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20212025
most citedadaptMLLM: Fine-Tuning Multilingual Language Models on Low-Resource Languages with Integrated LLM Playgrounds

34 citations · 74 across the 9 of their papers we have counts for

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Showing 2024Show all

6 papers · 1 filter

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★ 34 cited

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★ 5 cited

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…

cs.CL2024★ 21 cited

Human Evaluation of English--Irish Transformer-Based NMT

Séamus Lankford, Haithem Afli, Andy Way

In this study, a human evaluation is carried out on how hyperparameter settings impact the quality of Transformer-based Neural Machine Translation (NMT) for the low-resourced Engli…

cs.CL2024★ 2 cited

Machine Translation in the Covid domain: an English-Irish case study for LoResMT 2021

Séamus Lankford, Haithem Afli, Andy Way

Translation models for the specific domain of translating Covid data from English to Irish were developed for the LoResMT 2021 shared task. Domain adaptation techniques, using a Co…