Text2DistBench - Distribution Estimation: leaderboard
Metric: 1 minus total variation distance (0-1) between the predicted and empirical opinion distribution of viewer comments, averaged over marginal, conditional and joint questions, 20 movie and music entities released July-October 2025; higher is better. Source: arxiv.org. Saturation forecast: Around January 2027. 6 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | GPT-5.1 | 0.88 |
| 2 | Grok 4 Fast | 0.87 |
| 3 | Gemini 2.5 Pro | 0.86 |
| 4 | Claude Sonnet 4.5 | 0.85 |
| 5 | Llama 3.3 70B | 0.81 |
| 6 | Qwen 3 32B | 0.69 |
Interactive version: theaggregate.ai/benchmark?slug=text2distbench-distribution-estimation · How It Works · Data refreshed daily, snapshot 2026-10-07.