Matbench Discovery
Which hypothetical inorganic crystals are thermodynamically stable (placeholder)
State the benchmark (placeholder)
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| 1 | +# Matbench Discovery | |
| 2 | + | |
| 3 | +> **Placeholder.** This benchmark is here so the benchmark panel can be tried out. Its baseline is from the blueprint or the literature as of 2026-10-19 and must be checked again; every route and score after it is made up. | |
| 4 | + | |
| 5 | +## Task | |
| 6 | + | |
| 7 | +Predict which hypothetical inorganic crystals are stable, after Matbench Discovery: relax each structure of the WBM test set with a machine-learned interatomic potential and classify it by its predicted energy above the convex hull. The score is the F1 of the stable class; the baseline is CHGNet. Routes may change the architecture, the training or the relaxation, within the compliant training data. | |
| 8 | + | |
| 9 | +## How to take part | |
| 10 | + | |
| 11 | +Start a route from `main` (the baseline) or from any route on the leaderboard, keep your files in the route's folder, and push: the verifier scores every commit. Say what your route changes with tags, and keep the misses: a route that scores worse is a result too. | |