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.
Understanding and Improving Information Preservation in Prompt Compression for LLM s
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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.