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Authors: Nicos Isaak 1 and Loizos Michael 1 ; 2

Affiliations: 1 Open University of Cyprus, Cyprus ; 2 Research Center on Interactive Media, Smart Systems, and Emerging Technologies, Cyprus

Keyword(s): Winograd Schema Challenge, Pronoun Resolution, Natural Language Processing.

Abstract: The Winograd Schema Challenge — the task of resolving pronouns in certain carefully-constructed sentences — has recently been proposed as a basis for a novel form of CAPTCHAs. Such uses of the task necessitate the availability of a large, and presumably continuously-replenished, collection of available Winograd Schemas, which goes beyond what human experts can reasonably develop by themselves. Towards tackling this issue, we introduce Winventor, the first, to our knowledge, system that attempts to fully automate the development of Winograd Schemas, or at least to considerably help humans in this development task. Beyond describing the system, the paper presents a series of three studies that demonstrate, respectively, Winventor’s ability to replicate existing Winograd Schemas from the literature, automatically develop reasonable Winograd Schemas from scratch, and aid humans in developing Winograd Schemas by post-processing the system’s suggestions.

CC BY-NC-ND 4.0

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Paper citation in several formats:
Isaak, N. and Michael, L. (2020). Winventor: A Machine-driven Approach for the Development of Winograd Schemas. In Proceedings of the 12th International Conference on Agents and Artificial Intelligence - Volume 2: ICAART; ISBN 978-989-758-395-7; ISSN 2184-433X, SciTePress, pages 26-35. DOI: 10.5220/0008902600260035

@conference{icaart20,
author={Nicos Isaak. and Loizos Michael.},
title={Winventor: A Machine-driven Approach for the Development of Winograd Schemas},
booktitle={Proceedings of the 12th International Conference on Agents and Artificial Intelligence - Volume 2: ICAART},
year={2020},
pages={26-35},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0008902600260035},
isbn={978-989-758-395-7},
issn={2184-433X},
}

TY - CONF

JO - Proceedings of the 12th International Conference on Agents and Artificial Intelligence - Volume 2: ICAART
TI - Winventor: A Machine-driven Approach for the Development of Winograd Schemas
SN - 978-989-758-395-7
IS - 2184-433X
AU - Isaak, N.
AU - Michael, L.
PY - 2020
SP - 26
EP - 35
DO - 10.5220/0008902600260035
PB - SciTePress