SemanticParse

An open-source toolkit for training and evaluating semantic parsers

SemanticParse project screenshot

SemanticParse is an open-source Python toolkit for training, evaluating, and deploying semantic parsers. It supports multiple meaning representation formalisms including SQL, SPARQL, and lambda calculus. The toolkit includes pre-trained models, dataset loaders for common benchmarks, and a modular architecture that makes it easy to experiment with new parsing approaches.

features

  • Support for SQL, SPARQL, lambda calculus, and custom formalisms
  • Pre-trained models for Spider, WikiTableQuestions, and GrailQA
  • Modular encoder-decoder architecture with pluggable components
  • Built-in evaluation metrics and error analysis tools
  • Comprehensive documentation and tutorials

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