Benchmark Leaderboards
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Track which models hold the current SOTA on the benchmarks the field actually uses. Click a column header to sort; the leading row is highlighted.
MatBench ExptIsMetal β predict whether a composition forms a metal based on experimentally-measured band gap (4,921 samples). Composition-only β no structure. Complements MP-IsMetal with experimental ground truth.
Metric: mean ROC AUC β higher is better Β· Source β
| # β² | Model / Paper | Org | mean ROC AUC | Ξ vs SOTA | Links |
|---|---|---|---|---|---|
| 1 | DarwinSOTA | β | 0.9598 | β | github.com β |
| 2 | AMMExpress v2020 | β | 0.9209 | -0.04 | github.com β |
| 3 | RF-SCM/Magpie | RF-SCM | 0.9167 | -0.04 | github.com β |
| 4 | MODNet (v0.1.10) | β | 0.9161 | -0.04 | github.com β |
| 5 | MODNet (v0.1.12) | β | 0.9161 | -0.04 | github.com β |
| 6 | gptchem | β | 0.8965 | -0.06 | github.com β |
| 7 | Dummy | β | 0.4924 | -0.47 | github.com β |