Lack of Internal Reasoning: Each agent worked independently, without a cohesive chain of reasoning across the process. Multiple Feedback Loops: Errors often required re-running the process, leading to ...

@article{chung2025long, title={Is Long Context All You Need? Leveraging LLM's Extended Context for NL2SQL}, author={Chung, Yeounoh and Kakkar, Gaurav T and Gan, Yu and Milne, Brenton and Ozcan, Fatma} ...

For years, Natural Language to SQL (NL2SQL) has been a breakthrough in democratizing data access. By transforming plain-language queries like “What were our top-selling products last quarter?” into ...