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Ben-Gurion University
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Dual-view time-series representations unlock significant gains in temporal reasoning by preserving both absolute measurements and invariant temporal structure, outperforming dedicated TSLMs.
Speculative decoding can achieve up to 6.6x speedup by parallelizing token verification and recovering intra-block dependencies with a lightweight contextual corrector.