KnotBench - PD Code Match: leaderboard

Metric: Accuracy (%) on the 200 D0 items: whether a PD code describes a rendered diagram; zero-shot with a forced ANSWER line and strict matching, 64K output-token budget, random baseline 50%; higher is better. Source: arxiv.org. Saturation forecast: Around June 2027. 4 models tracked.

Top models

#ModelScore
1GPT-5 (Thinking)58
2Claude Opus 4.750.5
3Claude Opus 4.7 (Thinking)47

Interactive version: theaggregate.ai/benchmark?slug=knotbench-pd-code-match · How It Works · Data refreshed daily, snapshot 2026-10-07.