MODELS

ℹ️ Model Overview

Name	en_ent_uspatent01
Language	English (en)
Pipeline	ner
Authors	Bergeaud and Verluise
Date (last)	02/2021
License	MIT

👷 Training

FORMAT=uspatent01  # uspatent02 uspatent03 uspatent04
spacy train configs/en_t2vner.cfg --paths.train data/train_ent_${FORMAT}.spacy --paths.dev data/train_ent_${FORMAT}.spacy --output models/de_ent_${FORMAT}

🔮 Model Performance

en_ent_uspatent01/model-best

	ALL	ASG	CIT	INV	LOC
p	0.98	0.94	0.98	1	0.98
r	0.99	0.96	0.98	0.99	0.99
f	0.99	0.95	0.98	0.99	0.99

en_ent_uspatent02/model-best

	ALL	ASG	CIT	INV	LOC
p	0.98	0.96	0.98	1	0.98
r	0.99	0.96	0.97	1	0.99
f	0.98	0.96	0.98	1	0.99

en_ent_uspatent03/model-best

	ALL	ASG	CIT	INV	LOC
p	0.97	0.96	0.97	0.99	0.97
r	0.97	0.96	0.97	0.98	0.98
f	0.97	0.96	0.97	0.98	0.98

en_ent_uspatent04/model-best

	ALL	ASG	INV	LOC
p	0.99	0.99	1	0.99
r	0.99	0.98	1	0.99
f	0.99	0.98	1	0.99

🎯 Intended use

en_ent_uspatent* have been specifically trained on US patents. The model's performances are not guaranteed out of this scope.

🔂 Versions and alternative approaches

Version	Comment
1.0	ent - v3 spaCy