Deterministic Evaluation Methods for Dialogue Systems Leveraging GPT-4

Hello everyone,

I am currently delving into the realm of dialogue systems, particularly those that utilize GPT-4 as their foundational model. I am seeking insight into the deterministic approaches available for assessing the performance and effectiveness of such systems.

Could the community share knowledge or resources pertaining to the methods that can provide consistent and repeatable evaluation metrics for these AI-driven dialogue systems? Any specific frameworks, benchmarks, or best practices that cater to the deterministic evaluation of conversational models based on GPT-4 would be highly valuable.

Your expertise and experiences in this domain would be greatly appreciated as I navigate the intricacies of this subject.

Thank you for your time and assistance!