32 citations · 197 across the 43 of their papers we have counts for
10 papers · 1 filter
Cost-effective Variational Active Entity Resolution
Alex Bogatu, Norman W. Paton, Mark Douthwaite +2
Accurately identifying different representations of the same real-world entity is an integral part of data cleaning and many methods have been proposed to accomplish it. The challe…
ExplanationLP: Abductive Reasoning for Explainable Science Question Answering
Mokanarangan Thayaparan, Marco Valentino, André Freitas
We propose a novel approach for answering and explaining multiple-choice science questions by reasoning on grounding and abstract inference chains. This paper frames question answe…
A Survey on Explainability in Machine Reading Comprehension
Mokanarangan Thayaparan, Marco Valentino, André Freitas
This paper presents a systematic review of benchmarks and approaches for explainability in Machine Reading Comprehension (MRC). We present how the representation and inference chal…
XTE: Explainable Text Entailment
Vivian S. Silva, André Freitas, Siegfried Handschuh
Text entailment, the task of determining whether a piece of text logically follows from another piece of text, is a key component in NLP, providing input for many semantic applicat…
Case-Based Abductive Natural Language Inference
Marco Valentino, Mokanarangan Thayaparan, André Freitas
Most of the contemporary approaches for multi-hop Natural Language Inference (NLI) construct explanations considering each test case in isolation. However, this paradigm is known t…
Understanding scholarly Natural Language Processing system diagrams through application of the Richards-Engelhardt framework
Guy Clarke Marshall, Caroline Jay, André Freitas
We utilise Richards-Engelhardt framework as a tool for understanding Natural Language Processing systems diagrams. Through four examples from scholarly proceedings, we find that th…