BWhat changed
Extended LLMLingua with question-aware coarse/fine selection, document reordering, dynamic compression budgets and subsequence recovery for long-context prompts.
Scientific scope
Extended LLMLingua with question-aware coarse/fine selection, document reordering, dynamic compression budgets and subsequence recovery for long-context prompts. Inherits original LLMLingua compression and prior lost-in-the-middle findings. Delta is question-aware/reordering/recovery design, not first context compression. Token deletion is lossy; prices, latency and benchmark gains are historical/source-specific.
Evidence
The linked original sources describe the stated contribution and its evidence limits. WRS has not independently rerun the experiments or certified a proof. Inherits original LLMLingua compression and prior lost-in-the-middle findings. Delta is question-aware/reordering/recovery design, not first context compression. Token deletion is lossy; prices, latency and benchmark gains are historical/source-specific.
Contributors
- Source-listed authors and technical contributors · SCIENCE: Source-listed authors or explicitly credited technical contributors for the cited versions. Family entries retain source-specific attribution; a combined list is not one original-paper byline or equal individual work. Names alone do not establish resolved identities.
Provisional WRS assessment, edition 2026-10-16.1. Independent expert calibration is pending. This grade does not certify correctness or assign ownership.
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