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#natural language process... Preprint Sep 2026

SFAD: Speculative Factuality-Aware Decoding

SFAD is presented, a speculative decoding framework that enhances contextual faithfulness without inference degradation and substantially improves faithfulness while achieving $2.48\times$ speedup, offering a practical solution for efficient LLMs.

Guan-Qiao Chen, Di Wang, Lijie Hu · 0 citations

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