MPDocBench-Parse - Reading Order: leaderboard

Recovering the document-level reading order of multi-page documents; MPDocBench-Parse (Zhou et al., 2026). Normalized edit distance from 0 to 1; lower is better.

Metric: Normalized edit distance (0-1; document-level reading order). Source: arxiv.org. Saturation forecast: Estimated already saturated. 19 models tracked.

Top models

#ModelScoreOverall rank
1Gemini 3.1 Pro (Preview)0.13#91
2Qwen 3 VL 235B A22B0.14#477
3Qwen 3.6 Plus0.18#217

No result here: #1 Claude Fable 5.2, #2 Gemini 4 Carbon, #5 Claude Opus 5.5.

Interactive version: theaggregate.ai/benchmark?slug=mpdocbench-parse-reading-order · How It Works · Data refreshed daily, snapshot 2026-11-12.