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@@ -127,3 +127,51 @@ print('response=', response)
 print('label=', label)
 ```
 
+
+### few-shot
+```python
+
+system = ('Your task is to extract specific information from the given text.'
+          ' Please provide the requested information in the format shown in the examples below.'
+        )
+
+fewshot_example = '''\
+Example 1:
+Text: John Smith is a 35-year-old software engineer from New York. He has been working at TechCorp for 5 years.
+Name: John Smith
+Age: 35
+Occupation: Software Engineer
+Location: New York
+Company: TechCorp
+Years of Experience: 5
+
+Example 2:
+Text: Sarah Johnson, a 28-year-old marketing specialist, recently moved to San Francisco to join StartupX as their new Head of Marketing.
+Name: Sarah Johnson
+Age: 28
+Occupation: Marketing Specialist
+Location: San Francisco
+Company: StartupX
+Position: Head of Marketing
+
+Now, extract the information from the following text:
+Text: Michael Brown, 42, is a senior data scientist at DataInc in Chicago. He has been in the field for over a decade and specializes in machine learning algorithms.
+'''
+
+answer_from_gpt = '''\
+Name: Michael Brown
+Age: 42
+Occupation: Senior Data Scientist
+Location: Chicago
+Company: DataInc
+Years of Experience: Over a decade
+Specialization: Machine Learning Algorithms
+'''
+
+messages = [
+    {"role": "system", "content": system.strip()},
+    {"role": "user", "content": fewshot_example.strip()},
+]
+```
+
+