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AbridgeKV: Compressing Long Reasoning into the KV Cache of Learned Pause Tokens

arXiv:2610.20641v1 Announce Type: new Abstract: Long chain-of-thought decoding is memory-bound: the KV cache of the generated tokens grows linearly with the test-time compute being spent. Evicting cache entries does not fix this, because a model never trained on a cache with entries removed generat…

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  1. 2026-10-16 04:00 · arXiv cs.CL
    AbridgeKV: Compressing Long Reasoning into the KV Cache of Learned Pause Tokens

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