Human-in-the-loop – incorporating human judgment in evaluation
HITL is a concept where human judgment is used in conjunction with AI systems to improve the overall decision-making process. This integration of human oversight into the evaluation phase is particularly important for complex systems such as LLMs, where nuanced understanding and context may be required. Let’s take a closer look at HITL in the context of LLM evaluation:
- Enhanced decision-making: Humans can provide nuanced assessments that go beyond what can be measured through automated metrics alone. This is especially critical for subjective areas such as language subtleties, cultural context, and emotional tone.
- Quality control: Involving humans in the evaluation process can help maintain high quality and accuracy in the model’s outputs. Humans can catch errors or biases that automated tests might miss.
- Training data refinement: Human evaluators can help refine training data by providing...
