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School of Computer Science and Engineering, Northeastern University, China
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By explicitly structuring and managing retrieval state, EfficientGraph-RAG achieves state-of-the-art RAG performance while slashing large-model token usage by over 3x.
Stop LLMs from drifting to English when reasoning in other languages: language-adaptive RL can guide them to stay consistent without sacrificing performance.
