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

Chen, Zhuomin et al.
arXiv (All) · Papers
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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 syst
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