Natural Language Processing Large Language Models Intermediate 2 min read

What is human evaluation?

The process of assessing the performance of AI systems by human judges or evaluators

human evaluation explained in plain English

Human evaluation is a method used to measure how well an AI system is working by having people review and rate its outputs or decisions

Analogy

Think of human evaluation like a taste test for food - just as people are asked to try a new recipe and give their opinion, human evaluation asks people to review the output of an AI system and provide feedback on its quality

Example

For example, a company developing a chatbot might use human evaluation to test how well the chatbot responds to customer inquiries, with human evaluators rating the chatbot's responses for accuracy and helpfulness

How is human evaluation used?

Human evaluation is used in a variety of applications, including natural language processing, image recognition, and decision-making systems, to ensure that the AI system is producing accurate and reliable results

Common misconceptions about human evaluation

One common misconception is that human evaluation is only used for AI systems that interact directly with people, but it can also be used to evaluate AI systems that work behind the scenes, such as those used for data analysis or prediction

History

Human evaluation has been used in AI research for decades, but its importance has grown in recent years as AI systems have become more prevalent and powerful

Also known as

human assessment manual evaluation human judgment