Text Based De Novo Molecule Generation On
Métriques
BLEU
Exact Match
Frechet ChemNet Distance (FCD)
Levenshtein
MACCS FTS
Morgan FTS
Parameter Count
RDK FTS
Text2Mol
Validity
Résultats
Résultats de performance de divers modèles sur ce benchmark
Tableau comparatif
| Nom du modèle | BLEU | Exact Match | Frechet ChemNet Distance (FCD) | Levenshtein | MACCS FTS | Morgan FTS | Parameter Count | RDK FTS | Text2Mol | Validity |
|---|---|---|---|---|---|---|---|---|---|---|
| translation-between-molecules-and-natural | 85.4 | 30.2 | 1.20 | 16.07 | 83.4 | 68.4 | 770000000 | 74.6 | 55.4 | 90.5 |
| git-mol-a-multi-modal-large-language-model | 75.6 | 5.1 | - | 26.315 | 73.8 | 51.9 | - | 58.2 | - | 92.8 |
| unifying-molecular-and-textual | 75 | 21.2 | 0.061 | 27.39 | 87.4 | 69.7 | 220000000 | 76.7 | - | 79.2 |
| empowering-molecule-discovery-for-molecule | 85.7 | 28.0 | 0.41 | 17.14 | 90.3 | 73.9 | None | 80.5 | 59.3 | 89.9 |
| biot5-towards-generalized-biological | 87.2 | 52.2 | 0.353 | 12.776 | 90.7 | 77.9 | 252000000 | 83.5 | 57.9 | 100 |
| ldmol-text-conditioned-molecule-diffusion | 92.6 | 53.3 | 0.20 | 6.750 | 97.3 | 93.1 | - | 95.0 | - | 94.1 |
| translation-between-molecules-and-natural | 75.5 | 7.9 | 2.49 | 25.988 | 70.3 | 51.7 | 60000000 | 56.8 | 48.2 | 72.1 |
| molreflect-towards-fine-grained-in-context | 90.3 | 51.0 | - | 11.84 | 92.9 | 81.3 | - | 86.0 | - | 97.7 |
| biot5-enriching-cross-modal-integration-in | 86.7 | 41.3 | .43 | 15.097 | 88.6 | 73.4 | 252000000 | 80.1 | 57.6 | 100 |
| unifying-molecular-and-textual | 73.9 | 15.7 | 0.066 | 28.54 | 85.9 | 66 | 60000000 | 73.6 | - | 77.6 |
| molfm-a-multimodal-molecular-foundation-model | 80.3 | 16.9 | - | 20.868 | 83.4 | 72.1 | 13620000 | 66.2 | 57.3 | 85.9 |
| empowering-molecule-discovery-for-molecule | 79.0 | 13.9 | 0.57 | 24.91 | 84.7 | 62.4 | - | 70.8 | 57.1 | 88.7 |
| unifying-molecular-and-textual | 81.5 | 19.1 | 0.06 | 21.78 | 86.4 | 67.2 | 60000000 | 74.4 | - | 95.1 |
| text-guided-molecule-generation-with | 82.6 | 24.2 | 0.77 | 17.003 | 85.4 | 68.8 | 180000000 | 73.9 | 58.1 | 87.1 |
| molxpt-wrapping-molecules-with-text-for | - | 21.5 | 0.45 | - | 85.9 | 66.7 | 350000000 | 75.7 | 57.8 | 98.3 |
| translation-between-molecules-and-natural | 81.0 | 31.4 | 0.44 | 16.758 | 87.2 | 72.2 | 770000000 | 78.6 | 59.0 | 99.6 |
| translation-between-molecules-and-natural | 76.9 | 8.1 | 2.18 | 24.458 | 72.1 | 52.9 | 220000000 | 58.8 | 49.6 | 77.2 |
| molfm-a-multimodal-molecular-foundation-model | 82.2 | 21.0 | - | 19.445 | 85.4 | 75.8 | 296200000 | 69.7 | 58.3 | 89.2 |
| unifying-molecular-and-textual | 85.3 | 32.2 | .05 | 16.87 | 90.1 | 75.7 | 220000000 | 81.6 | - | 94.3 |
| text-guided-molecule-generation-with | 82.8 | 24.2 | 0.89 | 16.897 | 87.4 | 72.2 | 180000000 | 77.1 | 58.9 | 78.9 |