A Review of Winograd Schema Challenge Datasets and Approaches
Computation and Language
2020-04-30 v1 Artificial Intelligence
Abstract
The Winograd Schema Challenge is both a commonsense reasoning and natural language understanding challenge, introduced as an alternative to the Turing test. A Winograd schema is a pair of sentences differing in one or two words with a highly ambiguous pronoun, resolved differently in the two sentences, that appears to require commonsense knowledge to be resolved correctly. The examples were designed to be easily solvable by humans but difficult for machines, in principle requiring a deep understanding of the content of the text and the situation it describes. This paper reviews existing Winograd Schema Challenge benchmark datasets and approaches that have been published since its introduction.
Keywords
Cite
@article{arxiv.2004.13831,
title = {A Review of Winograd Schema Challenge Datasets and Approaches},
author = {Vid Kocijan and Thomas Lukasiewicz and Ernest Davis and Gary Marcus and Leora Morgenstern},
journal= {arXiv preprint arXiv:2004.13831},
year = {2020}
}