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End-to-end speech-to-intent classification has shown its advantage in harvesting information from both text and speech. In this paper, we study a technique to develop such an end-to-end system that supports multiple languages. To overcome…

Computation and Language · Computer Science 2021-09-29 Bidisha Sharma , Maulik Madhavi , Xuehao Zhou , Haizhou Li

It is a well-known fact that current AI-based language technology -- language models, machine translation systems, multilingual dictionaries and corpora -- focuses on the world's 2-3% most widely spoken languages. Recent research efforts…

Computation and Language · Computer Science 2023-07-26 Gábor Bella , Paula Helm , Gertraud Koch , Fausto Giunchiglia

We propose gated language experts and curriculum training to enhance multilingual transformer transducer models without requiring language identification (LID) input from users during inference. Our method incorporates a gating mechanism…

Computation and Language · Computer Science 2023-07-11 Eric Sun , Jinyu Li , Yuxuan Hu , Yimeng Zhu , Long Zhou , Jian Xue , Peidong Wang , Linquan Liu , Shujie Liu , Edward Lin , Yifan Gong

Large language models (LLMs) are rapidly changing learning processes, as they are readily available to students and quickly complete or augment several learning-related activities with non-trivial performance. Such major shifts in learning…

Human-Computer Interaction · Computer Science 2024-09-23 Rahul R. Divekar , Sophia Guerra , Lisette Gonzalez , Natasha Boos

The paper reports on an ongoing research project into the development of "Mobile Academy", an Android-based mobile learning (mLearning) application (app). The project comprises three major phases: requirement analysis, application…

Computers and Society · Computer Science 2017-08-17 Mahdi H. Miraz , Sajid Khan , Monir Bhuiyan , Peter Excell

Despite advances in the multilingual capabilities of Large Language Models (LLMs) across diverse tasks, English remains the dominant language for LLM research and development. So, when working with a different language, this has led to the…

Computation and Language · Computer Science 2025-02-14 Itai Mondshine , Tzuf Paz-Argaman , Reut Tsarfaty

Mobile Learning (M-Learning) is an emerging discipline in the area of education and educational technology. So researchers are trying to optimize and expanding its application in the field of education. The aim of this paper is to…

Computers and Society · Computer Science 2013-04-18 Hossein Movafegh Ghadirli , Maryam Rastgarpour

We propose a novel geometric approach for learning bilingual mappings given monolingual embeddings and a bilingual dictionary. Our approach decouples learning the transformation from the source language to the target language into (a)…

Machine Learning · Computer Science 2018-12-19 Pratik Jawanpuria , Arjun Balgovind , Anoop Kunchukuttan , Bamdev Mishra

Open-source, multilingual medical large language models (LLMs) have the potential to serve linguistically diverse populations across different regions. Adapting generic LLMs for healthcare often requires continual pretraining, but this…

Computation and Language · Computer Science 2024-09-10 Meng Zhou , Surajsinh Parmar , Anubhav Bhatti

Caregivers (i.e., parents and members of a child's caring community) are underappreciated stakeholders in learning analytics. Although caregiver involvement can enhance student academic outcomes, many obstacles hinder involvement, most…

Human-Computer Interaction · Computer Science 2024-12-17 Devika Venugopalan , Ziwen Yan , Conrad Borchers , Jionghao Lin , Vincent Aleven

Recently, Large Language Models (LLMs) have shown impressive language capabilities. While most of the existing LLMs have very unbalanced performance across different languages, multilingual alignment based on translation parallel data is an…

Computation and Language · Computer Science 2024-06-19 Shimao Zhang , Changjiang Gao , Wenhao Zhu , Jiajun Chen , Xin Huang , Xue Han , Junlan Feng , Chao Deng , Shujian Huang

The growth of Internet has led to new approaches for distance education. The main mechanisms involved in this process are distance learning and distance evaluation. Distance learning have multiple forms, from browsing and finding…

Computers and Society · Computer Science 2014-06-03 Stefan Gheorghe Pentiuc , Felicia Giza , Ovidiu Andrei Schipor

The vast majority of today's large language models (LLMs) are English-centric, having been pretrained predominantly on English text. Yet, in order to meet user expectations, models need to be able to respond appropriately in multiple…

Computation and Language · Computer Science 2024-10-04 Tannon Kew , Florian Schottmann , Rico Sennrich

Despite their success, large pre-trained multilingual models have not completely alleviated the need for labeled data, which is cumbersome to collect for all target languages. Zero-shot cross-lingual transfer is emerging as a practical…

Computation and Language · Computer Science 2021-07-01 Iulia Turc , Kenton Lee , Jacob Eisenstein , Ming-Wei Chang , Kristina Toutanova

While multilingual users often switch between languages when seeking information, this process remains undersupported by current systems where information is typically siloed by language. Our formative study reveals that users'…

Human-Computer Interaction · Computer Science 2026-04-07 Jiawen Stefanie Zhu , Katharina Reinecke , Tanushree Mitra

During the last decade, much attention has been paid to language competition in the complex systems community, that is, how the fractions of speakers of several competing languages evolve in time. In this paper we review recent advances in…

Physics and Society · Physics 2012-06-15 M. Patriarca , X. Castelló , J. R. Uriarte , V. M. Eguíluz , M. San Miguel

This study examines the digital representation of African languages and the challenges this presents for current language detection tools. We evaluate their performance on Yoruba, Kinyarwanda, and Amharic. While these languages are spoken…

Computation and Language · Computer Science 2026-01-27 Edward Ajayi , Eudoxie Umwari , Mawuli Deku , Prosper Singadi , Jules Udahemuka , Bekalu Tadele , Chukuemeka Edeh

Natural languages display a trade-off among different strategies to convey syntactic structure, such as word order or inflection. This trade-off, however, has not appeared in recent simulations of iterated language learning with neural…

Computation and Language · Computer Science 2021-09-13 Yuchen Lian , Arianna Bisazza , Tessa Verhoef

We present a novel intelligent tutoring system which builds upon well-established hypotheses in educational psychology and incorporates them inside of a scalable software architecture. Specifically, we build upon the known benefits of…

Computers and Society · Computer Science 2020-12-01 Bhairav Mehta , Adithya Ramanathan

Multilingual (or cross-lingual) embeddings represent several languages in a unique vector space. Using a common embedding space enables for a shared semantic between words from different languages. In this paper, we propose to embed images…

Computer Vision and Pattern Recognition · Computer Science 2019-05-15 Maxime Portaz , Hicham Randrianarivo , Adrien Nivaggioli , Estelle Maudet , Christophe Servan , Sylvain Peyronnet