MolDesignBench - Molecule Generation: leaderboard

Metric: Success rate (%; share of the 1,000 generation instances handled correctly: a valid SMILES satisfying every implicit and explicit property and functional-group constraint on the 900 feasible instances, or an explicit None on the 100 infeasible ones; agent with the 17-tool chemistry toolset through function calling, at most 20 turns). Source: arxiv.org. Saturation forecast: Around August 2028. 6 models tracked.

Top models

#ModelScore
1GPT-5.438
2Claude Opus 4.6 (Thinking)20
3Qwen 3 235B A22B (Thinking)19
4GPT-OSS-120B13
5Intern-S19

Interactive version: theaggregate.ai/benchmark?slug=moldesignbench-molecule-generation · How It Works · Data refreshed daily, snapshot 2026-09-26.