Work

A Review of Winograd Schema Challenge Datasets and Approaches

Year: 2020

Type: preprint

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.

Source: arXiv (Cornell University)

DOI: 10.48550/arxiv.2004.13831

Authors: Kocijan, Vid, Lukasiewicz, Thomas, Davis, Ernest, Marcus, Gary, Morgenstern, Leora

Institutions: University of Oxford, The Alan Turing Institute, New York University, Palo Alto Research Center

Language: English

Topic: Natural Language Processing Techniques

Subfield: Artificial Intelligence

Field: Computer Science

Domain: Physical Sciences

Open Access status: green

Funder: Engineering and Physical Sciences Research Council

Award: G1650590839

OpenAlex ID: W3022402349

Cites: 43

Cited by: 41

Related to: 10