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Neural Network Semantic Parsing

Example usage:

python src/py/main.py -d 100 -i 50 -o 50 -t 20 -p attention -c lstm -m attention -u 1 --train-data data/geo880/processed-lesscopy/geo880_train600.tsv --dev-frac 0.2 --save-file params > out_file

Notes

The geoquery executor code was taken from Percy Liang's PhD Thesis, whose code can be downloaded here.

Dependencies

Core

Additional

  • bottle: for browser visualizations
  • Java 7: for geoquery and regex evaluation
  • automaton: for regex evaluation
  • Scala 2.9.0.1: for geoquery denotation computation

Other dependencies are from Percy's thesis--I'll figure out how to deal with them later.

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A version of Robin Jia's neural network for semantic parsing.

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