MolViBench (Incremental Repair): leaderboard
Metric: Pass@1 (%) over all 358 tasks under Incremental Repair: the code is run on ZINC250K test molecules and runtime errors are fed back for up to 3 repair rounds, RDKit molecular coding tasks answered by generated Python code, official APIs, temperature 0, at most 4,096 output tokens; higher is better. Source: arxiv.org. Saturation forecast: Around August 2028. 4 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Claude Opus 4.6 (Thinking) | 39.7 |
| 2 | Claude Opus 4.6 | 38.6 |
| 3 | Gemini 3 Pro | 36 |
| 4 | DeepSeek V3.2 (Thinking) | 34.6 |
Interactive version: theaggregate.ai/benchmark?slug=molvibench-incremental-repair · How It Works · Data refreshed daily, snapshot 2026-10-07.