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Panagiotis-Christos Kyrmpatsos

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#artificial intelligence Preprint Sep 2026

What Drives Recovery in Agentic Text-to-Cypher? LAST-CQ: An LLM Agent Self-Refinement Framework

This work uses LAST-CQ -- a five-agent, training-free, execution-grounded Text-to-Cypher framework -- as an instrumented testbed, running three counterfactuals over 2,471 live-database queries and six backbones spanning three vendor scale tiers.

I. Prokopiou, Athanasios Aidinis, Panagiotis-Christos Kyrmpatsos et al. · 0 citations

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