Update README.md

README.md

@@ -18,9 +18,9 @@ tags:
 ---
 <img src="assets/thumbnail.webp">
 
-# Romulus, continued pre-trained models for French law.
+# Romulus, continually pre-trained models for French law.
 
-Romulus is a series of continued pre-trained models enriched in French law and intended to serve as the basis for a fine-tuning process on labeled data. Please note that these models have not been aligned for the production of usable text as they stand, and will certainly need to be fine-tuned for the desired tasks in order to produce satisfactory results.
+Romulus is a series of continually pre-trained models enriched in French law and intended to serve as the basis for a fine-tuning process on labeled data. Please note that these models have not been aligned for the production of usable text as they stand, and will certainly need to be fine-tuned for the desired tasks in order to produce satisfactory results.
 
 The training corpus is made up of around 34,864,949 tokens (calculated with the meta-llama/Meta-Llama-3.1-8B-Instruct tokenizer).
 
@@ -210,7 +210,7 @@ If you use this code in your research, please use the following BibTeX entry.
 ```BibTeX
 @misc{louisbrulenaudet2024,
   author =       {Louis Brulé Naudet},
-  title =        {Romulus, continued pre-trained models for French law},
+  title =        {Romulus, continually pre-trained models for French law},
   year =         {2024}
   howpublished = {\url{https://huggingface.co/datasets/louisbrulenaudet/Romulus-cpt-fr}},
 }