from transformers import pipeline

# Load Hugging Face zero-shot classifier
classifier = pipeline("zero-shot-classification")

# Example job description (you can change this)
job_description = """
Urgent hiring! Work from home, no experience needed, $5000/month!
"""

# Define candidate labels
labels = ["Legit", "Fake"]

# Run classification
result = classifier(job_description, candidate_labels=labels)

# Extract prediction
predicted_label = result['labels'][0]
confidence = result['scores'][0]

# Print the result
print("Job Description:")
print(job_description)
print("\nPrediction:", predicted_label)
print(f"Confidence: {confidence:.2f}")