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

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 1–10 of 25 papers

Title	Date	Tasks	Status	Hype
XMolCap: Advancing Molecular Captioning through Multimodal Fusion and Explainable Graph Neural Networks	May 23, 2025	Drug DiscoveryMolecule Captioning	CodeCode Available	0
Automatic Annotation Augmentation Boosts Translation between Molecules and Natural Language	Feb 10, 2025	Drug DiscoveryMolecule Captioning	CodeCode Available	0
Mol-LLM: Multimodal Generalist Molecular LLM with Improved Graph Utilization	Feb 5, 2025	Chemical Reaction PredictionMolecular Property Prediction	—Unverified	0
Property Enhanced Instruction Tuning for Multi-task Molecule Generation with Large Language Models	Dec 24, 2024	Machine TranslationMolecular Property Prediction	CodeCode Available	1
MolReFlect: Towards Fine-grained In-Context Alignment between Molecules and Texts	Nov 22, 2024	DescriptiveMolecule Captioning	—Unverified	0
GeomCLIP: Contrastive Geometry-Text Pre-training for Molecules	Nov 16, 2024	DenoisingMolecular Property Prediction	CodeCode Available	0
Vector-ICL: In-context Learning with Continuous Vector Representations	Oct 8, 2024	ClassificationGraph Classification	CodeCode Available	1
Mol2Lang-VLM: Vision- and Text-Guided Generative Pre-trained Language Models for Advancing Molecule Captioning through Multimodal Fusion	Aug 15, 2024	Caption GenerationDecoder	CodeCode Available	0
3D-MolT5: Leveraging Discrete Structural Information for Molecule-Text Modeling	Jun 9, 2024	Molecular Property PredictionMolecule Captioning	CodeCode Available	1
ReactXT: Understanding Molecular "Reaction-ship" via Reaction-Contextualized Molecule-Text Pretraining	May 23, 2024	Molecule CaptioningPrediction	CodeCode Available	1

Show:10 25 50

← PrevPage 1 of 3Next →

All datasets ChEBI-20 L+M-24

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	Mol-LLM (Mistral-Instruct-v0.2)	BLEU-2	73.2	—	Unverified
2	Mol-LLM (LLaMA2-Chat)	BLEU-2	72.7	—	Unverified
3	MolReFlect	BLEU-2	67.6	—	Unverified
4	BioT5+	BLEU-2	66.6	—	Unverified
5	BioT5	BLEU-2	63.5	—	Unverified
6	Text+Chem T5-augm-Base	BLEU-2	62.5	—	Unverified
7	MolCA, Galac1.3B	BLEU-2	62	—	Unverified
8	XMolCap	BLEU-2	62	—	Unverified
9	MolCA, Galac125M	BLEU-2	61.6	—	Unverified
10	Mol2Lang-VLM	BLEU-2	61.2	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Mol2Lang-VLM	BLEU-2	77.7	—	Unverified
2	XMolCap	BLEU-2	77.4	—	Unverified
3	MolT5-Large	BLEU-2	76.9	—	Unverified
4	Nach0	BLEU-2	73.81	—	Unverified
5	MolT5-Base	BLEU-2	73.8	—	Unverified
6	MolT5-Small	BLEU-2	70.9	—	Unverified