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Machine learning has brought striking advances in multilingual natural language processing capabilities over the past year. For example, the latest techniques have improved the state-of-the-art performance on the XTREME multilingual…

Computation and Language · Computer Science 2021-10-08 Sebastian Ruder , Noah Constant , Jan Botha , Aditya Siddhant , Orhan Firat , Jinlan Fu , Pengfei Liu , Junjie Hu , Dan Garrette , Graham Neubig , Melvin Johnson

With the rapid development of artificial intelligence technology, large language models (LLMs) have become a hot research topic. Education plays an important role in human social development and progress. Traditional education faces…

Artificial Intelligence · Computer Science 2023-11-23 Wensheng Gan , Zhenlian Qi , Jiayang Wu , Jerry Chun-Wei Lin

This study addresses the pressing challenge of educational inclusion for students with special needs by proposing and developing an inclusive educational platform. Integrating machine learning, natural language processing, and…

Human-Computer Interaction · Computer Science 2025-03-21 Jimi Togni

To achieve equitable performance across languages, large language models (LLMs) must be able to abstract knowledge beyond the language in which it was learnt. However, the current literature lacks reliable ways to measure LLMs' capability…

Since its launch in late 2022, ChatGPT has ignited widespread interest in Large Language Models (LLMs) and broader Artificial Intelligence (AI) solutions. As this new wave of AI permeates various sectors of society, we are continually…

Computers and Society · Computer Science 2025-09-18 Juho Vepsäläinen , Petri Juntunen

This paper aims for a potential architectural improvement for multilingual learning and asks: Can different tasks from different languages be modeled in a monolithic framework, i.e. without any task/language-specific module? The benefit of…

Computation and Language · Computer Science 2022-11-07 Jinlan Fu , See-Kiong Ng , Pengfei Liu

In this paper, we aim at improving Czech sentiment with transformer-based models and their multilingual versions. More concretely, we study the task of polarity detection for the Czech language on three sentiment polarity datasets. We…

Computation and Language · Computer Science 2021-08-25 Pavel Přibáň , Josef Steinberger

Exam documents are essential educational materials for exam preparation. However, they pose a significant academic barrier for blind and visually impaired students, as they are often created without accessibility considerations. Typically,…

Computer Vision and Pattern Recognition · Computer Science 2024-05-30 David Wilkening , Omar Moured , Thorsten Schwarz , Karin Muller , Rainer Stiefelhagen

Most vision-and-language pretraining research focuses on English tasks. However, the creation of multilingual multimodal evaluation datasets (e.g. Multi30K, xGQA, XVNLI, and MaRVL) poses a new challenge in finding high-quality training data…

Computation and Language · Computer Science 2022-10-25 Chen Qiu , Dan Oneata , Emanuele Bugliarello , Stella Frank , Desmond Elliott

Although large language models (LLMs) excel in text comprehension and generation, their performance on the Emotion-Cause Pair Extraction (ECPE) task, which requires reasoning ability, is often underperform smaller language model. The main…

Computation and Language · Computer Science 2025-07-22 Shiyi Mu , Yongkang Liu , Shi Feng , Xiaocui Yang , Daling Wang , Yifei Zhang

Translation quality evaluation plays a crucial role in machine translation. According to the input format, it is mainly separated into three tasks, i.e., reference-only, source-only and source-reference-combined. Recent methods, despite…

Computation and Language · Computer Science 2022-10-20 Yu Wan , Dayiheng Liu , Baosong Yang , Haibo Zhang , Boxing Chen , Derek F. Wong , Lidia S. Chao

Due to the empirical success of reinforcement learning, an increasing number of students study the subject. However, from our practical teaching experience, we see students entering the field (bachelor, master and early PhD) often struggle.…

This paper presents work on novel machine translation (MT) systems between spoken and signed languages, where signed languages are represented in SignWriting, a sign language writing system. Our work seeks to address the lack of…

Computation and Language · Computer Science 2023-02-24 Zifan Jiang , Amit Moryossef , Mathias Müller , Sarah Ebling

As large language models (LLMs) grow and develop, so do their data demands. This is especially true for multilingual LLMs, where the scarcity of high-quality and readily available data online has led to a multitude of synthetic dataset…

Computation and Language · Computer Science 2024-11-12 Sultan Alrashed , Dmitrii Khizbullin , David R. Pugh

The advent of large pre-trained language models has given rise to rapid progress in the field of Natural Language Processing (NLP). While the performance of these models on standard benchmarks has scaled with size, compression techniques…

Computation and Language · Computer Science 2021-05-14 Ahmad Rashid , Vasileios Lioutas , Mehdi Rezagholizadeh

With the rapid evolution of Natural Language Processing (NLP), Large Language Models (LLMs) like ChatGPT have emerged as powerful tools capable of transforming various sectors. Their vast knowledge base and dynamic interaction capabilities…

Computers and Society · Computer Science 2024-01-02 Kevin Wang , Jason Ramos , Ramon Lawrence

Large-scale EHR prediction across institutions is hindered by substantial heterogeneity in schemas and code systems. Although Common Data Models (CDMs) can standardize records for multi-institutional learning, the manual harmonization and…

Computation and Language · Computer Science 2026-04-02 Kyunghoon Hur , Heeyoung Kwak , Jinsu Jang , Nakhwan Kim , Edward Choi

With all the opportunities and risks that technology holds in connection to our safe and sustainable future, it is becoming increasingly important to involve a larger portion of our society in becoming active co-creators of our digitalized…

Software Engineering · Computer Science 2023-01-31 Barbora Buhnova

This paper reports on progress towards building an online language learning tool to provide learners with conversational experience by using dialog systems as conversation practice partners. Our system can adapt to users' language…

Computation and Language · Computer Science 2022-08-02 Yu Li , Chun-Yen Chen , Dian Yu , Sam Davidson , Ryan Hou , Xun Yuan , Yinghua Tan , Derek Pham , Zhou Yu

We introduce EduCoder, a domain-specialized tool designed to support utterance-level annotation of educational dialogue. While general-purpose text annotation tools for NLP and qualitative research abound, few address the complexities of…

Computation and Language · Computer Science 2026-05-06 Saad Ashraf , James Malamut , Vishal Kumar , Guanzhong Pan , Hyunji Nam , Mei Tan , Lucía Langlois , Liliana Deonizio , Helen Higgins , Dorottya Demszky
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