Adaptive Test-Time Inference for Text2Cypher with Trace Budgeting and Selective Refinement

Large language models have enabled natural language interfaces for structured databases, but generated queries may still contain syntactic errors, violate database schemas, or fail during execution. Test-time inference strategies improve generation reliability without additional training, but existi...