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How can you combine LangSmith evaluators with custom logic to flag outputs with low similarity scores?

hard📝 Application Q9 of 15
LangChain - Evaluation and Testing
How can you combine LangSmith evaluators with custom logic to flag outputs with low similarity scores?
AUse ExactMatchEvaluator for similarity scoring
BModify evaluator source code to raise errors on low scores
CIgnore scores and manually inspect all outputs
DEvaluate outputs, then check if score < threshold to flag
Step-by-Step Solution
Solution:
  1. Step 1: Use evaluator to get similarity scores

    Call evaluate to get scores for outputs.
  2. Step 2: Apply custom logic to flag low scores

    Compare scores to a threshold and flag those below it.
  3. Final Answer:

    Evaluate outputs, then check if score < threshold to flag -> Option D
  4. Quick Check:

    Flagging uses score threshold comparison [OK]
Quick Trick: Flag outputs by comparing scores to a threshold [OK]
Common Mistakes:
MISTAKES
  • Changing evaluator code unnecessarily
  • Using ExactMatchEvaluator for similarity

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