Quality ScorerLLM-as-Judge

ClarityAndCoherenceScorer

Evaluates clarity and coherence of AI-generated responses. Assesses language clarity, structure, logical flow, and consistency. Measures how well the response communicates its message.

Overview

Evaluates clarity and coherence of AI-generated responses. Assesses language clarity, structure, logical flow, and consistency. Measures how well the response communicates its message.

qualityconversationalllm-judgetrace-evaluationreadabilitystructure

Use Cases

  • Conversational AI quality assessment

How It Works

This scorer uses LLM-as-Judge technology to evaluate responses. It prompts a large language model with specific evaluation criteria and the content to assess, then analyzes the LLM's judgment to produce a score and detailed reasoning.

Input Schema

ParameterTypeRequiredDescription
output_textstrYesResponse to evaluate
input_textstrYesOriginal question/prompt
contextdict | strNoAdditional context

Output Schema

FieldTypeDescription
scorefloatClarity/coherence score (0-10)
passedboolTrue if clear and coherent
reasoningstrQuality analysis
metadata.clarity_issueslistClarity problems found
metadata.coherence_issueslistCoherence problems found

Score Interpretation

Default threshold: 7/10

9-10ExcellentResponse fully meets all evaluation criteria
7-8GoodResponse meets most criteria with minor issues
5-6FairResponse partially meets criteria, needs improvement
3-4PoorResponse has significant issues
0-2FailingResponse fails to meet basic criteria

Frequently Asked Questions

When should I use this scorer?

Use ClarityAndCoherenceScorer when you need to evaluate quality and conversational aspects of your AI outputs. It's particularly useful for conversational ai quality assessment.

Why doesn't this scorer need expected output?

This scorer evaluates quality aspects that don't require comparison against a reference answer. It uses the system prompt and context as the implicit ground truth.

Can I customize the threshold?

Yes, the default threshold of 7 can be customized when configuring the scorer.

Quick Info

CategoryQuality
Evaluation TypeLLM-as-Judge
Requires Expected OutputNo
Default Threshold7/10

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