ContextPilot reduces LLM prefill latency by up to 3x via context indexing, ordering, de-duplication, and succinct annotations that maximize KV-cache reuse while preserving or improving reasoning quality.
The retrieved documents are [Doc 1] ABCD [Doc 2] EFGH [Doc 3] IJKL. Please read the context in the fol- lowing priority order: [Doc 2] > [Doc 1] > [Doc 3]. Where is E?
1 Pith paper cite this work. Polarity classification is still indexing.
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2025 1verdicts
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ContextPilot: Fast Long-Context Inference via Context Reuse
ContextPilot reduces LLM prefill latency by up to 3x via context indexing, ordering, de-duplication, and succinct annotations that maximize KV-cache reuse while preserving or improving reasoning quality.