A semantics-aware KV cache hierarchy offloads tokens to slower memory with zero approximation error, demonstrating that LLM reasoning accuracy depends only on the permanent eviction ratio and not on HBM residency.
SnapKV: LLM knows what you are looking for before generation
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Not All Thoughts Need HBM: Semantics-Aware Memory Hierarchy for LLM Reasoning
A semantics-aware KV cache hierarchy offloads tokens to slower memory with zero approximation error, demonstrating that LLM reasoning accuracy depends only on the permanent eviction ratio and not on HBM residency.