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• W3103543556 abstract "We propose a suite of reasoning tasks on two types of relations between procedural events: goal-step relations (“learn poses” is a step in the larger goal of “doing yoga”) and step-step temporal relations (“buy a yoga mat” typically precedes “learn poses”). We introduce a dataset targeting these two relations based on wikiHow, a website of instructional how-to articles. Our human-validated test set serves as a reliable benchmark for common-sense inference, with a gap of about 10% to 20% between the performance of state-of-the-art transformer models and human performance. Our automatically-generated training set allows models to effectively transfer to out-of-domain tasks requiring knowledge of procedural events, with greatly improved performances on SWAG, Snips, and Story Cloze Test in zero- and few-shot settings." @default.
• W3103543556 created "2020-11-23" @default.
• W3103543556 creator A5057851690 @default.
• W3103543556 creator A5066716873 @default.
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• W3103543556 date "2020-01-01" @default.
• W3103543556 modified "2023-09-24" @default.
• W3103543556 title "Reasoning about Goals, Steps, and Temporal Ordering with WikiHow" @default.
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• W3103543556 doi "https://doi.org/10.18653/v1/2020.emnlp-main.374" @default.
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