SOTAVerified

Molecule Captioning

Molecular description generation entails the creation of a detailed textual depiction illuminating the structure, properties, biological activity, and applications of a molecule based on its molecular descriptors. It furnishes chemists and biologists with a swift conduit to essential molecular information, thus efficiently guiding their research and experiments.

Papers

Showing 1120 of 25 papers

TitleStatusHype
A Molecular Multimodal Foundation Model Associating Molecule Graphs with Natural LanguageCode1
MolCA: Molecular Graph-Language Modeling with Cross-Modal Projector and Uni-Modal AdapterCode1
3D-MolT5: Leveraging Discrete Structural Information for Molecule-Text ModelingCode1
Vector-ICL: In-context Learning with Continuous Vector RepresentationsCode1
Property Enhanced Instruction Tuning for Multi-task Molecule Generation with Large Language ModelsCode1
BioT5: Enriching Cross-modal Integration in Biology with Chemical Knowledge and Natural Language AssociationsCode1
ReactXT: Understanding Molecular "Reaction-ship" via Reaction-Contextualized Molecule-Text PretrainingCode1
Translation between Molecules and Natural LanguageCode1
XMolCap: Advancing Molecular Captioning through Multimodal Fusion and Explainable Graph Neural NetworksCode0
Automatic Annotation Augmentation Boosts Translation between Molecules and Natural LanguageCode0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1Mol-LLM (Mistral-Instruct-v0.2)BLEU-273.2Unverified
2Mol-LLM (LLaMA2-Chat)BLEU-272.7Unverified
3MolReFlectBLEU-267.6Unverified
4BioT5+BLEU-266.6Unverified
5BioT5BLEU-263.5Unverified
6Text+Chem T5-augm-BaseBLEU-262.5Unverified
7XMolCapBLEU-262Unverified
8MolCA, Galac1.3BBLEU-262Unverified
9MolCA, Galac125MBLEU-261.6Unverified
10Mol2Lang-VLMBLEU-261.2Unverified
#ModelMetricClaimedVerifiedStatus
1Mol2Lang-VLMBLEU-277.7Unverified
2XMolCapBLEU-277.4Unverified
3MolT5-LargeBLEU-276.9Unverified
4Nach0BLEU-273.81Unverified
5MolT5-BaseBLEU-273.8Unverified
6MolT5-SmallBLEU-270.9Unverified