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Add neural coreference resolution system

Add the neural coreference resolution system by Fynn Schröder and Hans Ole Hatzel (https://github.com/uhh-lt/neural-coref, paper).

The associated merge request

  • adds the model code of the upstream repository to the codebase,
  • add neural_coref implementation for the coref component.

Remaining TODOs:

  • How to handle the incomplete output of the neural coref model? In particular, the coref system does not define a 'main' mention, hence, e.g., "coref_resolved" is undefined.
  • Upload model files to the MONAPipe-Data dataverse