Update README.md

README.md

@@ -7,7 +7,7 @@ base_model:
 pipeline_tag: text-classification
 widget:
 - text: >-
-    MAEATAE, (Géogr. anc.) anciens peuples de l'île de la grande Bretagne ; ils étoient auprès du mur qui coupoit l'île en deux parties.
+    PEGOE, (Géog. anc.) 1°. ville de l'Achaie, dans la Mégaride ; 2°. ville de l'Hellespont, selon Ortelius ; 3°. ville de l'île de Cypre ou de la Cyrénie, selon Etienne le géographe. 
 ---
 
 
@@ -39,18 +39,19 @@ It has been trained on a manually annotated subset of the French *Encyclopédie
 
 
 The tagset is as follows:
-- **single**: 
-- **multiple**: 
+- **single**: only one place is described
+- **multiple**: several places are described (a single name with multiple locations)
 
 ## Dataset
 
 
-The model was trained using a set of 8665 entries classified as 'Place' (using this model: https://huggingface.co/GEODE/bert-base-multilingual-cased-geography-entry-classification) among entries classified as 'Geography' (using this model: https://huggingface.co/GEODE/bert-base-multilingual-cased-edda-domain-classification).
+The model was trained using a set of 8658 entries classified as 'Place' (using this model: https://huggingface.co/GEODE/bert-base-multilingual-cased-geography-entry-classification) among entries classified as 'Geography' (using this model: https://huggingface.co/GEODE/bert-base-multilingual-cased-edda-domain-classification).
 The datasets have the following distribution of entries among datasets and classes: 
 
 |   | Train | Validation | Test|
 |---|:---:|:---:|:---:|
-
+| Single     | 5760 | 1235 | 1234 | 
+| Multiple   | 300 | 64 | 65 |
 
 
 ## Evaluation
@@ -58,25 +59,24 @@ The datasets have the following distribution of entries among datasets and class
 
 * Overall macro-average model performances
 
- | Precision | Recall | F-score |
+| Precision | Recall | F-score |
 |:---:|:---:|:---:|
-
+| 0.92 | 0.92 | 0.92 | 
 
 
 * Overall weighted-average model performances
 
 | Precision | Recall | F-score |
 |:---:|:---:|:---:|
-
+| 0.98 | 0.98 | 0.98 | 
 
 
 * Model performances (Test set)
 
 |   | Precision | Recall | F-score | Support |
 |---|:---:|:---:|:---:|:---:|
-
-
-
+| Multiple | 0.85 | 0.85 | 0.85 | 65 | 
+| Single | 0.99 | 0.99 | 0.99 | 1234 |
 
 
 
@@ -98,7 +98,7 @@ pipe = pipeline("text-classification", model=model, tokenizer=tokenizer, truncat
 
 samples = [
     "* ALBI, (Géog.) ville de France, capitale de l'Albigeois, dans le haut Languedoc : elle est sur le Tarn. Long. 19. 49. lat. 43. 55. 44.",
-    "* ARCALU (Principauté d') petit état des Tartares-Monguls, sur la riviere d'Hoamko, où commence  la grande muraille de la Chine, sous le 122e degré de longitude & le 42e de latitude septentrionale."
+    "PEGOE, (Géog. anc.) 1°. ville de l'Achaie, dans la Mégaride ; 2°. ville de l'Hellespont, selon Ortelius ; 3°. ville de l'île de Cypre ou de la Cyrénie, selon Etienne le géographe. "
 ]