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The cuneiform script constitutes one of the earliest systems of writing and is realized by wedge-shaped marks on clay tablets. A tremendous number of cuneiform tablets have already been discovered and are incrementally digitalized and made…

Computer Vision and Pattern Recognition · Computer Science 2018-03-12 Nils M. Kriege , Matthias Fey , Denis Fisseler , Petra Mutzel , Frank Weichert

Language identification from speech is a common preprocessing step in many spoken language processing systems. In recent years, this field has seen fast progress, mostly due to the use of self-supervised models pretrained on multilingual…

Audio and Speech Processing · Electrical Eng. & Systems 2022-07-04 Kunnar Kukk , Tanel Alumäe

A statistical classification algorithm and its application to language identification from noisy input are described. The main innovation is to compute confidence limits on the classification, so that the algorithm terminates when enough…

Computation and Language · Computer Science 2007-05-23 David Elworthy

Automatic spoken language identification (LID) is a very important research field in the era of multilingual voice-command-based human-computer interaction (HCI). A front-end LID module helps to improve the performance of many speech-based…

Computation and Language · Computer Science 2022-12-08 Spandan Dey , Md Sahidullah , Goutam Saha

Language identification (LID) is a fundamental step in many natural language processing pipelines. However, current LID systems are far from perfect, particularly on lower-resource languages. We present a LID model which achieves a…

Computation and Language · Computer Science 2023-08-31 Laurie Burchell , Alexandra Birch , Nikolay Bogoychev , Kenneth Heafield

Speech recognition has of late become a practical technology for real world applications. Aiming at speech-driven text retrieval, which facilitates retrieving information with spoken queries, we propose a method to integrate speech…

Computation and Language · Computer Science 2007-05-23 Atsushi Fujii , Katunobu Itou , Tetsuya Ishikawa

The patterns in which the syntax of different languages converges and diverges are often used to inform work on cross-lingual transfer. Nevertheless, little empirical work has been done on quantifying the prevalence of different syntactic…

Computation and Language · Computer Science 2020-07-14 Dmitry Nikolaev , Ofir Arviv , Taelin Karidi , Neta Kenneth , Veronika Mitnik , Lilja Maria Saeboe , Omri Abend

The majority of existing speech emotion recognition models are trained and evaluated on a single corpus and a single language setting. These systems do not perform as well when applied in a cross-corpus and cross-language scenario. This…

Sound · Computer Science 2020-03-20 Shivali Goel , Homayoon Beigi

The Latin language has received attention from the computational linguistics research community, which has built, over the years, several valuable resources, ranging from detailed annotated corpora to sophisticated tools for linguistic…

Computation and Language · Computer Science 2025-08-01 Alessandra Bassani , Beatrice Del Bo , Alfio Ferrara , Marta Mangini , Sergio Picascia , Ambra Stefanello

Business communication digitisation has reorganised the process of persuasive discourse, which allows not only greater transparency but also advanced deception. This inquiry synthesises classical rhetoric and communication psychology with…

Computation and Language · Computer Science 2025-08-14 Sayem Hossen , Monalisa Moon Joti , Md. Golam Rashed

State-of-the-art natural language processing systems rely on supervision in the form of annotated data to learn competent models. These models are generally trained on data in a single language (usually English), and cannot be directly used…

Computation and Language · Computer Science 2018-09-14 Alexis Conneau , Guillaume Lample , Ruty Rinott , Adina Williams , Samuel R. Bowman , Holger Schwenk , Veselin Stoyanov

We present the first open-set language identification experiments using one-class classification. We first highlight the shortcomings of traditional feature extraction methods and propose a hashing-based feature vectorization approach as a…

Computation and Language · Computer Science 2017-07-18 Shervin Malmasi

In this study, we propose a method that distils representations of word meaning in context from a pre-trained masked language model in both monolingual and crosslingual settings. Word representations are the basis for context-aware lexical…

Computation and Language · Computer Science 2024-09-16 Yuki Arase , Tomoyuki Kajiwara

The flourishing blossom of deep learning has witnessed the rapid development of text recognition in recent years. However, the existing text recognition methods are mainly proposed for English texts. As another widely-spoken language,…

Computer Vision and Pattern Recognition · Computer Science 2022-11-28 Haiyang Yu , Jingye Chen , Bin Li , Jianqi Ma , Mengnan Guan , Xixi Xu , Xiaocong Wang , Shaobo Qu , Xiangyang Xue

We present a novel approach to multilingual audio-visual speech recognition tasks by introducing a single model on a multilingual dataset. Motivated by a human cognitive system where humans can intuitively distinguish different languages…

Multimedia · Computer Science 2023-10-24 Joanna Hong , Se Jin Park , Yong Man Ro

Integrating vision and language has long been a dream in work on artificial intelligence (AI). In the past two years, we have witnessed an explosion of work that brings together vision and language from images to videos and beyond. The…

Computation and Language · Computer Science 2021-08-23 Francis Ferraro , Nasrin Mostafazadeh , Ting-Hao , Huang , Lucy Vanderwende , Jacob Devlin , Michel Galley , Margaret Mitchell

Biased associations have been a challenge in the development of classifiers for detecting toxic language, hindering both fairness and accuracy. As potential solutions, we investigate recently introduced debiasing methods for text…

Computation and Language · Computer Science 2021-02-02 Xuhui Zhou , Maarten Sap , Swabha Swayamdipta , Noah A. Smith , Yejin Choi

There is an unmet need to evaluate the language difficulty of short, conversational passages of text, particularly for training and filtering Large Language Models (LLMs). We introduce Ace-CEFR, a dataset of English conversational text…

Computation and Language · Computer Science 2025-06-18 David Kogan , Max Schumacher , Sam Nguyen , Masanori Suzuki , Melissa Smith , Chloe Sophia Bellows , Jared Bernstein

We describe the CoNLL-2002 shared task: language-independent named entity recognition. We give background information on the data sets and the evaluation method, present a general overview of the systems that have taken part in the task and…

Computation and Language · Computer Science 2007-05-23 Erik F. Tjong Kim Sang

Due to a drastic improvement in the quality of internet services worldwide, there is an explosion of multilingual content generation and consumption. This is especially prevalent in countries with large multilingual audience, who are…

Audio and Speech Processing · Electrical Eng. & Systems 2020-07-14 Mudit Verma , Arun Balaji Buduru