Update README.md

README.md

@@ -25,39 +25,43 @@ This model performs Handwritten Text Recognition in Norwegian. It was developed
 
 ## Model description
 
-The model has been trained using the PyLaia library on the [NorHand v1](https://zenodo.org/record/6542056) document images.
+The model has been trained using the PyLaia library on the [NorHand v1](https://zenodo.org/record/6542056) dataset.
 
 Training images were resized with a fixed height of 128 pixels, keeping the original aspect ratio.
 
-| split | N horizontal lines | 
-| ----- | ------: | 
+| set   | horizontal lines | 
+| :---- | ------: | 
 | train | 19,653  |
 | val   |  2,286  |
 | test  |  1,793  |
 
-An external 6-gram character language model can be used to improve recognition. The language model is trained on the text from the NorHand v1 training set.
-
 ## Evaluation results
 
 The model achieves the following results:
 
-| set   | Language model | CER (%)    | WER (%) | N lines   |
+| set   | Language model | CER (%)    | WER (%) | lines     |
 |:------|:---------------| ----------:| -------:|----------:|
 | test  | no             |  7.94      |   24.04 |     1,793 |
 | test  | yes            |  6.55      |   18.20 |     1,793 |
 
+An external 6-gram character language model can be used to improve recognition. The language model is trained on the text from the NorHand v1 training set.
+
 ## How to use?
 
-Please refer to the [documentation](https://atr.pages.teklia.com/pylaia/).
+Please refer to the [PyLaia documentation](https://atr.pages.teklia.com/pylaia/usage/prediction/) to use this model.
 
 # Cite us!
 
 ```bibtex
-@inproceedings{pylaia-lib,
-    author = "Tarride, Solène and Schneider, Yoann and Generali, Marie and Boillet, Melodie and Abadie, Bastien and Kermorvant, Christopher",
-    title = "Improving Automatic Text Recognition with Language Models in the PyLaia Open-Source Library",
-    booktitle = "Submitted at ICDAR2024",
-    year = "2024"
+@inproceedings{pylaia2024,
+    author = {Tarride, Solène and Schneider, Yoann and Generali-Lince, Marie and Boillet, Mélodie and Abadie, Bastien and Kermorvant, Christopher},
+    title = {{Improving Automatic Text Recognition with Language Models in the PyLaia Open-Source Library}},
+    booktitle = {Document Analysis and Recognition - ICDAR 2024},
+    year = {2024},
+    publisher = {Springer Nature Switzerland},
+    address = {Cham},
+    pages = {387--404},
+    isbn = {978-3-031-70549-6}
 }
 ```