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#natural language process... Preprint Oct 2026

ReaDy: Recurrent States as Dynamic Context for Speculative Drafting in Hybrid Linear Attention Large Language Models

This work introduces ReaDy, the first speculative decoding method, to leverage HLA recurrent states for position-specific context retrieval during drafting, and achieves an average $3.16\times decoding speedup over autoregressive decoding with Qwen3.

Bo Sun, Zun-Hai Su, Xia-Lie Zhuang et al. · 0 citations
#machine learning Conference Oct 2025

Find Your Optimal Teacher: Personalized Data Synthesis via Router-Guided Multi-Teacher Distillation

PerSyn (Personalized data Synthesis), a novel synthesis strategy that operates under a new ``Route then Generate''paradigm to create data tailored to each student model, enabling it to learn more effectively, is proposed.

Hengyuan Zhang, Shi-Ping Yang, Xiao Liang et al. · 21 citations

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