Text Based De Novo Molecule Generation On
Metriken
BLEU
Exact Match
Frechet ChemNet Distance (FCD)
Levenshtein
MACCS FTS
Morgan FTS
Parameter Count
RDK FTS
Text2Mol
Validity
Ergebnisse
Leistungsergebnisse verschiedener Modelle zu diesem Benchmark
Vergleichstabelle
| Modellname | 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 |