Quality ScorerLLM-as-Judge

CitationQualityScorer

Evaluates quality of source attribution and citations in answers. Assesses accuracy, completeness, specificity, and appropriateness of source references.

Overview

Evaluates quality of source attribution and citations in answers. Assesses accuracy, completeness, specificity, and appropriateness of source references.

qualityragllm-judgetrace-evaluationcitationsattributiontrust

Use Cases

  • RAG-based question answering systems

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_textstrYesAnswer with citations to evaluate
input_textstrYesOriginal query
contextdict | str | listYesSource documents for verification

Output Schema

FieldTypeDescription
scorefloatCitation quality score (0-10)
passedboolTrue if citations are adequate
reasoningstrCitation analysis
metadatadictCitation verification details

Score Interpretation

Default threshold: 6/10

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 CitationQualityScorer when you need to evaluate quality and rag aspects of your AI outputs. It's particularly useful for rag-based question answering systems.

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 6 can be customized when configuring the scorer.

Quick Info

CategoryQuality
Evaluation TypeLLM-as-Judge
Requires Expected OutputNo
Default Threshold6/10

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