Tong Li

Multi-Granular Demonstration Retrieval via Syntax-Derived Representations for Few-Shot NL2GQL

Translating natural language into graph query languages (NL2GQL) enables non-expert users to access graph databases, but supervised parsers depend on large annotated corpora and costly retraining whenever the schema evolves. Few-shot in-context learning offers a training-free alt...