Text Based De Novo Molecule Generation On
المقاييس
BLEU
Exact Match
Frechet ChemNet Distance (FCD)
Levenshtein
MACCS FTS
Morgan FTS
Parameter Count
RDK FTS
Text2Mol
Validity
النتائج
نتائج أداء النماذج المختلفة على هذا المعيار القياسي
جدول المقارنة
| اسم النموذج | 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 |