Update README.md

README.md

@@ -30,11 +30,12 @@ model-index:
     - type: accuracy
       value: 0.973160982131958
       name: Accuracy
+license: cc-by-4.0
 ---
 [<img src="https://cdn-avatars.huggingface.co/v1/production/uploads/67b2f4e49edebc815a3a4739/R1g957j1aBbx8lhZbWmxw.jpeg" width="200"/>](https://huggingface.co/fjmgAI)
 ## Fine-Tuned Model
 
-**`fjmgAI/reason-colbert-210M-EuroBERT`**
+**`fjmgAI/reason-colBERT-210M-EuroBERT`**
 
 ## Base Model
 **`EuroBERT/EuroBERT-210m`**
@@ -76,7 +77,7 @@ from pylate import indexes, models, retrieve
 
 # Step 1: Load the ColBERT model and Move the model to GPU if available, otherwise use CPU
 model = models.ColBERT(
-    model_name_or_path=("fjmgAI/reason-colbert-210M-EuroBERT", trust_remote_code=True)
+    model_name_or_path=("fjmgAI/reason-colBERT-210M-EuroBERT", trust_remote_code=True)
 )
 
 device = torch.device("cuda" if torch.cuda.is_available() else "cpu")
@@ -165,7 +166,7 @@ documents_ids = [
 ]
 
 model = models.ColBERT(
-    model_name_or_path=("fjmgAI/reason-colbert-210M-EuroBERT", trust_remote_code=True),
+    model_name_or_path=("fjmgAI/reason-colBERT-210M-EuroBERT", trust_remote_code=True),
 )
 
 device = torch.device("cuda" if torch.cuda.is_available() else "cpu")
@@ -210,4 +211,4 @@ This tuned model is designed to be used in scenarios that require **efficient em
 - **License:** 
 Unfortunately, since the [ReasonIR data](https://huggingface.co/datasets/reasonir/reasonir-data) has been released under a cc-by-nc-4.0 license, we cannot release this model under an Apache 2.0 license. However, the authors of ReasonIR [released code to generate the data](https://github.com/facebookresearch/ReasonIR/tree/main/synthetic_data_generation). Anyone willing to reproduce the data could then easily reproduce this model under an Apache 2.0
 
-[<img src="https://github.com/lightonai/pylate/blob/main/docs/img/logo.png?raw=true" width="200"/>](https://github.com/lightonai/pylate)  
+[<img src="https://github.com/lightonai/pylate/blob/main/docs/img/logo.png?raw=true" width="200"/>](https://github.com/lightonai/pylate)