COPA-SSE: Semi-Structured Explanations for Commonsense ReasoningDownload PDF

03 Sept 2021, 03:05 (modified: 04 Oct 2021, 09:22)CSKBReaders: Everyone
Keywords: commonsense reasoning, explanations, dataset
TL;DR: We present a new explanation dataset for COPA with sets of triple-like common sense statements as explanations.
Abstract: We present COPA-SSE, a new crowdsourced dataset of 9,747 semi-structured, English common sense explanations for COPA questions. The explanations are formatted as a set of triple-like common sense statements with ConceptNet relations but freely written concepts. This semi-strucutred format strikes a balance between the high quality but low coverage of structured data and the lower quality but high coverage of free-form crowdsourcing. Each explanation also includes a set of human-given quality ratings. With their familiar format, the explanations are geared towards commonsense reasoners operating on knowledge graphs and serve as a starting point for ongoing work on improving such systems.
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