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Shapley Context Pruning: A Cooperative Game Perspective for Context Reranking and Pruning

arXiv cs.AI · 2026-07-21 Cached

This paper introduces Shapley Context Pruning (SCP), a cooperative game-theoretic framework for context reranking and pruning in RAG systems. It employs a Deep Sets architecture and Monte-Carlo sampling to efficiently attribute importance to sentences, achieving competitive downstream QA performance with a lightweight 3M-parameter value network.

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