Molecule Captioning on ChEBI-20

Metric: BLEU-4 (higher is better)

LeaderboardDataset

Loading chart...

Results

#	Model↕	BLEU-4▼	Extra Data	Paper	Date↕	Code
1	MolReFlect	60.8	No	-	-	-
2	BioT5+	59.1	No	BioT5+: Towards Generalized Biological Understan...	2024-02-27	Code
3	BioT5	55.6	No	BioT5: Enriching Cross-modal Integration in Biol...	2023-10-11	Code
4	Text+Chem T5-augm-Base	54.2	No	Unifying Molecular and Textual Representations v...	2023-01-29	Code
5	XMolCap	53.8	No	-	-	Code
6	PEIT-GEN	53.4	No	Property Enhanced Instruction Tuning for Multi-t...	2024-12-24	Code
7	MolCA, Galac1.3B	53.1	No	MolCA: Molecular Graph-Language Modeling with Cr...	2023-10-19	Code
8	MolCA, Galac125M	52.9	No	MolCA: Molecular Graph-Language Modeling with Cr...	2023-10-19	Code
9	Mol2Lang-VLM	52.7	No	-	-	Code
10	MolReGPT (GPT-4-0314)	52.5	No	Empowering Molecule Discovery for Molecule-Capti...	2023-06-11	Code
11	LaMolT5-Large	52.1	No	Automatic Annotation Augmentation Boosts Transla...	2025-02-10	Code
12	MoMu+MolT5-Large	51.5	No	A Molecular Multimodal Foundation Model Associat...	2022-09-12	Code
13	Mol-LLM (SELFIES)	51.5	No	Mol-LLM: Multimodal Generalist Molecular LLM wit...	2025-02-05	-
14	MolT5-Large	50.8	No	Translation between Molecules and Natural Language	2022-04-25	Code
15	MolXPT	50.5	No	MolXPT: Wrapping Molecules with Text for Generat...	2023-05-18	Code
16	MolFM-Base	49.8	No	MolFM: A Multimodal Molecular Foundation Model	2023-06-06	Code
17	Text+Chem T5-Base	49	No	Unifying Molecular and Textual Representations v...	2023-01-29	Code
18	Mol-LLM	49	No	Mol-LLM: Multimodal Generalist Molecular LLM wit...	2025-02-05	-
19	LaMolT5-Base	48.5	No	Automatic Annotation Augmentation Boosts Transla...	2025-02-10	Code
20	MolReGPT (GPT-3.5-turbo)	48.2	No	Empowering Molecule Discovery for Molecule-Capti...	2023-06-11	Code
21	Text+Chem T5-augm-Small	47	No	Unifying Molecular and Textual Representations v...	2023-01-29	Code
22	Text+Chem T5-Small	46.2	No	Unifying Molecular and Textual Representations v...	2023-01-29	Code
23	MoMu+MolT5-Base	46.2	No	A Molecular Multimodal Foundation Model Associat...	2022-09-12	Code
24	MolT5-Base	45.7	No	Translation between Molecules and Natural Language	2022-04-25	Code
25	MolFM-Small	45.2	No	MolFM: A Multimodal Molecular Foundation Model	2023-06-06	Code
26	LaMolT5-Small	44.6	No	Automatic Annotation Augmentation Boosts Transla...	2025-02-10	Code
27	MoMu+MolT5-Small	44.5	No	A Molecular Multimodal Foundation Model Associat...	2022-09-12	Code
28	GAMIC (Mistral)	43.9	No	Graph-based Molecular Representation Learning	2022-07-08	Code
29	MolT5-Small	43.6	No	Translation between Molecules and Natural Language	2022-04-25	Code
30	InstructMol-GS	37.1	No	InstructMol: Multi-Modal Integration for Buildin...	2023-11-27	Code
31	InstructMol-G	36.5	No	InstructMol: Multi-Modal Integration for Buildin...	2023-11-27	Code