• You don't always need an LLM to evaluate — smaller ML models can check specific properties: sentiment, toxicity, emotion 3:21
  • Characteristics: lightweight, no ground truth required, often available off-the-shelf 3:21
  • Example: run a sentiment analysis model to flag responses that are overly negative 3:21