password and it didn’t work. Can you help? """

baseline_response = chat( system="You are a customer service representative.", user=f"Respond to this support ticket:\n\n{SUPPORT_TICKET}", )

verbalized_sampling_response = chat( system="You are a customer service representative with multiple hypotheses in mind.", user=( f"Consider the following scenarios for why the user can't log in: " "1. Incorrect password input, 2. Account locked due to too many failed attempts, " "3. Technical issue on our end. Rank these by likelihood and provide evidence." ), )

divider("Baseline (single answer)") print(baseline_response) divider("Verbalized Sampling (multiple hypotheses with confidence)") print(verbalized_sampling_response)

Example of how the output might look for the verbalized sampling technique

def divider(text): print(f"\n{text}:\n{'-' * 50}")

Assuming chat() function returns a string response from the model.

baseline_response = "Dear customer, it seems like you may have entered your password incorrectly. Please try again." verbalized_sampling_response = ( "Based on the information provided, here are possible

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