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Chao-Yi Hu

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#machine learning Dec 2025

SpecPV: Improving Self-Speculative Decoding for Long-Context Generation via Partial Verification

To further accelerate speculative decoding in long-context generation, SpecPV is introduced, a self-speculative decoding approach that performs fast verification using partial key-value states (KV) and periodically applies full verification to eliminate accumulated errors.

Zhendong Tan, Xingjun Zhang, Chao-Yi Hu et al. · arXiv.org · 7 citations