docs: add note in model submission markdown about repo name casing

app.py

@@ -5,10 +5,10 @@ from data.model_handler import ModelHandler
 
 METRICS = ["ndcg_at_5", "recall_at_1"]
 
-def main(): 
+def main():
     model_handler = ModelHandler()
     initial_metric = "ndcg_at_5"
-    
+
     data = model_handler.get_vidore_data(initial_metric)
     data = add_rank_and_format(data)
 
@@ -48,7 +48,7 @@ def main():
                 gr.Markdown(
                     """
                 Visual Document Retrieval Benchmark leaderboard. To submit results, refer to the corresponding tab.  
-                
+
                 Refer to the [ColPali paper](https://arxiv.org/abs/2407.01449) for details on metrics, tasks and models.
                 """
                 )
@@ -125,9 +125,10 @@ def main():
 
                     1. **Evaluate your model**:
                        - Follow the evaluation script provided in the [ViDoRe GitHub repository](https://github.com/illuin-tech/vidore-benchmark/)
-                    
+
                     2. **Format your submission file**:
-                        - The submission file should automatically be generated, and named `results.json` with the following structure: 
+                        - The submission file should automatically be generated, and named `results.json` with the
+                        following structure:
                         ```json
                         {
                             "dataset_name_1": {
@@ -142,13 +143,19 @@ def main():
                             },
                         }
                         ```
-                        - The dataset names should be the same as the ViDoRe dataset names listed in the following collection: [ViDoRe Benchmark](https://huggingface.co/collections/vidore/vidore-benchmark-667173f98e70a1c0fa4db00d).
-                    
+                        - The dataset names should be the same as the ViDoRe dataset names listed in the following
+                        collection: [ViDoRe Benchmark](https://huggingface.co/collections/vidore/vidore-benchmark-667173f98e70a1c0fa4db00d).
+
                     3. **Submit your model**:
                         - Create a public HuggingFace model repository with your model.
-                        - Add the tag `vidore` to your model in the metadata of the model card and place the `results.json` file at the root.
-                    
-                    And you're done! Your model will appear on the leaderboard when you click refresh! Once the space gets rebooted, it will appear on startup.
+                        - Add the tag `vidore` to your model in the metadata of the model card and place the
+                        `results.json` file at the root.
+
+                    And you're done! Your model will appear on the leaderboard when you click refresh! Once the space
+                    gets rebooted, it will appear on startup.
+
+                    Note: For proper hyperlink redirection, please ensure that your model repository name is in
+                    kebab-case, e.g. `my-model-name`.
                     """
                 )