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Merge pull request #11 from atesbilgin/master

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Update README.md
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2020-11-14 00:20:40 +03:00
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@@ -106,6 +106,7 @@ https://tensorboard.dev/experiment/qu1bQ0MiRGOCgqbZHQs2tA/#scalars
### RESULTS
### Named Entity Recognition
For named entity recognition,we used NCBI-Disease corpus, which is a resource for disease name recognition published in PubMed.
#### Sequence Length 128
@@ -134,7 +135,7 @@ https://tensorboard.dev/experiment/qu1bQ0MiRGOCgqbZHQs2tA/#scalars
| Model | F1 | Loss | accuracy | precision | recall |
|:---------------------------------------|:--------:|:----------:|:------------:|:-----------:|:--------:|
| enelpi/med-electra-small-discriminator | 0.8463 | 0.0559 | 0.9823 | 0.8071 | 0.8895 |
| google/electra-small-discriminator | - | - | - | - | - |
| google/electra-small-discriminator | 0.8280 | 0.0691 | 0.9806 | 0.8025 | 0.8552 |
| google/electra-base-discriminator | 0.8542 | 0.0645 | 0.9840 | 0.8307 | 0.8791 |
| distilbert-base-uncased | 0.8424 | 0.0799 | 0.9822 | 0.8251 | 0.8604 |
| distilroberta-base | 0.8339 | 0.0924 | 0.9806 | 0.8136 | 0.8552 |
@@ -154,6 +155,7 @@ https://github.com/allenai/s2orc
https://github.com/allenai/scibert
https://github.com/abachaa/MedQuAD
https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5530755/
https://pubmed.ncbi.nlm.nih.gov/24393765/
https://github.com/LasseRegin/medical-question-answer-data
https://huggingface.co/blog/how-to-train
https://arxiv.org/abs/1909.06146