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Emerging Thoughts on Benchmarking

The following would be natural places to start. For most of these one would need to find suitable code for existing BERT-based architectures for e.g. English. For the first though, document-level SA on NoReC, Jeremy would have an existing set-up for using mBERT.

  • NoReC; for document-level sentiment analysis (i.e. rating prediction).
  • NoReC_fine; for fine-grained sentiment analysis (e.g. predicting target expression + polarity)
  • NDT; for dependency parsing or PoS tagging (perhaps best to use the UD version)
  • NorNE; for named entity recognition, extends NDT (also available for the UD version)