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Jin-Bo Hao

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#natural language process... Preprint Sep 2026

Deadline-Aware Adaptive Prefill Chunking for Efficient Large Language Model Serving

Continuous batching improves large language model (LLM) serving throughput, but long prompt prefills can delay decode iterations and violate inter-token latency objectives. Chunked prefill mitigates this interference, yet its chunk size is normally fixed: small chunks protect decode latency but repeatedly pay launch ov...

Si-Yu Song, Qi-Wei Bai, Jin-Bo Hao et al. · 1 citation

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