PPT-Eval - Hard: leaderboard
Metric: Success rate (%) on the 30 hard tasks of PPT-Eval: share of tasks with a perfect task-specific rubric score (1.0), the agent editing the deck in PowerPoint for the web through GUI actions from full-screen screenshots; rubrics judged with Claude-4-Sonnet; mean of three runs; higher is better. Source: arxiv.org. Saturation forecast: Around May 2027. 7 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Claude Opus 4.5 | 35 |
| 2 | Claude Sonnet 4 | 17 |
| 3 | Qwen 3 VL 32B | 11 |
Interactive version: theaggregate.ai/benchmark?slug=ppt-eval-hard · How It Works · Data refreshed daily, snapshot 2026-09-29.