Comments (3)
We will fix the bug in the next release.
Indeed, in some cases CRF does not have a big impact on token classification model, so you can set the flag "use_crf": false
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BTW results with and without CRF are pretty much the same. The CRF is probably good in combination with the original Bi-LSTM model (here) but it has no impact on model with BERT.
These experiments came to the same conclusion:
- NER-BERT-CRF (see section Performance)
- NER using BERT-CRF (see table 2 on page 6)
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#1637 fixed this issue. Will be in DeepPavlov 1.2.0.
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