An 8B model trained by supervised imitation of a SPARQL-guided teacher plus GRPO reinforcement learning outperforms all compared frozen frontier-LLM systems on WebQSP, CWQ, and GrailQA.
F i D e L i S : Faithful Reasoning in Large Language Models for Knowledge Graph Question Answering
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Search-on-Graph-R1: Training Large Language Models to Search Knowledge Graphs with Reinforcement Learning
An 8B model trained by supervised imitation of a SPARQL-guided teacher plus GRPO reinforcement learning outperforms all compared frozen frontier-LLM systems on WebQSP, CWQ, and GrailQA.