MARS answers multi-hop knowledge-graph questions by iteratively retrieving ranked triple patterns and letting an LLM decide when to emit a SPARQL query, beating agentic baselines on QALD-10 without fine-tuning.
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MARS: Multi-hop Adaptive Retrieval and SPARQL Generation for KGQA
MARS answers multi-hop knowledge-graph questions by iteratively retrieving ranked triple patterns and letting an LLM decide when to emit a SPARQL query, beating agentic baselines on QALD-10 without fine-tuning.