Probing the Prompt KV Cache: Where It Becomes Dispensable

In three linesStudy on KV cache prompt redundancy during decoding. Researchers show upper-layer prompt cache can be replaced with chat template scaffolds without significant accuracy loss, revealing redundancy is structural rather than semantic. Results validated across Qwen3, Gemma 3, and Llama 3 families.

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