Formal Language Generation on SMILES-Bench
99.4Syntactic Accuracy @1LAVE
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| LAVEModel backbone=Dream-7B2026.01 | 99.4 | 99.7 | 100 | 100 | |
| LAVEModel backbone=DiffuC-7B2026.01 | 98.8 | 99.1 | 99.3 | 99.4 | |
| LAVEModel backbone=LLaDA-8B2026.01 | 98.7 | 99.4 | 100 | 100 | |
| LAVEModel backbone=LLaDA-1.52026.01 | 96.6 | 99.3 | 100 | 100 | |
| IG-CDModel backbone=DiffuC-7B2026.01 | 96.4 | 96.6 | 96.6 | 96.7 | |
| FS-CDModel backbone=DiffuC-7B2026.01 | 96 | 96 | 96.3 | 96.3 | |
| IG-CDModel backbone=Dream-7B2026.01 | 95.1 | 96.2 | 96.7 | 97.4 | |
| IG-CDModel backbone=LLaDA-8B2026.01 | 94.3 | 98.1 | 98.7 | 99.2 | |
| IG-CDModel backbone=LLaDA-1.52026.01 | 93.7 | 96.7 | 97 | 97.6 | |
| FS-CDModel backbone=Dream-7B2026.01 | 93.1 | 93.8 | 93.8 | 93.8 | |
| FS-CDModel backbone=LLaDA-1.52026.01 | 78.3 | 78.5 | 78.5 | 78.5 | |
| FS-CDModel backbone=LLaDA-8B2026.01 | 75.7 | 75.7 | 75.9 | 76.1 | |
| NO-CDModel backbone=Dream-7B2026.01 | 74 | 75.6 | 76.2 | 76.8 | |
| NO-CDModel backbone=DiffuC-7B2026.01 | 70.1 | 71.1 | 71.3 | 71.3 | |
| NO-CDModel backbone=LLaDA-8B2026.01 | 66 | 74.1 | 75.9 | 78.9 | |
| NO-CDModel backbone=LLaDA-1.52026.01 | 62.3 | 74.1 | 77.7 | 83.1 |