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ELMoLex - Connecting ELMo and Lexicon features for Dependency Parsing

Our CoNLL-18 submission system for Parsing which uses Deep Biaffine Parser as its backbone.

Features

  • ELMo features
  • UDLexicons features
  • LSTM pre-training through NLM (NLM Init. feature)
  • Read/Write directly in CoNLL-U
  • Integration with CoNLL-18 evaluation script

Quick Start

  • Install the dependencies (ensure conda is working before running the setup):
bash setup.sh
  • Check if everything works through a dry run (should take less than 30 minutes):
bash sample_run/run.sh check
  • Perform a complete run of the parser on en_lines treebank:
bash sample_run/run.sh complete

Finale Run

Instructions to start the training/testing for the finale run can be found here.

Resources

Acknowledgements

License

ELMoLex is GPL-licensed.