Matbench Discovery
Which hypothetical inorganic crystals are thermodynamically stable (placeholder)
| 1 | { |
| 2 | "domain": "chemistry-materials", |
| 3 | "image": "python:3.12-slim", |
| 4 | "data": "Training: the Materials Project trajectories (MPtrj) only. Test: the WBM structures, scored on the runner.", |
| 5 | "benchmark": { |
| 6 | "task": "Crystal stability prediction", |
| 7 | "metric": { |
| 8 | "name": "F1", |
| 9 | "better": "higher" |
| 10 | }, |
| 11 | "cost": "GPU-days", |
| 12 | "guardrails": [ |
| 13 | "Trained on MPtrj only (the compliant track)", |
| 14 | "Every WBM structure is relaxed; none is skipped", |
| 15 | "At most 64 GPU-days of training on the reference runner" |
| 16 | ], |
| 17 | "baseline": { |
| 18 | "name": "CHGNet", |
| 19 | "score": 0.601, |
| 20 | "cost": 8 |
| 21 | }, |
| 22 | "version": 2 |
| 23 | } |
| 24 | } |