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This paper constructs EventTyp and EventTypGold corpora to study typicality and atypicality inferences in conversation, finding that humans rely on three cues—commonsense knowledge, utterance emphasis, and snark—while LLMs struggle due to lacking commonsense knowledge about event typicality.