CulturalSensitivityScorer
Assesses cultural sensitivity and appropriateness of generated content. Evaluates whether text respects cultural differences, avoids cultural appropriation, and maintains sensitivity toward diverse cultural practices and beliefs.
Overview
Assesses cultural sensitivity and appropriateness of generated content. Evaluates whether text respects cultural differences, avoids cultural appropriation, and maintains sensitivity toward diverse cultural practices and beliefs.
Use Cases
- Safety and compliance monitoring
- Bias detection and fairness 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
| Parameter | Type | Required | Description |
|---|---|---|---|
| output_text | str | Yes | Text to evaluate for cultural sensitivity |
| input_text | str | No | The input prompt for context |
| expected_output | str | No | Reference text for comparison |
| context | dict | str | No | May include cultural context information |
Output Schema
| Field | Type | Description |
|---|---|---|
| score | float | Cultural sensitivity score (0-10) |
| passed | bool | True if culturally appropriate |
| reasoning | str | Detailed sensitivity analysis |
| metadata.sensitivity_issues | list | Cultural issues identified |
Score Interpretation
Default threshold: 7/10
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Frequently Asked Questions
When should I use this scorer?
Use CulturalSensitivityScorer when you need to evaluate bias and safety aspects of your AI outputs. It's particularly useful for safety and compliance monitoring.
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
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