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use FastText+BLSTM+CRF to do NER on JNLPBA2004, with 0.7011 f-score

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SimpleBioNER

use FastText+BLSTM+CRF to do NER on JNLPBA2004, with 0.7011 f-score.

Data Set

I got the JNLPBA2004 data set by this link.

Time Cost

On a single 2080ti, it takes about an hour to complete the entire process.

TODO

currently, it is a simple baseline, still lots of work i can do in the future:

  • use character vector
  • replace BIO with BIOES
  • try BERT
  • improve GPU utilization

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use FastText+BLSTM+CRF to do NER on JNLPBA2004, with 0.7011 f-score

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