A comprehensive implementation of Parameter-Efficient Fine-Tuning (PEFT) using Low-Rank Adaptation (LoRA) to optimize a Large Language Model for Text-to-SQL generation. This project adapts Google's ...
Spider is a large human-labeled dataset for complex and cross-domain semantic parsing and text-to-SQL task (natural language interfaces for relational databases). It is released along with our EMNLP ...
While data warehouses and cloud-native architectures have grown rapidly, business users are still finding it difficult to reach enterprise data. Even as dashboards and query tools become easier to use ...
Data lakehouse company Dremio Corp. is jumping on the generative artificial intelligence bandwagon, launching a new Text-to-SQL capability today and announcing additional features to come later. The ...
One of the bottlenecks in getting value out of generative AI is the difficulty in turning natural language into SQL queries. Without detailed contextual understanding of the data, the text is ...
Handling questions that involve both natural language and structured tables has become an essential task in building more intelligent and useful AI systems. These systems are often expected to process ...
As the demand for natural language data queries continues to grow, so does the need for a standardized way to evaluate Text-to-SQL (T2SQL) solutions. Despite rapid advancements in T2SQL technologies, ...
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