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Haihui Fan

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Book Open access Jul 2026

Incentivizing Retrieval-Augmented Generation via Inner Adaptive Context Selection

InnerRAG is a novel paradigm that empowers LLMs to autonomously select relevant context during generation by endowing the model to accurately identify the documents that are most helpful for generation from long contexts, leading to substantial improvements in generation quality while maintaining computational efficien...

Chenxu Cui, Lin Shen, Haihui Fan et al. · 0 citations

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