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Learning from Executions for Semantic Parsing

Supervised Models

Run the following commands

# preprocess data
tensor2struct preprocess configs/overnight/run_config/run_overnight_supervised.jsonnet
# train it
tensor2struct train configs/overnight/run_config/run_overnight_supervised.jsonnet
# eval it
tensor2struct eval configs/overnight/run_config/run_overnight_supervised.jsonnet

Semi-Supervised Models

Run the following commands

# preprocess data
tensor2struct preprocess configs/overnight/run_config/run_overnight_semi_supervised.jsonnet 
# train it
python experiments/semi_sup/run.py semi_train configs/overnight/run_config/run_overnight_semi_supervised.jsonnet  
# eval it
tensor2struct eval configs/overnight/run_config/run_overnight_semi_supervised.jsonnet

Scripts

scripts/ contains scripts to preprocess/train/eval models efficiently for all domains of Overnight.