LLMs for Evaluating LLMs

Important Links

bench
arthur-aiUpdated Jan 24, 2024

Key Takeaways

PreLLM Evaluation

  • Word presence → BLEU
  • Pre-trained NLP model → BERT Score
  • Perturbation Test → What changes in the output when we switch up words in the input?

LLM Evaluation

  • Sensitive to single-word change
  • Larger number multiplication issues

FAQs

How do we evaluate subjective tasks?
  • Collect as many examples of good and bad output for the task as possible.
  • Find out the common attributes in these examples.
  • Give this as a prompt in few shot prompts to LLM
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 

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