Author

Wenbin Wang

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#natural language process... Jul 2026

Revisiting Lossy Verification in Speculative Decoding: Mechanisms, Trade-offs, and Failure Modes

This work presents a principled analysis of the distributions induced by lossy verification methods, and shows that many seemingly distinct approaches differ only superficially and can be unified into two categories: truncation-based verification and collaborative verification.

Tianyu Wang, Yuxuan Zhou, Heng Li et al. · arXiv.org · 0 citations