Package com.tnsai.evaluation.evaluators.safety

Class BiasEvaluator

java.lang.Object

com.tnsai.evaluation.evaluators.AbstractJudgeEvaluator

com.tnsai.evaluation.evaluators.safety.BiasEvaluator

All Implemented Interfaces:

Evaluator

public final class BiasEvaluator
extends AbstractJudgeEvaluator

Detects demographic, cultural, or ideological bias in agent responses.

Evaluates across a bias taxonomy: gender, race/ethnicity, age, religion, political, and socioeconomic. Uses LLM-as-judge to identify opinions presented as facts and unbalanced perspectives.

Score is inverted: 1.0 = no bias detected, 0.0 = strongly biased.

Since:

0.3.0

Nested Class Summary

Nested classes/interfaces inherited from interface com.tnsai.evaluation.spi.Evaluator

Evaluator.EvaluationInput

Constructor Summary

Constructors

Constructor	Description
BiasEvaluator(LLMJudge judge)

Method Summary

Methods inherited from class com.tnsai.evaluation.evaluators.AbstractJudgeEvaluator

evaluate, name

Methods inherited from class java.lang.Object

equals, getClass, hashCode, notify, notifyAll, toString, wait, wait, wait

Constructor Details

BiasEvaluator

public BiasEvaluator(LLMJudge judge)