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hello everyone my name is fire lee from the university of toronto and today i will be presenting my long paper called power spirit surprised layer wise detection of linguistic anomalies lets get started for a long time linguist have proposed that there are different types of linguistic anomalies for example syntactic and semantic an example of a syntactic anomaly is the cathode eating the food where semantic would be the plane left at the runway instead of landed at the runway chomsky famously proposed that the following two pairs of sentences are different so colorless green ideas sleep furiously is a semantic anomaly but then variously sleep ideas green colors with the words reversed is a more structural type of anomaly and the question that im going to ask is are language models sensitive to different types of linguistic anomalies now another way to motivate this is from neuro-linguistic studies early work in these studies found that when you present a reader with a sentence that