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Preprint Aug 2026

FutureBridge: Token Selection Beyond Local Preference in Collaborative Decoding

FutureBridge is presented, which ranks joint LLM-SLM token candidates according to how well they support the SLM's subsequent reasoning, and indicates that token selection benefits from modeling whether the receiving SLM can use each candidate to continue reasoning, rather than relying on the LLM's local preference alone.

Quanquan Li, Hongbo Zhang, Yihe Chi et al. · 0 citations