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collaborative verification 1language model inference 1lossy verification 1speculative decoding 1truncation sampling 1

From the 1 of 1 linked paper with an AI index.

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1 paper

cs.CL2026

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

Tianyu Wang, Yuxuan Zhou, Wenbin Wang +3

The paper analyzes lossy verification techniques used in speculative decoding for large language models, categorizing them into truncation‑based and collaborative methods, identify…