Update README.md

README.md

@@ -4,7 +4,7 @@ license: mit
 datasets:
 - Jean-Baptiste/wikiner_fr
 widget:
-- text: "Boulanger, habitant à Boulanger et travaillant dans le magasin Boulanger situé dans la ville de Boulanger. Boulanger a écrit notamment le très célèbre livre Boulanger édité par le maison d'édition Boulanger."
+- text: "Boulanger, habitant à Boulanger et travaillant dans le magasin Boulanger situé dans la ville de Boulanger. Boulanger a écrit notamment le très célèbre livre Boulanger édité par la maison d'édition Boulanger."
 ---
 DistilCamemBERT-NER
 ===================
@@ -38,12 +38,12 @@ Benchmark
 
 This model performance is compared to 3 reference models (see below) with the metric [MCC (Matthews Correlation Coefficient)](https://en.wikipedia.org/wiki/Phi_coefficient). The score is given with a factor x100 and the delta gain with DistilCamemBERT-NER used in reference is in parantheses. For the mean inference time measure, an AMD Ryzen 5 4500U @ 2.3GHz with 6 cores was used:
 
-| **model**                                                                                                         | **PER**          | **LOC**          | **ORG**          | **MISC**         | **O**            | **time (ms)**         |
-| :---------------------------------------------------------------------------------------------------------------: | :--------------: | :--------------: | :--------------: | :--------------: | :------------- : | :----------------: |
-| [cmarkea/distilcamembert-base-ner](https://huggingface.co/cmarkea/distilcamembert-base-ner)                       | 93.91            | 88.26            | 84.03            | 82.74            | 91.45            | 43.44              |
-| [Jean-Baptiste/camembert-ner](https://huggingface.co/Jean-Baptiste/camembert-ner)                                 | 95.20<br/>(+1%)  | 90.85<br/>(+3%)  | 89.50<br/>(+6%)  | 89.02<br/>(+8%)  | 92.86<br/>(+2%)  | 83.70<br/>(+93%)   |
-| [Davlan/bert-base-multilingual-cased-ner-hrl](https://huggingface.co/Davlan/bert-base-multilingual-cased-ner-hrl) | 79.93<br/>(-15%) | 70.39<br/>(-22%) | 60.26<br/>(-28%) | n/a<br/>(n/a%)   | 69.95<br/>(-24%) | 87.56<br/>(+102%)  |
-| [flair/ner-french](https://huggingface.co/flair/ner-french)                                                       | 80.18<br/>(-15%) | 72.11<br/>(-18%) | 67.29<br/>(-20%) | 72.39<br/>(-17%) | 74.34<br/>(-19%) | 314.96<br/>(+625%) |
+| **model**                                                                                                         | **time (ms)**      | **PER**          | **LOC**          | **ORG**          | **MISC**         | **O**            |
+| :---------------------------------------------------------------------------------------------------------------: | :----------------: | :--------------: | :--------------: | :--------------: | :--------------: | :------------- : |
+| [cmarkea/distilcamembert-base-ner](https://huggingface.co/cmarkea/distilcamembert-base-ner)                       | **43.44**          | **93.91**        | **88.26**        | **84.03**        | **82.74**        | **91.45**        |
+| [Jean-Baptiste/camembert-ner](https://huggingface.co/Jean-Baptiste/camembert-ner)                                 | 83.70<br/>(+93%)   | 95.20<br/>(+1%)  | 90.85<br/>(+3%)  | 89.50<br/>(+6%)  | 89.02<br/>(+8%)  | 92.86<br/>(+2%)  |
+| [Davlan/bert-base-multilingual-cased-ner-hrl](https://huggingface.co/Davlan/bert-base-multilingual-cased-ner-hrl) | 87.56<br/>(+102%)  | 79.93<br/>(-15%) | 70.39<br/>(-22%) | 60.26<br/>(-28%) | n/a<br/>(n/a%)   | 69.95<br/>(-24%) |
+| [flair/ner-french](https://huggingface.co/flair/ner-french)                                                       | 314.96<br/>(+625%) | 80.18<br/>(-15%) | 72.11<br/>(-18%) | 67.29<br/>(-20%) | 72.39<br/>(-17%) | 74.34<br/>(-19%) |
 
 How to use DistilCamemBERT-NER
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