Hugging Face's logo

IEETA
/
MultiClinNER-RO

Token Classification
Safetensors
Romanian
crf-tagger
named-entity-recognition
clinical-nlp
multiclinner
multi-head-crf
Model card Files
xet
 Community
richardjonker2000 commited on
Commit
d524781
·
verified ·
1 Parent(s): bf07cbd

Upload README.md with huggingface_hub

Browse files
Files changed (1) hide show
  1. README.md +57 -0
README.md ADDED
@@ -0,0 +1,57 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ ---
2
+ tags:
3
+ - named-entity-recognition
4
+ - clinical-nlp
5
+ - multiclinner
6
+ - multi-head-crf
7
+ - token-classification
8
+ language:
9
+ - ro
10
+ license: apache-2.0
11
+ ---
12
+
13
+ # MultiClinNER RO Models
14
+
15
+ Clinical NER models for RO, trained with Multi-Head CRF architecture.
16
+
17
+ ## Best Model
18
+
19
+ - **Model**: `dumitrescustefan-C64-H3-E60-Aukn-%0.1-P0.2-42`
20
+ - **Best F1**: 0.6758
21
+ - **Branch**: `main`
22
+
23
+ ## Usage
24
+
25
+ ```python
26
+ # Load the best model (main branch)
27
+ from transformers import AutoTokenizer, AutoModelForTokenClassification
28
+
29
+ model = AutoModelForTokenClassification.from_pretrained("IEETA/MultiClinNER-RO")
30
+ tokenizer = AutoTokenizer.from_pretrained("IEETA/MultiClinNER-RO")
31
+
32
+ # Load a specific model variant
33
+ model = AutoModelForTokenClassification.from_pretrained("IEETA/MultiClinNER-RO", revision="BRANCH_NAME")
34
+ ```
35
+
36
+ ## All Models (18 variants)
37
+
38
+ | Branch | Model | Best? |
39
+ |--------|-------|-------|
40
+ | `main` | `dumitrescustefan-C64-H3-E60-Aukn-%0.1-P0.2-42` | **Yes** |
41
+ | `dumitrescustefan-C64-H3-E60-Anone-pct0.2-P0.5-123` | `dumitrescustefan-C64-H3-E60-Anone-%0.2-P0.5-123` | |
42
+ | `dumitrescustefan-C64-H3-E60-Anone-pct0.2-P0.5-42` | `dumitrescustefan-C64-H3-E60-Anone-%0.2-P0.5-42` | |
43
+ | `dumitrescustefan-C64-H3-E60-Anone-pct0.2-P0.5-456` | `dumitrescustefan-C64-H3-E60-Anone-%0.2-P0.5-456` | |
44
+ | `dumitrescustefan-C64-H3-E60-Anone-pct0.2-P0.5-999` | `dumitrescustefan-C64-H3-E60-Anone-%0.2-P0.5-999` | |
45
+ | `dumitrescustefan-C64-H3-E60-Arandom-pct0.1-P0.2-123` | `dumitrescustefan-C64-H3-E60-Arandom-%0.1-P0.2-123` | |
46
+ | `dumitrescustefan-C64-H3-E60-Arandom-pct0.1-P0.2-42` | `dumitrescustefan-C64-H3-E60-Arandom-%0.1-P0.2-42` | |
47
+ | `dumitrescustefan-C64-H3-E60-Arandom-pct0.1-P0.2-456` | `dumitrescustefan-C64-H3-E60-Arandom-%0.1-P0.2-456` | |
48
+ | `dumitrescustefan-C64-H3-E60-Arandom-pct0.1-P0.2-999` | `dumitrescustefan-C64-H3-E60-Arandom-%0.1-P0.2-999` | |
49
+ | `dumitrescustefan-C64-H3-E60-Arandom-pct0.25-P0.2-123` | `dumitrescustefan-C64-H3-E60-Arandom-%0.25-P0.2-123` | |
50
+ | `dumitrescustefan-C64-H3-E60-Arandom-pct0.25-P0.2-42` | `dumitrescustefan-C64-H3-E60-Arandom-%0.25-P0.2-42` | |
51
+ | `dumitrescustefan-C64-H3-E60-Arandom-pct0.25-P0.2-456` | `dumitrescustefan-C64-H3-E60-Arandom-%0.25-P0.2-456` | |
52
+ | `dumitrescustefan-C64-H3-E60-Arandom-pct0.25-P0.5-123` | `dumitrescustefan-C64-H3-E60-Arandom-%0.25-P0.5-123` | |
53
+ | `dumitrescustefan-C64-H3-E60-Arandom-pct0.25-P0.5-42` | `dumitrescustefan-C64-H3-E60-Arandom-%0.25-P0.5-42` | |
54
+ | `dumitrescustefan-C64-H3-E60-Arandom-pct0.25-P0.5-456` | `dumitrescustefan-C64-H3-E60-Arandom-%0.25-P0.5-456` | |
55
+ | `dumitrescustefan-C64-H3-E60-Aukn-pct0.1-P0.2-123` | `dumitrescustefan-C64-H3-E60-Aukn-%0.1-P0.2-123` | |
56
+ | `dumitrescustefan-C64-H3-E60-Aukn-pct0.1-P0.2-456` | `dumitrescustefan-C64-H3-E60-Aukn-%0.1-P0.2-456` | |
57
+ | `dumitrescustefan-C64-H3-E60-Aukn-pct0.1-P0.2-999` | `dumitrescustefan-C64-H3-E60-Aukn-%0.1-P0.2-999` | |