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cs.CL2025

CRaFT: An Explanation-Based Framework for Evaluating Cultural Reasoning in Multilingual Language Models

Shehenaz Hossain, Haithem Afli

Correct answers do not necessarily reflect cultural understanding. We introduce CRaFT, an explanation-based multilingual evaluation framework designed to assess how large language…

cs.CL2025

Towards Explainable Job Title Matching: Leveraging Semantic Textual Relatedness and Knowledge Graphs

Vadim Zadykian, Bruno Andrade, Haithem Afli

Semantic Textual Relatedness (STR) captures nuanced relationships between texts that extend beyond superficial lexical similarity. In this study, we investigate STR in the context…

cs.CL2024

Design of an Open-Source Architecture for Neural Machine Translation

Séamus Lankford, Haithem Afli, Andy Way

adaptNMT is an open-source application that offers a streamlined approach to the development and deployment of Recurrent Neural Networks and Transformer models. This application is…

cs.CL2024

gaHealth: An English-Irish Bilingual Corpus of Health Data

Séamus Lankford, Haithem Afli, Órla Ní Loinsigh +1

Machine Translation is a mature technology for many high-resource language pairs. However in the context of low-resource languages, there is a paucity of parallel data datasets ava…

cs.CL2024

adaptMLLM: Fine-Tuning Multilingual Language Models on Low-Resource Languages with Integrated LLM Playgrounds

Séamus Lankford, Haithem Afli, Andy Way

The advent of Multilingual Language Models (MLLMs) and Large Language Models has spawned innovation in many areas of natural language processing. Despite the exciting potential of…

cs.CL2024

adaptNMT: an open-source, language-agnostic development environment for Neural Machine Translation

Séamus Lankford, Haithem Afli, Andy Way

adaptNMT streamlines all processes involved in the development and deployment of RNN and Transformer neural translation models. As an open-source application, it is designed for bo…