The Value of ChatBI in NL2BI
The rapid advancement of Large Language Models (LLMs) has led to the development of ChatBI, a comprehensive and efficient technology for solving the Natural Language to Business Intelligence (NL2BI) task. ChatBI enables non-expert users to conduct data analysis, facilitating decision-making processes in business intelligence scenarios.
Practical Solutions
ChatBI addresses the challenges of NL2BI scenarios by introducing methodologies to handle Multi-Round Dialogue (MRD) interactions effectively and transforming schema linking into a single view selection problem. It leverages database view technology and emphasizes structured intermediate results to handle complex semantics and comparison relationships more effectively.
Superiority and Integration
ChatBI has been deployed in production environments and integrated into multiple product lines. Comparative evaluations against mainstream NL2SQL methods demonstrate ChatBI’s superiority in terms of accuracy and efficiency, representing a significant advancement in natural language-based BI query generation.
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