PaperFit-Bench: leaderboard
A LaTeX manuscript that compiles without error is not necessarily publication-ready. The resulting PDFs frequently suffer from misplaced floats, overflowing equations, inconsistent table scaling, widow and orphan lines, and poor page balance, forcing authors into repetitive compile-inspect-edit cycles. Rule-based tools are blind to rendered visuals, operating only on source code and log files. Tex
Metric: Compile (self-reported). Source: benchmarklist.com. Saturation forecast: Around August 2027. 4 models tracked.
Top models
| # | Model | Score | Overall rank |
|---|---|---|---|
| 1 | GPT-5.4 | 100 | #79 |
| 2 | Claude Opus 4.6 | 100 | #63 |
| 3 | MiMo-V2.5-Pro | 100 | #158 |
| 4 | DeepSeek V4 Pro | 95 | #102 |
No result here: #3 Claude Opus 5.5, #6 GPT-6 Astra, #7 GPT-6.1 Sol.
Interactive version: theaggregate.ai/benchmark?slug=paperfit-bench · How It Works · Data refreshed daily, snapshot 2026-10-20.