Unconditional Materials Generation on MP-20
22.27StabilityPLaID++
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| PLaID++Params=-, Variant=Flagship2025.09 | 22.27 | 99.75 | 97.34 | 7.74 | |
| PLaID++Type=DPO, Representation=Stability + Novelty2025.09 | 16.72 | 99.78 | 95.64 | 6.22 | |
| PLaID++Type=DPO, Representation=Wyckoff2025.09 | 15.59 | 98.81 | 92.57 | 6.25 | |
| Jointly-trained ADiTParams=-2025.09 | 15.4 | 99.74 | 92.14 | 5.3 | |
| PLaID++Type=DPO, Representation=3D Coord2025.09 | 13.94 | 96.62 | 89.94 | 1.69 | |
| FlowLLMParams=-2025.09 | 13.9 | 99.94 | 90.84 | 4.7 | |
| MatterGen-MPParams=-2025.09 | 13 | — | — | — | |
| PLaID++Type=Non-DPO, Representation=Iterative SFT2025.09 | 9.85 | 99.85 | 94.54 | 4.13 | |
| PLaID++Type=Non-DPO, Representation=3D Coord2025.09 | 7.2 | 98.93 | 88.94 | 2.81 | |
| PLaID++Type=Non-DPO, Representation=Wyckoff2025.09 | 7.17 | 99.8 | 91.22 | 3.58 | |
| CrystalLLM-70BParams=-2025.09 | 5.28 | 99.6 | 95.4 | — | |
| DiffCSPParams=-2025.09 | 5 | 100 | 83.25 | 3.3 | |
| FlowMMParams=-2025.09 | 4.6 | 96.85 | 83.19 | 2.8 | |
| CDVAEParams=-2025.09 | 1.6 | 100 | 86.7 | — |