Progress-Bench - Text-Based Demo NSE: leaderboard
Progress-Bench, from PROGRESSLM (Zhang et al., 2026), with the demonstration given as step-by-step text: the pointwise error of the model's progress estimate (0-100%) on answerable robot manipulation observations. Percent, lower is better; direct predictions without prompted reasoning.
Metric: Normalized score error (%; pointwise error of the predicted progress score; answerable items with step-text demonstrations; direct prediction). Source: arxiv.org. Saturation forecast: Estimated already saturated. 13 models tracked.
Top models
| # | Model | Score | Overall rank |
|---|---|---|---|
| 1 | GPT-5 Mini | 21.1 | #349 |
| 2 | GPT-5 | 23.6 | #163 |
| 3 | Qwen 2.5 VL 7B | 39.1 | #1796 |
No result here: #1 Claude Fable 5.2, #2 Gemini 4 Carbon, #5 Claude Opus 5.5.
Interactive version: theaggregate.ai/benchmark?slug=progress-bench-text-based-demo-nse · How It Works · Data refreshed daily, snapshot 2026-11-12.