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This paper proposes the Time-Reparameterized Cumulative Intensity Extrapolation (TR-CIE) sampler for discrete flow matching, which improves sampling quality under limited function evaluations by rescaling the time grid and reusing cached model outputs, with theoretical analysis and experiments on text and image generation.