Molecule Captioning On Chebi 20
Metriken
BLEU-2
BLEU-4
METEOR
ROUGE-1
ROUGE-2
ROUGE-L
Text2Mol
Ergebnisse
Leistungsergebnisse verschiedener Modelle zu diesem Benchmark
Vergleichstabelle
| Modellname | BLEU-2 | BLEU-4 | METEOR | ROUGE-1 | ROUGE-2 | ROUGE-L | Text2Mol |
|---|---|---|---|---|---|---|---|
| translation-between-molecules-and-natural | 54.0 | 45.7 | 56.9 | 63.4 | 48.5 | 57.8 | 54.7 |
| Modell 2 | 72.70 | - | - | - | - | - | - |
| empowering-molecule-discovery-for-molecule | 60.7 | 52.5 | 61.0 | 63.4 | 47.6 | 56.2 | 58.5 |
| automatic-annotation-augmentation-boosts | 60.2 | 52.1 | 63.4 | 65.5 | 51.2 | 59.8 | 59.7 |
| unifying-molecular-and-textual | 62.5 | 54.2 | 64.8 | 68.2 | 54.3 | 62.2 | - |
| Modell 6 | 73.2 | - | - | - | - | - | - |
| biot5-enriching-cross-modal-integration-in | 63.5 | 55.6 | 65.6 | 69.2 | 55.9 | 63.3 | 60.3 |
| a-molecular-multimodal-foundation-model | 59.9 | 51.5 | 59.7 | - | - | - | 58.2 |
| mol-llm-generalist-molecular-llm-with | 56.0 | 49.0 | 59.3 | 52.4 | 37.0 | 46.7 | - |
| empowering-molecule-discovery-for-molecule | 56.5 | 48.2 | 62.3 | 45.0 | 54.3 | 58.5 | 56.0 |
| translation-between-molecules-and-natural | 59.4 | 50.8 | 61.4 | 65.4 | 51.0 | 59.4 | 58.2 |
| unifying-molecular-and-textual | 56.0 | 47.0 | 58.8 | 63.8 | 48.8 | 58 | - |
| automatic-annotation-augmentation-boosts | 57.4 | 48.5 | 59.6 | 63.4 | 47.8 | 56.4 | 59.9 |
| automatic-annotation-augmentation-boosts | 53.9 | 44.6 | 56.6 | 62.0 | 46.9 | 56.3 | 58.8 |
| property-enhanced-instruction-tuning-for | 59.8 | 53.4 | 67.6 | 70.0 | 58.2 | 65.3 | - |
| molfm-a-multimodal-molecular-foundation-model | 58.5 | 49.8 | 60.7 | 65.3 | 50.8 | 59.4 | 57.6 |
| a-molecular-multimodal-foundation-model | 54.9 | 46.2 | 57.6 | - | - | - | 55.8 |
| mol-llm-generalist-molecular-llm-with | 58.7 | 51.5 | 61.7 | 62.7 | 48.7 | 57.1 | - |
| a-molecular-multimodal-foundation-model | 53.2 | 44.5 | 55.7 | - | - | - | 55.3 |
| molca-molecular-graph-language-modeling-with | 61.6 | 52.9 | 63.9 | 67.4 | 53.3 | 61.5 | - |
| molfm-a-multimodal-molecular-foundation-model | 54.2 | 45.2 | 56.4 | 62.3 | 46.9 | 56.2 | 55.7 |
| molreflect-towards-fine-grained-in-context | 67.6 | 60.8 | 68.0 | 70.3 | 57.1 | 64.4 | - |
| biot5-towards-generalized-biological | 66.6 | 59.1 | 68.1 | 71.0 | 58.4 | 65.0 | - |
| molxpt-wrapping-molecules-with-text-for | 59.4 | 50.5 | 62.6 | 66 | 51.1 | 59.7 | 59.4 |
| unifying-molecular-and-textual | 58 | 49 | 60.4 | 64.7 | 49.8 | 58.6 | - |
| unifying-molecular-and-textual | 55.3 | 46.2 | 58.3 | 63.3 | 48.1 | 57.4 | - |
| graph-based-molecular-representation-learning | 54.2 | 43.9 | 58.5 | 61.7 | 46.6 | 56.1 | - |
| translation-between-molecules-and-natural | 51.9 | 43.6 | 55.1 | 62.0 | 46.9 | 56.3 | 54.0 |
| molca-molecular-graph-language-modeling-with | 62.0 | 53.1 | 65.1 | 68.1 | 53.7 | 61.8 | - |
| instructmol-multi-modal-integration-for | 47.5 | 37.1 | 50.9 | 56.6 | 39.4 | 50.2 | - |
| mol2lang-vlm-vision-and-text-guided | 61.2 | 52.7 | 63.3 | 67.4 | 53.2 | 61.4 | 59.8 |
| instructmol-multi-modal-integration-for | 46.6 | 36.5 | 49.1 | 54.7 | 36.5 | 47.9 | - |