FairLens - Hiring: leaderboard

Metric: Soundness (%; hiring-domain closed-ended questions, 21 items (six role-parameterised) per image; 1,505 UTKFace portraits (adults 25-65, stratified by gender, race and age) paired with multiple-choice questions; the sound answer follows the evidence stated in the question, or is Cannot tell when the face alone is insufficient; greedy decoding). Source: arxiv.org. Saturation forecast: Estimated already saturated. 8 models tracked.

Top models

#ModelScore
1Qwen 2.5 VL 7B Instruct97
2Qwen 3 VL 8B95
3GPT-5.267.4
4Llama 3.2 11B Vision54.2

Interactive version: theaggregate.ai/benchmark?slug=fairlens-hiring · How It Works · Data refreshed daily, snapshot 2026-09-26.