Nowruz at SemEval-2022 Task 7: Tackling Cloze Tests with Transformers and Ordinal Regression. (arXiv:2204.00556v1 [cs.CL])

This paper outlines the system using which team Nowruz participated in
SemEval 2022 Task 7 Identifying Plausible Clarifications of Implicit and
Underspecified Phrases for both subtasks A and B. Using a pre-trained
transformer as a backbone, the model targeted the task of multi-task
classification and ranking in the context of finding the best fillers for a
cloze task related to instructional texts on the website Wikihow.

The system employed a combination of two ordinal regression components to
tackle this task …

arxiv ordinal regression transformers