167 citations · 210 across the 72 of their papers we have counts for
3 papers · 1 filter
A survey on knowledge-enhanced multimodal learning
Maria Lymperaiou, Giorgos Stamou
Multimodal learning has been a field of increasing interest, aiming to combine various modalities in a single joint representation. Especially in the area of visiolinguistic (VL) l…
Towards explainable evaluation of language models on the semantic similarity of visual concepts
Maria Lymperaiou, George Manoliadis, Orfeas Menis Mastromichalakis +2
Recent breakthroughs in NLP research, such as the advent of Transformer models have indisputably contributed to major advancements in several tasks. However, few works research rob…
Computing Rule-Based Explanations of Machine Learning Classifiers using Knowledge Graphs
Edmund Dervakos, Orfeas Menis-Mastromichalakis, Alexandros Chortaras +1
The use of symbolic knowledge representation and reasoning as a way to resolve the lack of transparency of machine learning classifiers is a research area that lately attracts many…