A spaCy NER pipeline to extract resume information like name, skills, degree, etc.
Feature | Description |
---|---|
Name | en_resume_ner_pipeline |
Version | 0.1.1 |
spaCy | >=3.8.7,<3.9.0 |
Default Pipeline | transformer , ner |
Components | transformer , ner |
Vectors | 0 keys, 0 unique vectors (0 dimensions) |
Sources | n/a |
License | MIT |
Author | Kalyan |
Label Scheme
View label scheme (11 labels for 1 components)
Component | Labels |
---|---|
ner |
College Name , Companies worked at , Degree , Designation , Email Address , Graduation Year , Location , Name , Skills , UNKNOWN , Years of Experience |
Accuracy
Type | Score |
---|---|
ENTS_F |
95.30 |
ENTS_P |
93.34 |
ENTS_R |
97.35 |
TRANSFORMER_LOSS |
2380063.94 |
NER_LOSS |
1373288.48 |
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Evaluation results
- NER Precisionself-reported0.933
- NER Recallself-reported0.973
- NER F Scoreself-reported0.953