Update README.md

README.md

@@ -25,15 +25,15 @@ This model performs Handwritten Text Recognition in Norwegian. It was developed
 
 ## Model description
 
-The model was trained using the PyLaia library on the [NorHand v2 dataset](https://zenodo.org/records/10555698).
+The model was trained using the PyLaia library on the [NorHand v2](https://zenodo.org/records/10555698) dataset.
 
 Training images were resized with a fixed height of 128 pixels, keeping the original aspect ratio.
 
-| split | N lines | N horizontal lines |
-| ----- | ------: | -----------------: |
-| train | 146,693 |            145,061 |
-| val   |  15,119 |             14,980 |
-| test  |   1,830 |              1,793 |
+| set   | lines   | horizontal lines |
+| :---- | ------: | ---------------: |
+| train | 146,693 |          145,061 |
+| val   |  15,119 |           14,980 |
+| test  |   1,830 |            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 v2 training set.
 
@@ -41,22 +41,26 @@ An external 6-gram character language model can be used to improve recognition.
 
 The model achieves the following results:
 
-| set   | Language model | CER (%)    | WER (%) | N lines   |
+| set   | Language model | CER (%)    | WER (%) |   lines   |
 |:------|:---------------| ----------:| -------:|----------:|
 | test  | no             | 3.82       |   12.00 |     1,573 |
 | test  | yes            | 3.13       |    9.29 |     1,573 |
 
 ## 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}
 }
 ```