SQLStructEval: Structural Evaluation of LLM Text-to-SQL Generation

arXiv:2604.06736 · cs.CL, cs.DB · Submitted 2026-04-08 · Read on arXiv

cs.CL, cs.DB

Submitted: 2026-04-08

Updated: 2026-09-25

Comments: Accepted at AACL-IJCNLP 2026

License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/

Terminology

• Accuracy — 28× in this paper · explained in 1 episode
• Text-to-SQL — 25× in this paper · explained in 3 episodes
• Consistency — 21× in this paper · explained in 3 episodes
• Robustness — 17× in this paper · explained in 5 episodes
• Benchmark — 15× in this paper · explained in 2 episodes
• Aggregation — 5× in this paper · explained in 1 episode
• Alignment — 3× in this paper · explained in 1 episode
• Failure Modes — 3× in this paper · explained in 3 episodes
• Interpretability — 3× in this paper · explained in 15 episodes
• Structural Constraints — 3× in this paper · explained in 2 episodes
• Hallucination — 2× in this paper · explained in 3 episodes
• In-Context Learning — 2× in this paper · explained in 4 episodes
• Self-consistency — 2× in this paper · explained in 2 episodes
• Adam — 1× in this paper · explained in 2 episodes
• Adaptability — 1× in this paper · explained in 1 episode
• Core — 1× in this paper · explained in 2 episodes
• Decoupling — 1× in this paper · explained in 2 episodes
• Error Taxonomy — 1× in this paper · explained in 2 episodes
• Structural Reasoning — 1× in this paper · explained in 2 episodes
• Verification — 1× in this paper · explained in 2 episodes

Sources

• Program Synthesis with Large Language Models
• Evaluating Large Language Models Trained on Code
• Evaluating the Text-to-SQL Capabilities of Large Language Models
• Dynamic Stability of LLM-Generated Code
• FinCARDS: Card-Based Analyst Reranking for Financial Document Question Answering
• Path-Consistency with Prefix Enhancement for Efficient Inference in LLMs

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