Update README.md

README.md

@@ -1,3 +1,4 @@
+```yaml
 ---
 language:
   - ar
@@ -39,11 +40,8 @@ model-index:
         - Damir Cavar
       conference: "FinNLP / FNP / LLMFinLegal Workshop (2025)"
       year: 2025
-      url: https://aclanthology.org/2025.finnlp-1.20.pdf
+      url: https://aclanthology.org/2025.finnlp-1.20
 ---
-
-
-
 ```
 
 # AMWAL: Arabic Financial Named Entity Recognition (NER)
@@ -53,7 +51,7 @@ model-index:
 ### Install (recommended)
 
 ```bash
-pip install git+https://huggingface.co/Muhsabrys/AMWAL_ArFinNER
+pip install git+https://huggingface.co/Muhsabrys/AMWAL-ner-arabic
 ```
 
 ```python
@@ -166,26 +164,20 @@ The model recognizes **21 financial entity types**, including (but not limited t
 
 ## Evaluation Results
 
-The model was evaluated on a held-out test set using standard NER metrics:
-
 | Metric    | Score      |
 | --------- | ---------- |
 | Precision | **96.08%** |
 | Recall    | **95.87%** |
 | F1-score  | **95.97%** |
 
-These results are competitive with reported financial NER systems in other languages, despite the additional challenges posed by Arabic morphology and orthography.
-
 ---
 
 ## Usage
 
-AMWAL supports **two officially supported usage modes**.
-
 ### Option 1 — Install via `pip` (recommended)
 
 ```bash
-pip install git+https://huggingface.co/Muhsabrys/
+pip install git+https://huggingface.co/Muhsabrys/AMWAL-ner-arabic
 ```
 
 ```python
@@ -203,7 +195,7 @@ result = ner("نص عربي مالي")
 from huggingface_hub import snapshot_download
 import sys
 
-repo_path = snapshot_download("Muhsabrys/")
+repo_path = snapshot_download("Muhsabrys/AMWAL-ner-arabic")
 sys.path.append(repo_path)
 
 from amwal import load_ner
@@ -244,8 +236,6 @@ result = ner("نص عربي مالي")
 
 ## Future Work
 
-Planned future directions include:
-
 * Expanding the annotated corpus
 * Introducing hierarchical entity structures
 * Modeling relations between financial entities
@@ -263,4 +253,4 @@ Planned future directions include:
   pages={207--213},
   year={2025}
 }
-```
+```