Material Property Prediction on MatBench
57.8Phonons (cm⁻¹)eSEN
Evaluation Results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| eSENPre-trained with DFT labels=true2026.05 | 57.8 | 0.205 | 0.093 | 0.072 | 40.1 | 0.392 | 83.5 | 81.1 | |
| MACEPre-trained with DFT labels=true2026.05 | 36.7 | 0.279 | 0.082 | 0.055 | 61.4 | 0.37 | 40.8 | 85.8 | |
| coGN2026.05 | 29.7 | 0.309 | 0.069 | 0.054 | 27 | 0.156 | 17 | 90.1 | |
| TriForces MACEBackbone=MACE, TriForces pre-training=true2026.05 | 27.6 | 0.159 | 0.073 | 0.05 | 35.1 | 0.25 | 34.4 | 87.6 | |
| OrbPre-trained with DFT labels=true2026.05 | 26.2 | 0.251 | 0.063 | 0.051 | 30.7 | 0.194 | 21.1 | 89.5 | |
| TriForces OrbBackbone=Orb, TriForces pre-training=true2026.05 | 22.6 | 0.23 | 0.058 | 0.045 | 26.5 | 0.132 | 17.1 | 90.2 | |
| JMP-LPre-trained with DFT labels=true2026.05 | 20.6 | 0.249 | 0.059 | 0.045 | 26 | 0.091 | 10.1 | — | |
| TriForces eSENBackbone=eSEN, TriForces pre-training=true2026.05 | 19.5 | 0.232 | 0.058 | 0.043 | 25.6 | 0.139 | 20.2 | 88.8 |