Multi hop Reading Comprehension through Question Decomposition and Rescoring

In this paper, we show that in the multi- hop HotpotQA ( Yang et al. , 2018 ) dataset, the examples often contain reasoning shortcuts through which models can directly locate the

An Interpretable Reasoning Network for Multi Relation Question Answering Proceedings of the 27th International Conference on Computational Linguistics, pages 2010?2022 Santa Fe, New

Multi Modal Question Answering Questions without Keyboards Gary Kacmarcik Natural Language Processing Group Microsoft Research garykac@microsoft com Abstract This paper describes our

WorldTree A Corpus of Explanation Graphs for Elementary Science Questions supporting Multi Hop Inference Peter A Jansen?, Elizabeth Wainwright?, Steven Marmorstein?, Clayton T

In this paper, we propose a meta-based multi-hop reasoning method (Meta-KGR), which adopts meta-learning to learn effective meta parame- ters from high-frequency relations that

Table 1: Example questions and answers from the DROP dataset, showing the relevant parts of the associated passage and the reasoning required to answer the question.. a recent trend

In a RS485 transmission model, a multi-hop network can basically be configured with only a wireless base unit and sub-units, and it will operate simply by attaching a 920MHz

• To improve the efficiency and performance of multi-hop reasoning in spectral graph convolu- tion, we propose a novel graph convolutional network with high-order dynamic