Molecule Captioning on ChEBI-20

Metric: ROUGE-1 (higher is better)

LeaderboardDataset

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Results

#	Model↕	ROUGE-1▼	Extra Data	Paper	Date↕	Code
1	BioT5+	71	No	BioT5+: Towards Generalized Biological Understan...	2024-02-27	Code
2	MolReFlect	70.3	No	-	-	-
3	PEIT-GEN	70	No	Property Enhanced Instruction Tuning for Multi-t...	2024-12-24	Code
4	BioT5	69.2	No	BioT5: Enriching Cross-modal Integration in Biol...	2023-10-11	Code
5	Text+Chem T5-augm-Base	68.2	No	Unifying Molecular and Textual Representations v...	2023-01-29	Code
6	MolCA, Galac1.3B	68.1	No	MolCA: Molecular Graph-Language Modeling with Cr...	2023-10-19	Code
7	MolCA, Galac125M	67.4	No	MolCA: Molecular Graph-Language Modeling with Cr...	2023-10-19	Code
8	Mol2Lang-VLM	67.4	No	-	-	Code
9	MolXPT	66	No	MolXPT: Wrapping Molecules with Text for Generat...	2023-05-18	Code
10	LaMolT5-Large	65.5	No	Automatic Annotation Augmentation Boosts Transla...	2025-02-10	Code
11	MolT5-Large	65.4	No	Translation between Molecules and Natural Language	2022-04-25	Code
12	MolFM-Base	65.3	No	MolFM: A Multimodal Molecular Foundation Model	2023-06-06	Code
13	Text+Chem T5-Base	64.7	No	Unifying Molecular and Textual Representations v...	2023-01-29	Code
14	Text+Chem T5-augm-Small	63.8	No	Unifying Molecular and Textual Representations v...	2023-01-29	Code
15	MolReGPT (GPT-4-0314)	63.4	No	Empowering Molecule Discovery for Molecule-Capti...	2023-06-11	Code
16	LaMolT5-Base	63.4	No	Automatic Annotation Augmentation Boosts Transla...	2025-02-10	Code
17	MolT5-Base	63.4	No	Translation between Molecules and Natural Language	2022-04-25	Code
18	Text+Chem T5-Small	63.3	No	Unifying Molecular and Textual Representations v...	2023-01-29	Code
19	Mol-LLM (SELFIES)	62.7	No	Mol-LLM: Multimodal Generalist Molecular LLM wit...	2025-02-05	-
20	MolFM-Small	62.3	No	MolFM: A Multimodal Molecular Foundation Model	2023-06-06	Code
21	LaMolT5-Small	62	No	Automatic Annotation Augmentation Boosts Transla...	2025-02-10	Code
22	MolT5-Small	62	No	Translation between Molecules and Natural Language	2022-04-25	Code
23	GAMIC (Mistral)	61.7	No	Graph-based Molecular Representation Learning	2022-07-08	Code
24	InstructMol-GS	56.6	No	InstructMol: Multi-Modal Integration for Buildin...	2023-11-27	Code
25	InstructMol-G	54.7	No	InstructMol: Multi-Modal Integration for Buildin...	2023-11-27	Code
26	XMolCap	53.9	No	-	-	Code
27	Mol-LLM	52.4	No	Mol-LLM: Multimodal Generalist Molecular LLM wit...	2025-02-05	-
28	MolReGPT (GPT-3.5-turbo)	45	No	Empowering Molecule Discovery for Molecule-Capti...	2023-06-11	Code