Current LLMs remain robust to high levels of inference-time context sparsity across diverse tasks, enabling up to 10x acceleration via sparse kernels.
PQCache: Product Quantization-based KVCache for Long Context LLM Inference.Proceedings of the ACM on Management of Data, 3(3):1–30, 2025
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Inference Time Context Sparsity: Illusion or Opportunity?
Current LLMs remain robust to high levels of inference-time context sparsity across diverse tasks, enabling up to 10x acceleration via sparse kernels.