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en_med12_trf_weakly_supervised
karl2990/en_med12_trf_weakly_supervised
en_med12_trf_weakly_supervised 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.
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Repo size
964 MB
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Other512 MB · 53%
At a glance
- Task
- Text Classification
- Library
- spacy
- Access
- Public
- Created
- Sep 10, 2022
- Updated
- Sep 10, 2022
- SHA
- 2fb01ff1
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Model card
From the Hugging Face model README
| Feature | Description |
|---|---|
| Name | en_med12_trf_weakly_supervised |
| Version | 0.0.0 |
| 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 | n/a |
| Author | n/a |
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 | 99.89 |
ENTS_P | 99.95 |
ENTS_R | 99.84 |
CATS_SCORE | 100.00 |
CATS_MICRO_P | 100.00 |
CATS_MICRO_R | 100.00 |
CATS_MICRO_F | 100.00 |
CATS_MACRO_P | 100.00 |
CATS_MACRO_R | 100.00 |
CATS_MACRO_F | 100.00 |
CATS_MACRO_AUC | 100.00 |
CATS_MACRO_AUC_PER_TYPE | 0.00 |
TRANSFORMER_LOSS | 18547.50 |
NER_LOSS | 153097.22 |
TEXTCAT_LOSS | 0.00 |
- Task
- Text Classification
- Library
- spacy
- Languages
- en
- Created
- Sep 10, 2022
- Updated
- Sep 10, 2022