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Reasoning about Goals, Steps, and Temporal Ordering with WikiHow
2020
Proceedings of the 2020 Conference on Empirical Methods in Natural Language Processing (EMNLP)
unpublished
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 commonsense inference, with a gap of about 10% to 20% between
doi:10.18653/v1/2020.emnlp-main.374
fatcat:ifaldoer2bbxnmyy7ahiv6ovaa