An evolution-searched set of deterministic linguistic rules compresses LLM prompts without any language-model scoring at deployment and stays competitive on longer-document QA tasks.
Prompt Compression in the Wild: Measuring Latency, Rate Adherence, and Quality for Faster LLM Inference , year =
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Every Time I Hire a Linguist, Inference Costs Go Down: On Linguistic Rules as Effective Prompt Compressors
An evolution-searched set of deterministic linguistic rules compresses LLM prompts without any language-model scoring at deployment and stays competitive on longer-document QA tasks.