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Language plays a critical role in Vision-Language-Action (VLA) models, yet the linguistic characteristics of the datasets used to train and evaluate these systems remain poorly documented. In this work, we present a systematic dataset audit…

Computation and Language · Computer Science 2026-04-29 Selma Wanna , Agnes Luhtaru , Jonathan Salfity , Ryan Barron , Juston Moore , Cynthia Matuszek , Mitch Pryor

As increasing development of text-to-speech (TTS) and voice conversion (VC) technologies, the detection of synthetic speech has been suffered dramatically. In order to promote the development of synthetic speech detection model against…

Sound · Computer Science 2021-10-19 Zhenyu Zhang , Yewei Gu , Xiaowei Yi , Xianfeng Zhao

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…

Computation and Language · Computer Science 2025-01-16 Hong-Viet Tran , Minh-Quy Nguyen , Van-Vinh Nguyen

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

Modern speaker recognition system relies on abundant and balanced datasets for classification training. However, diverse defective datasets, such as partially-labelled, small-scale, and imbalanced datasets, are common in real-world…

Audio and Speech Processing · Electrical Eng. & Systems 2025-09-03 Ruijie Tao , Zhan Shi , Yidi Jiang , Tianchi Liu , Haizhou Li

In Vietnamese dependency parsing, several methods have been proposed. Dependency parser which uses deep neural network model has been reported that achieved state-of-the-art results. In this paper, we proposed a new method which applies…

Computation and Language · Computer Science 2019-10-31 Binh Duc Nguyen , Kiet Van Nguyen , Ngan Luu-Thuy Nguyen

Existing datasets for audio understanding primarily focus on single-turn interactions (i.e. audio captioning, audio question answering) for describing audio in natural language, thus limiting understanding audio via interactive dialogue. To…

Computation and Language · Computer Science 2024-04-12 Arushi Goel , Zhifeng Kong , Rafael Valle , Bryan Catanzaro

We propose the first multi-task learning model for joint Vietnamese word segmentation, part-of-speech (POS) tagging and dependency parsing. In particular, our model extends the BIST graph-based dependency parser (Kiperwasser and Goldberg,…

Computation and Language · Computer Science 2019-11-12 Dat Quoc Nguyen

Deep learning (DL) has greatly advanced audio classification, yet the field is limited by the scarcity of large-scale benchmark datasets that have propelled progress in other domains. While AudioSet is a pivotal step to bridge this gap as a…

Recent advances in conversational AI have demonstrated impressive capabilities in single-turn responses, yet multi-turn dialogues remain challenging for even the most sophisticated language models. Current dialogue datasets are limited in…

Computation and Language · Computer Science 2025-05-27 Alkis Koudounas , Moreno La Quatra , Elena Baralis

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…

Computation and Language · Computer Science 2024-11-22 Dat Van-Thanh Nguyen , Tin Van Huynh , Kiet Van Nguyen , Ngan Luu-Thuy Nguyen

The recent and increasing interest in video-language research has driven the development of large-scale datasets that enable data-intensive machine learning techniques. In comparison, limited effort has been made at assessing the fitness of…

Computer Vision and Pattern Recognition · Computer Science 2022-03-29 Mattia Soldan , Alejandro Pardo , Juan León Alcázar , Fabian Caba Heilbron , Chen Zhao , Silvio Giancola , Bernard Ghanem

Dialect identification (DID) is a special case of general language identification (LID), but a more challenging problem due to the linguistic similarity between dialects. In this paper, we propose an end-to-end DID system and a Siamese…

Sound · Computer Science 2018-04-24 Suwon Shon , Ahmed Ali , James Glass

The advancement of Large Language Models (LLMs) has significantly transformed the field of natural language processing, although the focus on English-centric models has created a noticeable research gap for specific languages, including…

Computation and Language · Computer Science 2024-03-26 James Vo

Existing Indic ASR benchmarks often use scripted, clean speech and leaderboard driven evaluation that encourages dataset specific overfitting. In addition, strict single reference WER penalizes natural spelling variation in Indian…

In this paper, we introduce the Extreme Metal Vocals Dataset, which comprises a collection of recordings of extreme vocal techniques performed within the realm of heavy metal music. The dataset consists of 760 audio excerpts of 1 second to…

Sound · Computer Science 2024-06-26 Modan Tailleur , Julien Pinquier , Laurent Millot , Corsin Vogel , Mathieu Lagrange

In this paper, we aimed to develop a neural parser for Vietnamese based on simplified Head-Driven Phrase Structure Grammar (HPSG). The existing corpora, VietTreebank and VnDT, had around 15% of constituency and dependency tree pairs that…

Computation and Language · Computer Science 2025-04-29 Duc-Vu Nguyen , Thang Chau Phan , Quoc-Nam Nguyen , Kiet Van Nguyen , Ngan Luu-Thuy Nguyen

This paper introduces Multilingual LibriSpeech (MLS) dataset, a large multilingual corpus suitable for speech research. The dataset is derived from read audiobooks from LibriVox and consists of 8 languages, including about 44.5K hours of…

Audio and Speech Processing · Electrical Eng. & Systems 2020-12-22 Vineel Pratap , Qiantong Xu , Anuroop Sriram , Gabriel Synnaeve , Ronan Collobert

In today's interconnected globe, moving abroad is more and more prevalent, whether it's for employment, refugee resettlement, or other causes. Language difficulties between natives and immigrants present a common issue on a daily basis,…

Computation and Language · Computer Science 2023-09-29 Khai Le-Duc

In spite of the recent progress in speech processing, the majority of world languages and dialects remain uncovered. This situation only furthers an already wide technological divide, thereby hindering technological and socioeconomic…

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