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    LLM context-removal methods may mostly hinge on how much of the prefix they keep, one post suggests

    The author calls this a cleaner motivation for “prefix sliding” than the one in their own linked paper, “Prefix Sliding for efficient test-time scaling.”

    NM
    1 Source, 23d ago, first seen 23d ago

    TLDR

    One post suggests that sophisticated methods for removing past context from large language models—known as “KV-cache eviction”—seem to mostly come down to how much of the prefix, or beginning of the context, they preserve. The author sees that observation as a cleaner motivation for prefix sliding than the rationale in their own paper.

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    1 Source, first seen 23d ago

    Combined views

    7.8K

    1 Source, first seen 23d ago

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    3 comments
    48 saves
    6 reposts

    Sentiment

    Positive——Negative

    Summary

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    1 Source

    @Muennighoffinteresting work! sophisticated ways to remove past LLM context ("kv-cache eviction") seem to mostly come down to how much of the prefix they preserve it's a cleaner motivation for prefix sliding than ours in https://arxiv.org/abs/2608.26070

    1 Source

    @Muennighoffinteresting work! sophisticated ways to remove past LLM context ("kv-cache eviction") seem to mostly come down to how much of the prefix they preserve it's a cleaner motivation for prefix sliding than ours in https://arxiv.org/abs/2608.26070