diff --git a/dan/ocr/evaluate.py b/dan/ocr/evaluate.py
index 0ee69128876855b9e4a7c37aa10729d7874a8f49..52308d3b74069c54b87c712bc5d48eb45f58c268 100644
--- a/dan/ocr/evaluate.py
+++ b/dan/ocr/evaluate.py
@@ -94,7 +94,7 @@ def print_worst_predictions(all_inferences: Dict[str, List[Inference]]):
             inference.prediction,
         )
         alignment_str = f'{alignment["query_aligned"]}\n{alignment["matched_aligned"]}\n{alignment["target_aligned"]}'
-        table.add_row([inference.image, inference.wer, alignment_str])
+        table.add_row([inference.image, round(inference.wer * 100, 2), alignment_str])
 
     print(f"\n#### {NB_WORST_PREDICTIONS} worst prediction(s)\n")
     print(table)
@@ -126,7 +126,14 @@ def eval_nerval(
         if not (ground_truths and predictions):
             continue
 
-        scores = evaluate(ground_truths, predictions, threshold)
+        scores = {
+            key: {
+                k: round(value * 100, 2) if k in ["P", "R", "F1"] else value
+                for k, value in values.items()
+            }
+            for key, values in evaluate(ground_truths, predictions, threshold).items()
+        }
+
         print(f"\n##### {split_name}\n")
         print_results(scores)
 
diff --git a/tests/data/evaluate/metrics_table.md b/tests/data/evaluate/metrics_table.md
index b48adcf4ff179799905337dd89fdf4a260e0a94d..27bf53ad329cbd0441b030695b322728ce62b3f0 100644
--- a/tests/data/evaluate/metrics_table.md
+++ b/tests/data/evaluate/metrics_table.md
@@ -12,55 +12,55 @@
 
 |    tag    | predicted | matched | Precision | Recall |   F1  | Support |
 |:---------:|:---------:|:-------:|:---------:|:------:|:-----:|:-------:|
-|  Surname  |     2     |    2    |    1.0    |  1.0   |  1.0  |    2    |
+|  Surname  |     2     |    2    |   100.0   | 100.0  | 100.0 |    2    |
 |   Patron  |     2     |    0    |    0.0    |  0.0   |   0   |    1    |
-|   Operai  |     2     |    2    |    1.0    |  1.0   |  1.0  |    2    |
-|   Louche  |     2     |    1    |    0.5    |  0.5   |  0.5  |    2    |
-|   Koala   |     2     |    2    |    1.0    |  1.0   |  1.0  |    2    |
-| Firstname |     2     |    2    |    1.0    |  1.0   |  1.0  |    2    |
-| Chalumeau |     1     |    1    |    1.0    |  1.0   |  1.0  |    1    |
-|  Batiment |     2     |    2    |    1.0    |  1.0   |  1.0  |    2    |
-|    All    |     15    |    12   |    0.8    | 0.857  | 0.828 |    14   |
+|   Operai  |     2     |    2    |   100.0   | 100.0  | 100.0 |    2    |
+|   Louche  |     2     |    1    |    50.0   |  50.0  |  50.0 |    2    |
+|   Koala   |     2     |    2    |   100.0   | 100.0  | 100.0 |    2    |
+| Firstname |     2     |    2    |   100.0   | 100.0  | 100.0 |    2    |
+| Chalumeau |     1     |    1    |   100.0   | 100.0  | 100.0 |    1    |
+|  Batiment |     2     |    2    |   100.0   | 100.0  | 100.0 |    2    |
+|    All    |     15    |    12   |    80.0   | 85.71  | 82.76 |    14   |
 
 ##### val
 
-|    tag    | predicted | matched | Precision | Recall |  F1  | Support |
-|:---------:|:---------:|:-------:|:---------:|:------:|:----:|:-------:|
-|  Surname  |     1     |    0    |    0.0    |  0.0   |  0   |    1    |
-|   Patron  |     1     |    1    |    1.0    |  1.0   | 1.0  |    1    |
-|   Operai  |     1     |    0    |    0.0    |  0.0   |  0   |    1    |
-|   Louche  |     1     |    1    |    1.0    |  1.0   | 1.0  |    1    |
-|   Koala   |     1     |    1    |    1.0    |  1.0   | 1.0  |    1    |
-| Firstname |     1     |    1    |    1.0    |  1.0   | 1.0  |    1    |
-| Chalumeau |     1     |    1    |    1.0    |  1.0   | 1.0  |    1    |
-|  Batiment |     1     |    1    |    1.0    |  1.0   | 1.0  |    1    |
-|    All    |     8     |    6    |    0.75   |  0.75  | 0.75 |    8    |
+|    tag    | predicted | matched | Precision | Recall |   F1  | Support |
+|:---------:|:---------:|:-------:|:---------:|:------:|:-----:|:-------:|
+|  Surname  |     1     |    0    |    0.0    |  0.0   |   0   |    1    |
+|   Patron  |     1     |    1    |   100.0   | 100.0  | 100.0 |    1    |
+|   Operai  |     1     |    0    |    0.0    |  0.0   |   0   |    1    |
+|   Louche  |     1     |    1    |   100.0   | 100.0  | 100.0 |    1    |
+|   Koala   |     1     |    1    |   100.0   | 100.0  | 100.0 |    1    |
+| Firstname |     1     |    1    |   100.0   | 100.0  | 100.0 |    1    |
+| Chalumeau |     1     |    1    |   100.0   | 100.0  | 100.0 |    1    |
+|  Batiment |     1     |    1    |   100.0   | 100.0  | 100.0 |    1    |
+|    All    |     8     |    6    |    75.0   |  75.0  |  75.0 |    8    |
 
 ##### test
 
 |    tag    | predicted | matched | Precision | Recall |   F1  | Support |
 |:---------:|:---------:|:-------:|:---------:|:------:|:-----:|:-------:|
-|  Surname  |     1     |    1    |    1.0    |  1.0   |  1.0  |    1    |
-|   Louche  |     1     |    1    |    1.0    |  1.0   |  1.0  |    1    |
-|   Koala   |     1     |    1    |    1.0    |  1.0   |  1.0  |    1    |
-| Firstname |     1     |    1    |    1.0    |  1.0   |  1.0  |    1    |
+|  Surname  |     1     |    1    |   100.0   | 100.0  | 100.0 |    1    |
+|   Louche  |     1     |    1    |   100.0   | 100.0  | 100.0 |    1    |
+|   Koala   |     1     |    1    |   100.0   | 100.0  | 100.0 |    1    |
+| Firstname |     1     |    1    |   100.0   | 100.0  | 100.0 |    1    |
 | Chalumeau |     1     |    0    |    0.0    |  0.0   |   0   |    1    |
-|  Batiment |     1     |    1    |    1.0    |  1.0   |  1.0  |    1    |
-|    All    |     6     |    5    |   0.833   | 0.833  | 0.833 |    6    |
+|  Batiment |     1     |    1    |   100.0   | 100.0  | 100.0 |    1    |
+|    All    |     6     |    5    |   83.33   | 83.33  | 83.33 |    6    |
 
 #### 5 worst prediction(s)
 
-|                Image name                |  WER   |        Alignment between ground truth - prediction        |
-|:----------------------------------------:|:------:|:---------------------------------------------------------:|
-| 2c242f5c-e979-43c4-b6f2-a6d4815b651d.png |  0.5   |             ⓈA ⒻCharles Ⓑ11 ⓁP ⒸC ⓀF ⓄA Ⓟ14331            |
-|                                          |        |             |.||||||||||||||||||||||||.||||.||            |
-|                                          |        |             Ⓢd ⒻCharles Ⓑ11 ⓁP ⒸC ⓀF Ⓞd Ⓟ14 31            |
-| 0dfe8bcd-ed0b-453e-bf19-cc697012296e.png | 0.2667 |      ⓈTemplié ⒻMarcelle Ⓑ93 ⓁJ Ⓚch ⓄE dachyle-------      |
-|                                          |        |      ||||||||||||||||||||||||.|||||||||||.||.-------      |
-|                                          |        |      ⓈTemplié ⒻMarcelle Ⓑ93 ⓁS Ⓚch ⓄE dactylo Ⓟ18376      |
-| ffdec445-7f14-4f5f-be44-68d0844d0df1.png | 0.1429 |            ⓈNaudin ⒻMarie Ⓑ53 ⓁS ⒸV ⓀBelle mère           |
-|                                          |        |            |||||||||||||||||||||||.||||||||||||           |
-|                                          |        |            ⓈNaudin ⒻMarie Ⓑ53 ⓁS Ⓒv ⓀBelle mère           |
-| 0a56e8b3-95cd-4fa5-a17b-5b0ff9e6ea84.png | 0.125  | ⓈBellisson ⒻGeorges Ⓑ91 ⓁP ⒸM ⓀCh ⓄPlombier Ⓟ-------12241 |
-|                                          |        | |||||||||||||||||||||||||||||||||||||||||||||-------||||| |
-|                                          |        | ⓈBellisson ⒻGeorges Ⓑ91 ⓁP ⒸM ⓀCh ⓄPlombier ⓅPatron?12241 |
+|                Image name                |  WER  |        Alignment between ground truth - prediction        |
+|:----------------------------------------:|:-----:|:---------------------------------------------------------:|
+| 2c242f5c-e979-43c4-b6f2-a6d4815b651d.png |  50.0 |             ⓈA ⒻCharles Ⓑ11 ⓁP ⒸC ⓀF ⓄA Ⓟ14331            |
+|                                          |       |             |.||||||||||||||||||||||||.||||.||            |
+|                                          |       |             Ⓢd ⒻCharles Ⓑ11 ⓁP ⒸC ⓀF Ⓞd Ⓟ14 31            |
+| 0dfe8bcd-ed0b-453e-bf19-cc697012296e.png | 26.67 |      ⓈTemplié ⒻMarcelle Ⓑ93 ⓁJ Ⓚch ⓄE dachyle-------      |
+|                                          |       |      ||||||||||||||||||||||||.|||||||||||.||.-------      |
+|                                          |       |      ⓈTemplié ⒻMarcelle Ⓑ93 ⓁS Ⓚch ⓄE dactylo Ⓟ18376      |
+| ffdec445-7f14-4f5f-be44-68d0844d0df1.png | 14.29 |            ⓈNaudin ⒻMarie Ⓑ53 ⓁS ⒸV ⓀBelle mère           |
+|                                          |       |            |||||||||||||||||||||||.||||||||||||           |
+|                                          |       |            ⓈNaudin ⒻMarie Ⓑ53 ⓁS Ⓒv ⓀBelle mère           |
+| 0a56e8b3-95cd-4fa5-a17b-5b0ff9e6ea84.png |  12.5 | ⓈBellisson ⒻGeorges Ⓑ91 ⓁP ⒸM ⓀCh ⓄPlombier Ⓟ-------12241 |
+|                                          |       | |||||||||||||||||||||||||||||||||||||||||||||-------||||| |
+|                                          |       | ⓈBellisson ⒻGeorges Ⓑ91 ⓁP ⒸM ⓀCh ⓄPlombier ⓅPatron?12241 |