activity
20172023
most citedA Survey on Explainability in Machine Reading Comprehension

32 citations · 197 across the 43 of their papers we have counts for

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Showing 2019Show all

6 papers · 1 filter

cs.AI2019

Identifying Supporting Facts for Multi-hop Question Answering with Document Graph Networks

Mokanarangan Thayaparan, Marco Valentino, Viktor Schlegel +1

Recent advances in reading comprehension have resulted in models that surpass human performance when the answer is contained in a single, continuous passage of text. However, compl…

cs.CL2019★ 1 cited

DisSim: A Discourse-Aware Syntactic Text Simplification Frameworkfor English and German

Christina Niklaus, Matthias Cetto, Andre Freitas +1

We introduce DisSim, a discourse-aware sentence splitting framework for English and German whose goal is to transform syntactically complex sentences into an intermediate represent…

cs.CL2019

MinWikiSplit: A Sentence Splitting Corpus with Minimal Propositions

Christina Niklaus, Andre Freitas, Siegfried Handschuh

We compiled a new sentence splitting corpus that is composed of 203K pairs of aligned complex source and simplified target sentences. Contrary to previously proposed text simplific…

cs.CL2019

Identifying and Explaining Discriminative Attributes

Armins Stepanjans, André Freitas

Identifying what is at the center of the meaning of a word and what discriminates it from other words is a fundamental natural language inference task. This paper describes an expl…

cs.AI2019★ 11 cited

On the Semantic Interpretability of Artificial Intelligence Models

Vivian S. Silva, André Freitas, Siegfried Handschuh

Artificial Intelligence models are becoming increasingly more powerful and accurate, supporting or even replacing humans' decision making. But with increased power and accuracy als…

cs.CL2019

Transforming Complex Sentences into a Semantic Hierarchy

Christina Niklaus, Matthias Cetto, Andre Freitas +1

We present an approach for recursively splitting and rephrasing complex English sentences into a novel semantic hierarchy of simplified sentences, with each of them presenting a mo…