PPT-Eval - Average Score: leaderboard

Metric: Average rubric score (%) over all 120 PPT-Eval tasks: task-specific rubrics award partial credit for intermediate steps and penalize unnecessary changes and poor aesthetics, 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 December 2026. 7 models tracked.

Top models

#ModelScore
1Claude Opus 4.557
2Claude Sonnet 453
3Qwen 3 VL 32B23

Interactive version: theaggregate.ai/benchmark?slug=ppt-eval-average-score · How It Works · Data refreshed daily, snapshot 2026-09-29.