Preprint Open access
Do Time-Series QA Systems Read the Time Series? Evidence Use and Reasoning Reliability
In recent years, time-series question answering (QA) systems have made significant progress. However, generating a correct answer does not show whether retaining the supplied numerical series improves task performance, nor whether the prediction is sensitive to changes in that input. While some systems provide rational …