Update README.md

README.md

@@ -55,11 +55,76 @@ For more detailed information on the dataset creation and curation process, plea
 | Tooka-SBERT            | 60.65      | 59.40          | 56.45      | 87.04      | 58.29     | 27.86     | 76.42 | 59.06          |
 
 ---
+## Model Usage
 
-## 🔧 Usage Example
+You can interact with the `Hakim_small` model through our API. Below are examples using `curl` and Python.
+
+### Inference with `curl`
+
+Here's how to send a request to the model using a `curl` command in your terminal.
+
+**Important:** Replace `your_api_key` with your actual API key.
+
+> **Note:** For quick testing, you can use the value `mcinext` as your API key. This will allow you to use the API with some limitations.
+
+```bash
+curl -X POST 'https://mcinext.ai/api/hakim-small' \
+-H "Content-Type: application/json" \
+-H "Accept: application/json" \
+-H "Authorization": "Bearer your_api_key" \
+-d '{
+    "model": "Hakim_small",
+    "input": [
+        "The text of the first document.",
+        "The text of the second document.",
+        "And so on..."
+    ],
+    "encoding_format": "float",
+    "add_special_tokens": true
+}'
+```
+###  Inference with `python`
 
 ```python
-Access to the Hakim model will be available through an API. This section will be updated with usage instructions and examples once the API is ready.
+import requests
+import json
+
+# --- Configuration ---
+API_KEY = "your_api_key"  # Replace with your key or "mcinext" for testing
+API_URL = "https://mcinext.ai/api/hakim-small"
+
+# --- Request Details ---
+headers = {
+    "Content-Type": "application/json",
+    "Accept": "application/json",
+    "Authorization": f"Bearer {API_KEY}"
+}
+
+data = {
+    "model": "Hakim_small", 
+    "input": [
+        "The text of the first document.",
+        "The text of the second document.",
+        "And so on..."
+    ],
+    "encoding_format": "float",
+    "add_special_tokens": True
+}
+
+# --- Send Request ---
+try:
+    response = requests.post(API_URL, headers=headers, data=json.dumps(data))
+    response.raise_for_status()  
+
+    print("Request successful!")
+    print("Response JSON:")
+    print(response.json())
+
+except requests.exceptions.HTTPError as http_err:
+    print(f"HTTP error occurred: {http_err}")
+    print(f"Response content: {response.text}")
+except Exception as err:
+    print(f"An other error occurred: {err}")
 ```
 
 ## Citation