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LongLLMLingua: question-aware prompt compression and document reordering

Extended LLMLingua with question-aware coarse/fine selection, document reordering, dynamic compression budgets and subsequence recovery for long-context prompts.

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Extended LLMLingua with question-aware coarse/fine selection, document reordering, dynamic compression budgets and subsequence recovery for long-context prompts.

Source-linked catalogue note. A detailed explanatory guide has not yet been prepared for this entry.

Scientific scope

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.

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People and systems

Huiqiang Jiang; Qianhui Wu; Xufang Luo; Dongsheng Li; Chin-Yew Lin; Yuqing Yang; Lili Qiu

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.

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English catalogue narrative

LongLLMLingua: question-aware prompt compression and document reordering

Extended LLMLingua with question-aware coarse/fine selection, document reordering, dynamic compression budgets and subsequence recovery for long-context prompts.

Scientific scope

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.

Reading status

This is a source-linked WRS catalogue note. A full explanatory guide and independent scientific reconstruction have not been completed for this entry. Read the identified original work for its complete narrative and arguments.

People and systems

Huiqiang Jiang; Qianhui Wu; Xufang Luo; Dongsheng Li; Chin-Yew Lin; Yuqing Yang; Lili Qiu

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.

Original sources