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This work presents an extensive and detailed study on Audio-Visual Speech Recognition (AVSR) for five widely spoken languages: Chinese, Spanish, English, Arabic, and French. We have collected large-scale datasets for each language except…

计算与语言 · 计算机科学 2024-06-04 Sanath Narayan , Yasser Abdelaziz Dahou Djilali , Ankit Singh , Eustache Le Bihan , Hakim Hacid

Large language models have recently demonstrated their exceptional capabilities in supporting and automating various tasks. Among the tasks worth exploring for testing large language model capabilities, we considered data preparation, a…

计算与语言 · 计算机科学 2025-12-01 Matteo Spreafico , Ludovica Tassini , Camilla Sancricca , Cinzia Cappiello

While Large Vision-Language Models (LVLMs) demonstrate promising multilingual capabilities, their evaluation is currently hindered by two critical limitations: (1) the use of non-parallel corpora, which conflates inherent language…

计算机视觉与模式识别 · 计算机科学 2026-01-08 Junyuan Gao , Jiahe Song , Jiang Wu , Runchuan Zhu , Guanlin Shen , Shasha Wang , Xingjian Wei , Haote Yang , Songyang Zhang , Weijia Li , Bin Wang , Dahua Lin , Lijun Wu , Conghui He

We present the training recipe and results of scaling up PaLI-X, a multilingual vision and language model, both in terms of size of the components and the breadth of its training task mixture. Our model achieves new levels of performance on…

Code translation, the automatic conversion of programs between languages, is a growing use case for Large Language Models (LLMs). However, direct one-shot translation often fails to preserve program intent, leading to errors in control…

软件工程 · 计算机科学 2026-02-19 Shahriar Rumi Dipto , Saikat Mondal , Chanchal K. Roy

Ontology learning (OL) is the process of automatically generating an ontological knowledge base from a plain text document. In this paper, we propose a new ontology learning approach and tool, called DLOL, which generates a knowledge base…

人工智能 · 计算机科学 2018-02-13 Sourish Dasgupta , Ankur Padia , Gaurav Maheshwari , Priyansh Trivedi , Jens Lehmann

Healthcare data are generated in many different formats, which makes it difficult to integrate and reuse across institutions and studies. Standardisation is required to enable consistent large-scale analysis. The OMOP-CDM, developed by the…

定量方法 · 定量生物学 2025-11-13 Jacob Desmond , Ryan Wartmann , Chng Wei Lau , Steven Thomas , Paul M. Middleton , Jeewani Anupama Ginige

We present P6, a declarative language for building high performance visual analytics systems through its support for specifying and integrating machine learning and interactive visualization methods. As data analysis methods based on…

软件工程 · 计算机科学 2020-09-04 Jianping Kelvin Li , Kwan-Liu Ma

In this paper, we introduce the MLM (Multiple Languages and Modalities) dataset - a new resource to train and evaluate multitask systems on samples in multiple modalities and three languages. The generation process and inclusion of semantic…

机器学习 · 计算机科学 2020-10-27 Jason Armitage , Endri Kacupaj , Golsa Tahmasebzadeh , Swati , Maria Maleshkova , Ralph Ewerth , Jens Lehmann

The need for raw large raw corpora has dramatically increased in recent years with the introduction of transfer learning and semi-supervised learning methods to Natural Language Processing. And while there have been some recent attempts to…

计算与语言 · 计算机科学 2022-01-19 Julien Abadji , Pedro Ortiz Suarez , Laurent Romary , Benoît Sagot

In the pursuit of supporting more languages around the world, tools that characterize properties of languages play a key role in expanding the existing multilingual NLP research. In this study, we focus on a widely used typological…

计算与语言 · 计算机科学 2024-05-21 Hasti Toossi , Guo Qing Huai , Jinyu Liu , Eric Khiu , A. Seza Doğruöz , En-Shiun Annie Lee

This report describes our submission to the VoxCeleb Speaker Recognition Challenge (VoxSRC) at Interspeech 2020. We perform a careful analysis of speaker recognition models based on the popular ResNet architecture, and train a number of…

音频与语音处理 · 电气工程与系统科学 2020-09-30 Hee Soo Heo , Bong-Jin Lee , Jaesung Huh , Joon Son Chung

The promise of data-driven materials discovery remains constrained by the scarcity of large, high-quality, and accessible experimental datasets. Here, we introduce a generalizable large language model (LLM)-powered pipeline for automated…

材料科学 · 物理学 2026-04-28 Zhanzhao Li , Kengran Yang , Qiyao He , Kai Gong

Probabilistic language models are widely used in Information Retrieval (IR) to rank documents by the probability that they generate the query. However, the implementation of the probabilistic representations with programming languages that…

信息检索 · 计算机科学 2016-10-05 Yanshan Wang , Hongfang Liu

This paper describes the submission of the AMU (Adam Mickiewicz University) team to the Automatic Post-Editing (APE) task of WMT 2016. We explore the application of neural translation models to the APE problem and achieve good results by…

计算与语言 · 计算机科学 2016-06-24 Marcin Junczys-Dowmunt , Roman Grundkiewicz

Despite the progress we have recorded in the last few years in multilingual natural language processing, evaluation is typically limited to a small set of languages with available datasets which excludes a large number of low-resource…

Language models exhibit remarkable natural language generation capabilities but remain prone to hallucinations, generating factually incorrect information despite producing syntactically coherent responses. This study introduces the…

计算与语言 · 计算机科学 2025-11-11 Simeon Emanuilov , Richard Ackermann

Retrieval-augmented generation (RAG) has recently emerged as a promising solution for incorporating up-to-date or domain-specific knowledge into large language models (LLMs) and improving LLM factuality, but is predominantly studied in…

计算与语言 · 计算机科学 2024-07-02 Nadezhda Chirkova , David Rau , Hervé Déjean , Thibault Formal , Stéphane Clinchant , Vassilina Nikoulina

This paper presents the architecture and performance of a novel Multilingual Automatic Speech Recognition (ASR) system developed by the Transsion Speech Team for Track 1 of the MLC-SLM 2025 Challenge. The proposed system comprises three key…

音频与语音处理 · 电气工程与系统科学 2025-08-22 Xiaoxiao Li , An Zhu , Youhai Jiang , Fengjie Zhu

This paper explores the effectiveness of Multimodal Large Language models (MLLMs) as assistive technologies for visually impaired individuals. We conduct a user survey to identify adoption patterns and key challenges users face with such…