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Yi-Ming Yao

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#natural language process... Preprint Aug 2026

WnW: Waxing-and-Waning KV Cache for Long-Form Speech LLMs

WnW (Waxing-and-Waning KV cache), which classifies KV-heads into anchor, tidal, and fixed roles via offline calibration, and preserves near-Full-Cache accuracy while keeping only 20% of audio tokens on GPU, where prefill-only baselines fail to terminate.

Yi-Ming Yao, Chenyang Lyu, Xuan-Fan Ni et al. · 0 citations