The authors acknowledge that some of the results are wrong in anothor paper TRANSFORMER EMBEDDINGS OF IRREGULARLY SPACED EVENTS AND THEIR PARTICIPANTS

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THP's performance is not as superior as THP's own paper claims, and lead authors acknowledge that some of the results are wrong.
THE paper "TRANSFORMER EMBEDDINGS OF IRREGULARLY SPACED EVENTS AND THEIR PARTICIPANTS " is here https://arxiv.org/abs/2201.00044