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en_med12_trf
karl2990/en_med12_trf
en_med12_trf is a text classification model from karl2990. Use it when you need a label for a piece of text. It is set up for spacy.
All-time downloads
523
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Repo size
2.9 GB
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Other518 MB · 53%
At a glance
- Task
- Text Classification
- Library
- spacy
- Access
- Public
- Created
- Sep 4, 2022
- Updated
- Sep 21, 2022
- SHA
- c80e862a
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Model card
From the Hugging Face model README
| Feature | Description |
|---|---|
| Name | en_med12_trf |
| Version | 1 |
| spaCy | >=3.4.1,<3.5.0 |
| Default Pipeline | transformer, ner, textcat |
| Components | transformer, ner, textcat |
| Vectors | 0 keys, 0 unique vectors (0 dimensions) |
| Sources | n/a |
| License | Apache License, Version 2.0 |
| Author | Karl Renius |
Label Scheme
<details> <summary>View label scheme (14 labels for 2 components)</summary>| Component | Labels |
|---|---|
ner | Denominator_Unit, Denominator_Value, Dose_Form, Medication_Name, NDC, Numerator_Unit, Numerator_Value, Product_Package_Type, Product_Package_Type_Value, Quantity_Factor_Unit, Quantity_Factor_Unit_Value, Quantity_Factor_Value |
textcat | OTHER, MEDICATION |
Accuracy
| Type | Score |
|---|---|
ENTS_F | 84.22 |
ENTS_P | 83.98 |
ENTS_R | 84.45 |
CATS_SCORE | 93.88 |
CATS_MICRO_P | 89.78 |
CATS_MICRO_R | 97.98 |
CATS_MICRO_F | 93.70 |
CATS_MACRO_P | 90.29 |
CATS_MACRO_R | 97.93 |
CATS_MACRO_F | 93.88 |
CATS_MACRO_AUC | 98.53 |
CATS_MACRO_AUC_PER_TYPE | 0.00 |
TRANSFORMER_LOSS | 152780.09 |
NER_LOSS | 69513.43 |
TEXTCAT_LOSS | 1868.30 |
- Task
- Text Classification
- Library
- spacy
- Languages
- en
- Created
- Sep 4, 2022
- Updated
- Sep 21, 2022