The implementation our EMNLP 2021 paper "Enhanced Language Representation with Label Knowledge for Span Extraction".

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Deep LearningLEAR
Overview

LEAR

The implementation our EMNLP 2021 paper "Enhanced Language Representation with Label Knowledge for Span Extraction".

See below for an overview of the model architecture:

Requestments

  • python 3.6
  • pytorch 1.8
  • transformers 3.9.2
  • prefetch_generator
  • tokenizers

Data

Note: The thunlp has updated the repo HMEAE recently, which causing the mismatch of data. Make sure you use the earlier version for ED task.

Task Url Rreprocess scripts
NER mrc-for-flat-nested-ner -
Event Detection ACE 2005 HMEAE

Train

The details of hyper-parameter setting is listed in our paper - A.3.

  • For NER task, run run_ner.py.
  • For Event Detection task, run run_trigger_extraction.py

Evaluation

  • Nested: set exist_nested=True.
  • Flat: set span_decode_strategy=v5.
Owner
杨攀
杨攀
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