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This paper contributes a new large-scale dataset for weakly supervised cross-media retrieval, named Twitter100k. Current datasets, such as Wikipedia, NUS Wide and Flickr30k, have two major limitations. First, these datasets are lacking in…

Computer Vision and Pattern Recognition · Computer Science 2017-03-21 Yuting Hu , Liang Zheng , Yi Yang , Yongfeng Huang

This paper investigates the potential for large language models (LLMs) to develop private tonal languages for machine-to-machine (M2M) communication. Inspired by cryptophasia in human twins (affecting up to 50% of twin births) and natural…

Computation and Language · Computer Science 2025-03-04 David Noever

This paper introduces GigaSpeech, an evolving, multi-domain English speech recognition corpus with 10,000 hours of high quality labeled audio suitable for supervised training, and 40,000 hours of total audio suitable for semi-supervised and…

We present word2word, a publicly available dataset and an open-source Python package for cross-lingual word translations extracted from sentence-level parallel corpora. Our dataset provides top-k word translations in 3,564 (directed)…

Computation and Language · Computer Science 2019-11-28 Yo Joong Choe , Kyubyong Park , Dongwoo Kim

The need for large text corpora has increased with the advent of pretrained language models and, in particular, the discovery of scaling laws for these models. Most available corpora have sufficient data only for languages with large…

Computation and Language · Computer Science 2025-03-05 Amir Hossein Kargaran , François Yvon , Hinrich Schütze

All over the world and especially in Africa, researchers are putting efforts into building Neural Machine Translation (NMT) systems to help tackle the language barriers in Africa, a continent of over 2000 different languages. However, the…

Computation and Language · Computer Science 2020-06-17 Bonaventure F. P. Dossou , Chris C. Emezue

Reliable automatic evaluation of summarization systems is challenging due to the multifaceted and subjective nature of the task. This is especially the case for languages other than English, where human evaluations are scarce. In this work,…

Computational sign language research lacks the large-scale datasets that enables the creation of useful reallife applications. To date, most research has been limited to prototype systems on small domains of discourse, e.g. weather…

Computer Vision and Pattern Recognition · Computer Science 2021-05-07 Necati Cihan Camgoz , Ben Saunders , Guillaume Rochette , Marco Giovanelli , Giacomo Inches , Robin Nachtrab-Ribback , Richard Bowden

Large language models are commonly trained on a mixture of filtered web data and curated high-quality corpora, such as social media conversations, books, or technical papers. This curation process is believed to be necessary to produce…

The emergence of text-to-image generative models has revolutionized the field of deepfakes, enabling the creation of realistic and convincing visual content directly from textual descriptions. However, this advancement presents considerably…

Computer Vision and Pattern Recognition · Computer Science 2024-01-05 Yabin Wang , Zhiwu Huang , Zhiheng Ma , Xiaopeng Hong

Despite growing attention to deepfake speech detection, the aspects of bias and fairness remain underexplored in the speech domain. To address this gap, we introduce the Speaker Characteristics Deepfake (SCDF) dataset: a novel, richly…

Sound · Computer Science 2025-08-12 Vojtěch Staněk , Karel Srna , Anton Firc , Kamil Malinka

Current state of the art acoustic models can easily comprise more than 100 million parameters. This growing complexity demands larger training datasets to maintain a decent generalization of the final decision function. An ideal dataset is…

Audio and Speech Processing · Electrical Eng. & Systems 2022-02-01 Philipp Klumpp , Tomás Arias-Vergara , Paula Andrea Pérez-Toro , Elmar Nöth , Juan Rafael Orozco-Arroyave

The recently proposed Sequence-to-Sequence (seq2seq) framework advocates replacing complex data processing pipelines, such as an entire automatic speech recognition system, with a single neural network trained in an end-to-end fashion. In…

Neural and Evolutionary Computing · Computer Science 2016-12-09 Jan Chorowski , Navdeep Jaitly

Text summarization is crucial for mitigating information overload across domains like journalism, medicine, and business. This research evaluates summarization performance across 17 large language models (OpenAI, Google, Anthropic,…

Computation and Language · Computer Science 2025-04-08 Anantharaman Janakiraman , Behnaz Ghoraani

We propose MINT, a new Multilingual INTimacy analysis dataset covering 13,372 tweets in 10 languages including English, French, Spanish, Italian, Portuguese, Korean, Dutch, Chinese, Hindi, and Arabic. We benchmarked a list of popular…

Computation and Language · Computer Science 2023-02-06 Jiaxin Pei , Vítor Silva , Maarten Bos , Yozon Liu , Leonardo Neves , David Jurgens , Francesco Barbieri

We introduce FLEURS, the Few-shot Learning Evaluation of Universal Representations of Speech benchmark. FLEURS is an n-way parallel speech dataset in 102 languages built on top of the machine translation FLoRes-101 benchmark, with…

Computation and Language · Computer Science 2022-05-26 Alexis Conneau , Min Ma , Simran Khanuja , Yu Zhang , Vera Axelrod , Siddharth Dalmia , Jason Riesa , Clara Rivera , Ankur Bapna

We introduce \textsc{ComplexTempQA},\footnote{Dataset and code available at: https://github.com/DataScienceUIBK/ComplexTempQA} a large-scale dataset consisting of over 100 million question-answer pairs designed to tackle the challenges in…

Computation and Language · Computer Science 2025-08-26 Raphael Gruber , Abdelrahman Abdallah , Michael Färber , Adam Jatowt

The detection of telecom fraud faces significant challenges due to the lack of high-quality multimodal training data that integrates audio signals with reasoning-oriented textual analysis. To address this gap, we present TeleAntiFraud-28k,…

Computation and Language · Computer Science 2025-08-19 Zhiming Ma , Peidong Wang , Minhua Huang , Jingpeng Wang , Kai Wu , Xiangzhao Lv , Yachun Pang , Yin Yang , Wenjie Tang , Yuchen Kang

The increasing adoption of the QUIC transport protocol has transformed encrypted web traffic, necessitating new methodologies for network analysis. However, existing datasets lack the scope, metadata, and decryption capabilities required…

Networking and Internet Architecture · Computer Science 2025-05-27 Barak Gahtan , Robert J. Shahla , Alex M. Bronstein , Reuven Cohen

Recent advances in speech synthesis have introduced unprecedented challenges in maintaining voice authenticity, particularly concerning public figures who are frequent targets of impersonation attacks. This paper presents a comprehensive…

Audio and Speech Processing · Electrical Eng. & Systems 2025-09-03 Hashim Ali , Surya Subramani , Raksha Varahamurthy , Nithin Adupa , Lekha Bollinani , Hafiz Malik
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