One Example Is Enough to Pass Fairness Benchmarks: Rethinking Fairness Evaluation for Aligned LLMs

Factual evidence

What the source reports

Research demonstrates that base LLMs can pass standard fairness benchmarks like BBQ using as little as a single training example.