Matbench Discovery
Which hypothetical inorganic crystals are thermodynamically stable (placeholder)
Declare the evaluation and the baseline
浏览文件+23 −0 scienceslack.json 新增 查看文件
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| 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": 0.613, | |
| 20 | + "cost": 8 | |
| 21 | + } | |
| 22 | + } | |
| 23 | +} | |