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Hong-Yu Pan

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#machine learning Preprint Sep 2026

WaveTLM: Reliable Time-Series Language Modeling through Task Compilation

Time-series language models provide a shared natural-language interface across temporal tasks, but plausible text does not guarantee reliable task outputs. Responses may appear reasonable while hallucinating the required object: numerical sequences can violate shape, scale, channel order, or temporal alignment, and tex...

Jia-Hui Chen, Bing-Ke Zhu, Hong-Yu Pan et al. · 0 citations

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