PDB-Wild - Edit Precision: leaderboard

Metric: Edit-level precision (%): share of a model's predicted edits that match an essential ground-truth fix (line tolerance 1), on PDB-Wild multi-line and repository-level bugs; higher is better. Source: arxiv.org. Saturation forecast: Around January 2027. 8 models tracked.

Top models

#ModelScore
1Gemini 3.1 Pro (Preview)77.8
2Claude Opus 4.777.8
3Claude Sonnet 4.5 (Thinking)68.7
4GPT-5.560.9
5Gemini 2.5 Pro58.3
6Qwen 3.6 Plus50.5
7Kimi K2.645.7
8GPT-5.1 Codex37.1

Interactive version: theaggregate.ai/benchmark?slug=pdb-wild-edit-precision · How It Works · Data refreshed daily, snapshot 2026-10-07.