add README.md
Browse files
README.md
ADDED
@@ -0,0 +1,42 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
---
|
2 |
+
license: mit
|
3 |
+
language:
|
4 |
+
- fr
|
5 |
+
pipeline_tag: token-classification
|
6 |
+
tags:
|
7 |
+
- biomedical
|
8 |
+
- clinical
|
9 |
+
- life sciences
|
10 |
+
datasets:
|
11 |
+
- rntc/nuner-pubmed-e3c-french-umls
|
12 |
+
# widget:
|
13 |
+
# - text: >-
|
14 |
+
# Les médicaments <mask> typiques sont largement utilisés dans le traitement
|
15 |
+
# de première intention des patients schizophrènes.
|
16 |
+
library_name: transformers
|
17 |
+
---
|
18 |
+
|
19 |
+
<a href=https://camembert-bio-model.fr/>
|
20 |
+
<img width="300px" src="https://camembert-bio-model.fr/authors/camembert-bio/camembert-bio-ner-logo.png">
|
21 |
+
</a>
|
22 |
+
|
23 |
+
# CamemBERT-bio-gliner-v0.1 : Zero-shot French Biomedical Named Entity Recognition
|
24 |
+
|
25 |
+
CamemBERT-bio-gliner is a Named Entity Recognition (NER) model capable of identifying any french biomedical entity type using a BERT-like encoder. It provides a practical alternative to traditional NER models, which are limited to predefined entities, and Large Language Models (LLMs) that, despite their flexibility, are costly and large for resource-constrained scenarios.
|
26 |
+
[CamemBERT-bio](https://huggingface.co/almanach/camembert-bio-base) is used as a backbone.
|
27 |
+
This model is based on the fantastic work of [Urchade Zaratiana](https://huggingface.co/urchade) on the [GLiNER](https://github.com/urchade/GLiNER) architecture.
|
28 |
+
|
29 |
+
|
30 |
+
## Important
|
31 |
+
|
32 |
+
This is the v0.1 of the CamemBERT-bio-gliner model. There might be a few quirks or unexpected predictions. So, if you notice anything off or have suggestions for improvements, we'd really appreciate hearing from you!
|
33 |
+
|
34 |
+
|
35 |
+
## Links
|
36 |
+
|
37 |
+
* Model: https://huggingface.co/almanach/camembert-bio-gliner-v0.1
|
38 |
+
* Backbone model: https://huggingface.co/almanach/camembert-bio-base
|
39 |
+
* GLiNER library: https://github.com/urchade/GLiNER
|
40 |
+
* Developed by: [Rian Touchent](https://rian-t.github.io), [Eric Villemonte de La Clergerie](http://pauillac.inria.fr/~clerger/)
|
41 |
+
* Logo by: [Alix Chagué](https://alix-tz.github.io/), [Rian Touchent](https://rian-t.github.io)
|
42 |
+
* License: MIT
|