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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…

计算与语言 · 计算机科学 2023-06-27 Huu-Thin Nguyen , Tam Doan Thanh , Cam-Van Thi Nguyen

Multi-document summarization is challenging because the summaries should not only describe the most important information from all documents but also provide a coherent interpretation of the documents. This paper proposes a method for…

This paper presents a comprehensive overview of the Comparative Opinion Mining from Vietnamese Product Reviews shared task (ComOM), held as part of the 10$^{th}$ International Workshop on Vietnamese Language and Speech Processing (VLSP…

计算与语言 · 计算机科学 2024-03-06 Hoang-Quynh Le , Duy-Cat Can , Khanh-Vinh Nguyen , Mai-Vu Tran

This paper presents an results of the VLSP 2022-2023 Machine Translation Shared Tasks, focusing on Vietnamese-Chinese and Vietnamese-Lao machine translation. The tasks were organized as part of the 9th, 10th annual workshop on Vietnamese…

计算与语言 · 计算机科学 2025-01-16 Hong-Viet Tran , Minh-Quy Nguyen , Van-Vinh Nguyen

In tackling the challenge of Multi-Document Summarization (MDS), numerous methods have been proposed, spanning both extractive and abstractive summarization techniques. However, each approach has its own limitations, making it less…

计算与语言 · 计算机科学 2024-09-19 Tuan-Cuong Vuong , Trang Mai Xuan , Thien Van Luong

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…

计算与语言 · 计算机科学 2026-01-26 Vy Tuong Dang , An Vo , Emilio Villa-Cueva , Quang Tau , Duc Dm , Thamar Solorio , Daeyoung Kim

Existing research on news summarization primarily focuses on single-language single-document (SLSD), single-language multi-document (SLMD) or cross-language single-document (CLSD). However, in real-world scenarios, news about a…

计算与语言 · 计算机科学 2024-10-15 Shengxiang Gao , Fang nan , Yongbing Zhang , Yuxin Huang , Kaiwen Tan , Zhengtao Yu

News summarization in today's global scene can be daunting with its flood of multilingual content and varied viewpoints from different sources. However, current studies often neglect such real-world scenarios as they tend to focus solely on…

计算与语言 · 计算机科学 2024-10-08 Yangfan Ye , Xiachong Feng , Xiaocheng Feng , Weitao Ma , Libo Qin , Dongliang Xu , Qing Yang , Hongtao Liu , Bing Qin

Summarization is the task of compressing source document(s) into coherent and succinct passages. This is a valuable tool to present users with concise and accurate sketch of the top ranked documents related to their queries. Query-based…

计算与语言 · 计算机科学 2020-10-27 Sayali Kulkarni , Sheide Chammas , Wan Zhu , Fei Sha , Eugene Ie

One of the emerging research trends in natural language understanding is machine reading comprehension (MRC) which is the task to find answers to human questions based on textual data. Existing Vietnamese datasets for MRC research…

计算与语言 · 计算机科学 2023-06-19 Kiet Van Nguyen , Son Quoc Tran , Luan Thanh Nguyen , Tin Van Huynh , Son T. Luu , Ngan Luu-Thuy Nguyen

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

The paper describes the organisation of the "HateSpeech Detection" (HSD) task at the VLSP workshop 2019 on detecting the fine-grained presence of hate speech in Vietnamese textual items (i.e., messages) extracted from Facebook, which is the…

计算与语言 · 计算机科学 2020-07-14 Xuan-Son Vu , Thanh Vu , Mai-Vu Tran , Thanh Le-Cong , Huyen T M. Nguyen

Text summarization is a challenging task within natural language processing that involves text generation from lengthy input sequences. While this task has been widely studied in English, there is very limited research on summarization for…

计算与语言 · 计算机科学 2021-10-11 Hieu Nguyen , Long Phan , James Anibal , Alec Peltekian , Hieu Tran

Video transcript summarization is a fundamental task for video understanding. Conventional approaches for transcript summarization are usually built upon the summarization data for written language such as news articles, while the domain…

计算与语言 · 计算机科学 2021-07-16 Tengchao Lv , Lei Cui , Momcilo Vasilijevic , Furu Wei

This paper reports on the ReINTEL Shared Task for Responsible Information Identification on social network sites, which is hosted at the seventh annual workshop on Vietnamese Language and Speech Processing (VLSP 2020). Given a piece of news…

We present our systems participated in the VLSP 2022 machine translation shared task. In the shared task this year, we participated in both translation tasks, i.e., Chinese-Vietnamese and Vietnamese-Chinese translations. We build our…

计算与语言 · 计算机科学 2023-08-16 Hai Long Trieu , Song Kiet Bui , Tan Minh Tran , Van Khanh Tran , Hai An Nguyen

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…

计算与语言 · 计算机科学 2025-07-22 Thinh Phuoc Ngo , Khoa Tran Anh Dang , Son T. Luu , Kiet Van Nguyen , Ngan Luu-Thuy Nguyen

This paper presents the VLSP 2025 MLQA-TSR - the multimodal legal question answering on traffic sign regulation shared task at VLSP 2025. VLSP 2025 MLQA-TSR comprises two subtasks: multimodal legal retrieval and multimodal question…

计算与语言 · 计算机科学 2025-10-24 Son T. Luu , Trung Vo , Hiep Nguyen , Khanh Quoc Tran , Kiet Van Nguyen , Vu Tran , Ngan Luu-Thuy Nguyen , Le-Minh Nguyen

This paper presents the results of the shared task on Lay Summarisation of Biomedical Research Articles (BioLaySumm), hosted at the BioNLP Workshop at ACL 2023. The goal of this shared task is to develop abstractive summarisation models…

计算与语言 · 计算机科学 2023-10-26 Tomas Goldsack , Zheheng Luo , Qianqian Xie , Carolina Scarton , Matthew Shardlow , Sophia Ananiadou , Chenghua Lin

A critical point of multi-document summarization (MDS) is to learn the relations among various documents. In this paper, we propose a novel abstractive MDS model, in which we represent multiple documents as a heterogeneous graph, taking…

计算与语言 · 计算机科学 2021-10-22 Peng Cui , Le Hu
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