āThe Defeat of the Winograd Schema Challengeā, 2022-01-07 (; backlinks; similar)ā :
The Winograd Schema Challengeāa set of twin sentences involving pronoun reference disambiguation that seem to require the use of commonsense knowledgeāwas proposed by Hector Levesque in 2011. By 2019, a number of AI systems, based on large pre-trained transformer-based language models and fine-tuned on these kinds of problems, achieved better than 90% accuracy.
In this paper, we review the history of the Winograd Schema Challenge and assess its importance.