19 citations · 23 across the 4 of their papers we have counts for
4 papers · 1 filter
Active entailment encoding for explanation tree construction using parsimonious generation of hard negatives
Alex Bogatu, Zili Zhou, Dónal Landers +1
Entailment trees have been proposed to simulate the human reasoning process of explanation generation in the context of open--domain textual question answering. However, in practic…
Transformers and the representation of biomedical background knowledge
Oskar Wysocki, Zili Zhou, Paul O'Regan +4
Specialised transformers-based models (such as BioBERT and BioMegatron) are adapted for the biomedical domain based on publicly available biomedical corpora. As such, they have the…
PhysNLU: A Language Resource for Evaluating Natural Language Understanding and Explanation Coherence in Physics
Jordan Meadows, Zili Zhou, Andre Freitas
In order for language models to aid physics research, they must first encode representations of mathematical and natural language discourse which lead to coherent explanations, wit…
Encoding Explanatory Knowledge for Zero-shot Science Question Answering
Zili Zhou, Marco Valentino, Donal Landers +1
This paper describes N-XKT (Neural encoding based on eXplanatory Knowledge Transfer), a novel method for the automatic transfer of explanatory knowledge through neural encoding mec…