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arxiv_cs_cl ยท Oct 29, 2026 ยท paper

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On the Fundamental Limits of Prefill-Based Decoding Length Prediction

arxiv.orgOct 29, 2026
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In brief

Predicting how many tokens a large language model (LLM) will decode, using only prefill-phase hidden states, is a key primitive for inference scheduling. We show that current benchmarks conflate predictor quality with...

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