الباحثون

Dongsheng Luo

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نسخة أولية وصول مفتوح

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

Zhuomin Chen, Jingchao Ni, Xu Zheng وآخرون · 2026

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 …

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