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  To deal with such instances, we formulate causality detection and extraction activity as a sequence labeling and
  modeling problem and suggest an approach using POS tagging (Dhumal Deshmukh and
  Kiwelekar, 2020) with BIO scheme tagging (Liu et
  al., 2015) integrated with an ensemble of BERT Large-cased (Devlin et al.,
  2018), XLNet Base (Yang et al., 2019), BERT Large-Cased
  Whole Word Masking, GPT-2 (Radford et al., 2019) and RoBERTa Base (Liu et al., 2019), achieving an F1-Score of 0.9551 and Exact Match rating of 0.8777 on Blind
  test dataset provided by the workshop. Transformer fashions
  together with RoBERTa (Robustly Optimized BERT Pre-training Approach) (Liu et al., 2019), GPT-2 (Generative Pre-skilled
  Transformer) (Radford et al., 2019), BERT Base
  (Devlin et al., 2018), BERT Large-Cased Whole Word Masking (Devlin et al., 2018) (BWM), XLNet (Yang et al.,
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  So as to prevent this, NEAT makes use of speciation, which depends
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  BWM mannequin has been pre-trained on the same language corpus as BERT Large-Cased model however with a complete word
  masking method, wherein all of the tokens corresponding to a phrase are masked directly.
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