LLM-as-Judge Evaluation Quiz

Quiz covering Advanced Evaluation Techniques

Questions in this quiz

A preview of the 5 questions covered. Start the quiz above to answer them, check your score, and read the explanations.

1. 1

   What is the primary purpose of using an 'LLM-as-a-Judge' in a QA pipeline?

2. 2

   When using an LLM-as-a-Judge, what is the 'positional bias' phenomenon?

3. 3

   Which strategy is most effective for reducing 'verbosity bias' when an LLM acts as a judge?

4. 4

   Why is it considered a best practice to use a stronger model (e.g., GPT-4o) to evaluate the outputs of a smaller model (e.g., GPT-3.5 or Llama 3 8B)?

5. 5

   In a sophisticated RAG evaluation framework, why might you use 'Reference-Guided' evaluation instead of 'Reference-Free' evaluation?