Multi3Generation: Multi-task, Multilingual, Multi-Modal Language Generation
Presentation / Conference
Barreiro, A., de Souza, J. G., Gatt, A., Bhatt, M., Lloret, E., Erdem, A., …Alhasani, M. (2022, June)
Multi3Generation: Multi-task, Multilingual, Multi-Modal Language Generation. Poster presented at 23rd Annual Conference of the European Association for Machine Translation (EAMT 2022), Ghent, Belgium
This paper presents the Multitask, Multilingual, Multimodal Language Generation COST Action – Multi3Generation (CA18231), an interdisciplinary network of research groups worki...
Opportunities and risks in the use of AI in career development practice
Journal Article
Wilson, M., Robertson, P., Cruickshank, P., & Gkatzia, D. (2022)
Opportunities and risks in the use of AI in career development practice. Journal of the National Institute for Career Education and Counselling, 48(1), 48-57. https://doi.org/10.20856/jnicec.4807
The Covid-19 pandemic required many aspects of life to move online. This accelerated a broader trend for increasing use of ICT and AI, with implications for both the world of ...
A Commonsense-enhanced Document-Grounded Conversational Agent: A Case Study on Task-based Dialogue
Conference Proceeding
Strathearn, C., & Gkatzia, D. (in press)
A Commonsense-enhanced Document-Grounded Conversational Agent: A Case Study on Task-based Dialogue. In ICNLSP Conference
This paper argues that future dialogue systems must be able to retrieve relevant information from multiple structured and unstructured data sources in order to generate natura...
Underreporting of errors in NLG output, and what to do about it
Conference Proceeding
van Miltenburg, E., Clinciu, M., Dušek, O., Gkatzia, D., Inglis, S., Leppänen, L., …Wen, L. (2021)
Underreporting of errors in NLG output, and what to do about it. In Proceedings of the 14th International Conference on Natural Language Generation (140-153
We observe a severe under-reporting of the different kinds of errors that Natural Language Generation systems make. This is a problem, because mistakes are an important indica...
The Task2Dial Dataset: A Novel Dataset for Commonsense-enhanced Task-based Dialogue Grounded in Documents
Conference Proceeding
Strathearn, C., & Gkatzia, D. (2021)
The Task2Dial Dataset: A Novel Dataset for Commonsense-enhanced Task-based Dialogue Grounded in Documents. In Proceedings of The Fourth International Conference on Natural Language and Speech Processing (ICNLSP 2021) (242-251
This paper describes the Task2Dial dataset, a novel dataset of document-grounded task-based dialogues in the food preparation domain , where an Information Giver (IG) provides...
Chefbot: A Novel Framework for the Generation of Commonsense-enhanced Responses for Task-based Dialogue Systems
Conference Proceeding
Strathearn, C., & Gkatzia, D. (2021)
Chefbot: A Novel Framework for the Generation of Commonsense-enhanced Responses for Task-based Dialogue Systems. In Proceedings of the 14th International Conference on Natural Language Generation (46-47
Conversational systems aim to generate responses that are accurate, relevant and engaging, either through utilising neural end-to-end models or through slot filling. Human-to-...
CAPE: Context-Aware Private Embeddings for Private Language Learning
Conference Proceeding
Plant, R., Gkatzia, D., & Giuffrida, V. (2021)
CAPE: Context-Aware Private Embeddings for Private Language Learning. In Proceedings of the 2021 Conference on Empirical Methods in Natural Language Processing (7970-7978
Neural language models have contributed to state-of-the-art results in a number of downstream applications including sentiment analysis, intent classification and others. Howe...
The Task2Dial Dataset
Dataset
Gkatzia, D., & Strathearn, C. (2021)
The Task2Dial Dataset. [Dataset]
URL: https://huggingface.co/datasets/cstrathe435/Task2Dial
It's Common Sense, isn't it? Demystifying Human Evaluations in Commonsense-enhanced NLG systems
Conference Proceeding
Mahamood, S., Clinciu, M., & Gkatzia, D. (2021)
It's Common Sense, isn't it? Demystifying Human Evaluations in Commonsense-enhanced NLG systems. In Proceedings of the Workshop on Human Evaluation of NLP Systems (HumEval)
Common sense is an integral part of human cognition which allows us to make sound decisions , communicate effectively with others and interpret situations and utterances. Endo...
"What's this?" Comparing Active learning Strategies for Concept Acquisition in HRI
Conference Proceeding
Belvedere, F., & Gkatzia, D. (2021)
"What's this?" Comparing Active learning Strategies for Concept Acquisition in HRI. In HRI '21 Companion: Companion of the 2021 ACM/IEEE International Conference on Human-Robot Interaction (205-209). https://doi.org/10.1145/3434074.3447160
Social robotics aim to equip robots with the ability to exhibit socially intelligent behaviour while interacting in a face-to-face context with human partners. An important as...