KnotBench - PD Code Choice: leaderboard

Metric: Accuracy (%) on the 200 D1 items: which of four PD codes describes a rendered diagram; zero-shot with a forced ANSWER line and strict matching, 64K output-token budget, random baseline 25%; higher is better. Source: arxiv.org. Saturation forecast: Around April 2028. 4 models tracked.

Top models

#ModelScore
1Claude Opus 4.7 (Thinking)35.5
2Claude Opus 4.732.5
3GPT-5 (Thinking)30.5

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