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Fidel-TS is introduced, a new large-scale benchmark built from the core principles of high-fidelity benchmarking, focusing on data sourcing integrity, leak-free design, and structural clarity, to address the evaluation of time series forecasting models.
Grounded Reasoning in Dependency (GRiD) is introduced, a novel dependency-aware reasoning framework that explicitly grounds reasoning steps in structured knowledge that substantially improves reasoning accuracy, consistency, and faithfulness compared to recent state-of-the-art structured reasoning methods.
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