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most citedGIVE: Structured Reasoning of Large Language Models with Knowledge Graph Inspired Veracity Extrapolation

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cs.CL2025

SAKE: Structured Agentic Knowledge Extrapolation for Complex LLM Reasoning via Reinforcement Learning

Jiashu He, Jinxuan Fan, Bowen Jiang +3

Knowledge extrapolation is the process of inferring novel information by combining and extending existing knowledge that is explicitly available. It is essential for solving comple…