diversity, resulting in paraphrases that closely resemble the source sentences. Moreover, these…

Computation and Language · Computer Science 2024-04-19 Lasal Jayawardena , Prasan Yapa

Paraphrases are a vital tool to assist language understanding tasks such as question answering, style transfer, semantic parsing, and data augmentation tasks. Indic languages are complex in natural language processing (NLP) due to their…

Computation and Language · Computer Science 2025-08-26 Suramya Jadhav , Abhay Shanbhag , Amogh Thakurdesai , Ridhima Sinare , Ananya Joshi , Raviraj Joshi

Document summarization is a task to generate afluent, condensed summary for a document, andkeep important information. A cluster of documents serves as the input for multi-document summarizing (MDS), while the cluster summary serves as the…

Computation and Language · Computer Science 2023-06-27 Huu-Thin Nguyen , Tam Doan Thanh , Cam-Van Thi Nguyen

Compositional vector space models of meaning promise new solutions to stubborn language understanding problems. This paper makes two contributions toward this end: (i) it uses automatically-extracted paraphrase examples as a source of…

Computation and Language · Computer Science 2018-02-01 Avneesh Saluja , Chris Dyer , Jean-David Ruvini

We present an automated pipeline for estimating Verb Frame Frequencies (VFFs), the frequency with which a verb appears in particular syntactic frames. VFFs provide a powerful window into syntax in both human and machine language systems,…

Computation and Language · Computer Science 2025-07-31 Adam M. Morgan , Adeen Flinker

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

In this paper, we present a process of building a social listening system based on aspect-based sentiment analysis in Vietnamese from creating a dataset to building a real application. Firstly, we create UIT-ViSFD, a Vietnamese Smartphone…

Question answering (QA) systems have gained explosive attention in recent years. However, QA tasks in Vietnamese do not have many datasets. Significantly, there is mostly no dataset in the medical domain. Therefore, we built a Vietnamese…

Computation and Language · Computer Science 2022-06-22 Nhung Thi-Hong Nguyen , Phuong Phan-Dieu Ha , Luan Thanh Nguyen , Kiet Van Nguyen , Ngan Luu-Thuy Nguyen

FreeTxt-Vi is a free and open source web based toolkit for creating and analysing bilingual Vietnamese English text collections. Positioned at the intersection of corpus linguistics and natural language processing NLP it enables users to…

Computation and Language · Computer Science 2026-03-09 Hung Nguyen Huy , Mo El-Haj , Dawn Knight , Paul Rayson

Machine reading comprehension (MRC) is a challenging task in natural language processing that makes computers understanding natural language texts and answer questions based on those texts. There are many techniques for solving this…

Computation and Language · Computer Science 2021-02-19 Son T. Luu , Kiet Van Nguyen , Anh Gia-Tuan Nguyen , Ngan Luu-Thuy Nguyen

Large language models (LLMs) have shown remarkable performance across various sentence-based linguistic phenomena, yet their ability to capture cross-sentence paradigmatic patterns, such as verb alternations, remains underexplored. In this…

Computation and Language · Computer Science 2026-03-17 Giuseppe Samo , Paola Merlo