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Sliding-window attention beats linear on long-context reasoning [R]

Via r/MachineLearning
Monday, Aug 31, 2026 · 4:35PM
Summary

Sliding Window Attention with sinks, one of the simplest existing fixes for the quadratic-cost problem in LLMs, holds up as well or better than the linear-attention variants labs have been spending post-training compute to produce. That is the claim of a [new arXiv preprint](https://arxiv.org/abs/26

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