When and How Long? The Readout-Mediator Angle in Temporal Reasoning

Shreyas Fadnavis, Praitayini Kanakaraj, Felix Wyss

A linear probe can decode a representation almost perfectly and yet be completely irrelevant to how the model uses it. On calendar-date duration reasoning in language models, a $\s…