Update README.md

README.md

@@ -26,7 +26,7 @@ Evaluation by class and language:
 | politics | political science        | French   | 0,979     | 0,959  | 0,969    | 148     |
 | multi    | other scientific domains | French   | 0,991     | 0,995  | 0,993    | 643     |
 
-Based on [BERT multilingual base model (uncased)](https://link.springer.com/article/10.1007/s11192-022-04602-4)
+Based on [BERT multilingual base model (uncased)](http://arxiv.org/abs/1810.04805)
 
 This model is a multilingual version of our [SSciBERT_politics](https://huggingface.co/kalawinka/SSciBERT_politics). 
 The model was fine-tuned using a dataset of 14,178 abstracts from scientific articles retrieved from the [BASE](https://www.base-search.net/) 
@@ -37,7 +37,7 @@ Data from several major political science journals in the POLLUX dataset were ma
 
 # Usage
 
-Requires: [transformers](https://huggingface.co/google-bert/bert-base-multilingual-uncased) (pip install transformers)
+Requires: [transformers](https://huggingface.co/docs/transformers/index) (pip install transformers)
 
 ```python
 from transformers import AutoTokenizer, AutoModelForSequenceClassification