Cloze Evaluation for Deeper Understanding of Commonsense Stories in IndonesianDownload PDF

10 Mar 2022, 22:17 (modified: 11 Apr 2022, 04:09)ACL 2022 Workshop CSRRReaders: Everyone
Keywords: commonsense reasoning, story, indonesian
TL;DR: We construct the first Indonesian Story Cloze Test and investigate commonsense knowledge acquisition in language models
Abstract: Story comprehension that involves complex causal and temporal relations is a critical task in NLP, but previous studies have focused predominantly on English, leaving open the question of how the findings generalize to other languages, such as Indonesian. In this paper, we follow the Story Cloze Test framework of Mostafazadeh et al. (2016) in evaluating story understanding in Indonesian, by constructing a four-sentence story with one correct ending and one incorrect ending. To investigate commonsense knowledge acquisition in language models, we experimented with: (1) a classification task to predict the correct ending; and (2) a generation task to complete the story with a single sentence. We investigate these tasks in two settings: (i) monolingual training and ii) zero-shot cross-lingual transfer between Indonesian and English.
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