Dr Dimitra Gkatzia D.Gkatzia@napier.ac.uk
Associate Professor
Multi-task, Multilingual, Multi-modal Language Generation
People Involved
Project Description
Language generation (LG) is a crucial technology if machines are to communicate with humans seamlessly using human natural language. A great number of different tasks within Natural Language Processing (NLP) are language generation tasks, and being able to effectively perform these tasks implies (1) that machines are equipped with world knowledge that can require multi-modal processing and reasoning (e.g. textual, visual and auditory inputs, or sensory data streams), and (2) the study of strong, novel Machine Learning (ML) methods (e.g. structured prediction, generative models), since virtually all state-of-the-art NLP models are learned from data. Moreover, human languages can differ wildly in their surface realisation (i.e. scripts) as well as their internal structure (i.e. grammar), which suggests that multilinguality is a central goal if machines are to perform seamless language generation. Language generation technologies would greatly benefit both public and private services offered to EU citizens in a multilingual Europe, and have strong economic and societal impacts.
Project Acronym | Multi3Generation |
---|---|
Status | Project Live |
Funder(s) | European Commission |
Value | £0.00 |
Project Dates | Sep 9, 2019 - Sep 8, 2023 |
You might also like
Research visit @ University of Bielefeld Jun 1, 2017 - Dec 31, 2017
Research exchange with the Bielefeld Dialogue Systems group
CiViL: Common-sense- and Visual-enhanced natural Language generation Sep 28, 2020 - Sep 27, 2023
One of the most compelling problems in Artificial Intelligence is to create computational agents capable of interacting in
real-world environments using natural language. Computational agents such as robots can offer multiple benefits to
society, f...
Read More about CiViL: Common-sense- and Visual-enhanced natural Language generation.
KTP: Intelligent Agents Jun 1, 2019 - May 31, 2022
Improving customer experience through intelligent workflow
Natural Language Generation for Low-resource Domains Mar 1, 2021 - Dec 31, 2024
In the UK, around one in four people suffer from a mental health problem every year [1]. Mental well-being can affect all aspects of our lives, including our work, relationships, and family lives. A lack of personalised information along with the men...
Read More about Natural Language Generation for Low-resource Domains.
How machine learning and Artificial Intelligence (AI) can enhance Labour Market Intelligence (LMI) Oct 1, 2021 - Apr 16, 2025
The success of Labour Market Intelligence (LMI) for forecasting is predicated on accurate, reliable, robust, and accessible data that underpins the decision-making process. Developing, processing and maintaining vast quantities of often unstructured...
Read More about How machine learning and Artificial Intelligence (AI) can enhance Labour Market Intelligence (LMI).