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CypherGuard: Database-Grounded Correction for Reliable Text-to-Cypher
Text-to-Cypher translates natural-language questions into Cypher queries over property graphs. Graph database systems increasingly adopt this translation as a native query interface. Large language models generate fluent Cypher but stay unreliable. On Cypher-Bench a small model answers only 31.4% of
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