Chehre - Distributional Coverage (High Ambiguity, Random Sampling): leaderboard
Metric: Coverage (%; share of the human annotators' rating vectors that at least one of the model's 25 randomly sampled rating vectors falls within, using each human vector's distance to its 5th-nearest human neighbour as the radius; 300 highest-ambiguity videos, temperature 0.7, top-p 0.9, top-k 20). Source: arxiv.org. Saturation forecast: Around 2029. 5 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Qwen2.5-Omni-7B | 76 |
| 2 | Gemini 2.5 Flash | 56 |
| 3 | GPT-5.6 Terra (Non-reasoning) | 40 |
| 4 | InternVL3-8B | 27 |
Interactive version: theaggregate.ai/benchmark?slug=chehre-distributional-coverage-high-ambiguity-random-sampling · How It Works · Data refreshed daily, snapshot 2026-09-26.