HighlightBench (Real-World): leaderboard
Metric: Exact-match accuracy (%) over all five task families on the real-world subset (markup-rich tables from scientific papers with manually written questions), table images with highlights, underlines, bold text or arrows that condition the question; higher is better. Source: arxiv.org. Saturation forecast: Estimated already saturated. 8 models tracked.
Top models
| # | Model | Score | Overall rank |
|---|---|---|---|
| 1 | Gemini 2.5 Flash | 75.3 | #237 |
| 2 | Claude Sonnet 4 | 58.7 | #194 |
| 3 | MiniCPM-V-2.6 | 17.5 | #825 |
No result here: #3 Claude Opus 5.5, #5 GPT-6 Astra, #8 Claude Fable 5.1.
Interactive version: theaggregate.ai/benchmark?slug=highlightbench-real-world · How It Works · Data refreshed daily, snapshot 2026-10-11.