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We present Semi-Structured Explanations for COPA (COPA-SSE), a newcrowdsourced dataset of 9,747 semi-structured, English common senseexplanations for Choice of Plausible Alternatives (COPA) questions. Theexplanations are formatted as a set of triple-like common sense statements withConceptNet relations but freely written concepts. This semi-structured formatstrikes a balance between the high quality but low coverage of structured dataand the lower quality but high coverage of free-form crowdsourcing. Eachexplanation also includes a set of human-given quality ratings. With theirfamiliar format, the explanations are geared towards commonsense reasonersoperating on knowledge graphs and serve as a starting point for ongoing work onimproving such systems. The dataset is available athttps://github.com/a-brassard/copa-sse.

COPA-SSE: Semi-structured Explanations for Commonsense Reasoning