Do Time-Series QA Systems Read the Time Series? Evidence Use and Reasoning Reliability.

arXiv:2610.05686v1 Announce Type: new Abstract: 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 perfor