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Fairness

Bias Detector

Identify biased training examples that would teach an AI unfair stereotypes.

+50 XP Active

Your task

Easy · 1× pts

Select all training examples that contain bias.

The query

These examples come from a dataset used to train a resume-screening model.

How to play: Tap each item that matches the task. Tap again to undo. Press Submit when ready.

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0 pts

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What this means

AI models learn from data — including human biases embedded in that data. If the training data contains stereotypes, the AI will reproduce them. Spotting and removing bias is one of the hardest problems in AI fairness. Your job: identify which training examples are biased.

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