SQL-Exchange: Transforming SQL Queries Across Domains

Research Summary

Contribution Summary

• We introduce SQL-Exchange, a framework for mapping SQL queries across different database schemas by preserving the source query structure while adapting domain-specific elements to align with the target schema.
• We investigate the conditions under which such mappings are feasible and beneficial, and examine their impact on enhancing the in-context learning performance of text-to-SQL systems as a downstream task.
• Our comprehensive evaluation across multiple model families and benchmark datasets -- assessing structural alignment with source queries, execution validity on target databases, and semantic correctness -- demonstrates that SQL-Exchange is

Why It Matters For Eval

• Our comprehensive evaluation across multiple model families and benchmark datasets -- assessing structural alignment with source queries, execution validity on target databases, and semantic correctness -- demonstrates that SQL-Exchange is

Related Papers

• When Stereotypes GTG: The Impact of Predictive Text Suggestions on Gender Bias in Human-AI Co-Writing Embedding Neighbor
• SPELL: Self-Play Reinforcement Learning for Evolving Long-Context Language Models Embedding Neighbor
• SYNAPSE: Empowering LLM Agents with Episodic-Semantic Memory via Spreading Activation Embedding Neighbor
• FENCE: A Financial and Multimodal Jailbreak Detection Dataset Embedding Neighbor
• Bridging Symbolic Control and Neural Reasoning in LLM Agents: Structured Cognitive Loop with a Governance Layer Embedding Neighbor
• Personalized Prediction of Perceived Message Effectiveness Using Large Language Model Based Digital Twins Embedding Neighbor
• MathScape: Benchmarking Multimodal Large Language Models in Real-World Mathematical Contexts Embedding Neighbor
• Power and Limitations of Aggregation in Compound AI Systems Embedding Neighbor
• FML-bench: Benchmarking Machine Learning Agents for Scientific Research Embedding Neighbor
• The Headless Firm: How AI Reshapes Enterprise Boundaries Tag Overlap
• Measuring AI Ability to Complete Long Software Tasks Tag Overlap
• Residual Connections and the Causal Shift: Uncovering a Structural Misalignment in Transformers Tag Overlap