28 citations · 151 across the 25 of their papers we have counts for
6 papers · 1 filter
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…
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…
Representational Capacity of Deep Neural Networks -- A Computing Study
Bernhard Bermeitinger, Tomas Hrycej, Siegfried Handschuh
There is some theoretical evidence that deep neural networks with multiple hidden layers have a potential for more efficient representation of multidimensional mappings than shallo…
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…
Singular Value Decomposition and Neural Networks
Bernhard Bermeitinger, Tomas Hrycej, Siegfried Handschuh
Singular Value Decomposition (SVD) constitutes a bridge between the linear algebra concepts and multi-layer neural networks---it is their linear analogy. Besides of this insight, i…
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…