Molecule Captioning on ChEBI-20

Metric: ROUGE-L (higher is better)

LeaderboardDataset

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Results

#	Model↕	ROUGE-L▼	Extra Data	Paper	Date↕	Code
1	PEIT-GEN	65.3	No	Property Enhanced Instruction Tuning for Multi-t...	2024-12-24	Code
2	BioT5+	65	No	BioT5+: Towards Generalized Biological Understan...	2024-02-27	Code
3	MolReFlect	64.4	No	-	-	-
4	XMolCap	63.8	No	-	-	Code
5	BioT5	63.3	No	BioT5: Enriching Cross-modal Integration in Biol...	2023-10-11	Code
6	Text+Chem T5-augm-Base	62.2	No	Unifying Molecular and Textual Representations v...	2023-01-29	Code
7	MolCA, Galac1.3B	61.8	No	MolCA: Molecular Graph-Language Modeling with Cr...	2023-10-19	Code
8	MolCA, Galac125M	61.5	No	MolCA: Molecular Graph-Language Modeling with Cr...	2023-10-19	Code
9	Mol2Lang-VLM	61.4	No	-	-	Code
10	LaMolT5-Large	59.8	No	Automatic Annotation Augmentation Boosts Transla...	2025-02-10	Code
11	MolXPT	59.7	No	MolXPT: Wrapping Molecules with Text for Generat...	2023-05-18	Code
12	MolT5-Large	59.4	No	Translation between Molecules and Natural Language	2022-04-25	Code
13	MolFM-Base	59.4	No	MolFM: A Multimodal Molecular Foundation Model	2023-06-06	Code
14	Text+Chem T5-Base	58.6	No	Unifying Molecular and Textual Representations v...	2023-01-29	Code
15	MolReGPT (GPT-3.5-turbo)	58.5	No	Empowering Molecule Discovery for Molecule-Capti...	2023-06-11	Code
16	Text+Chem T5-augm-Small	58	No	Unifying Molecular and Textual Representations v...	2023-01-29	Code
17	MolT5-Base	57.8	No	Translation between Molecules and Natural Language	2022-04-25	Code
18	Text+Chem T5-Small	57.4	No	Unifying Molecular and Textual Representations v...	2023-01-29	Code
19	Mol-LLM (SELFIES)	57.1	No	Mol-LLM: Multimodal Generalist Molecular LLM wit...	2025-02-05	-
20	LaMolT5-Base	56.4	No	Automatic Annotation Augmentation Boosts Transla...	2025-02-10	Code
21	LaMolT5-Small	56.3	No	Automatic Annotation Augmentation Boosts Transla...	2025-02-10	Code
22	MolT5-Small	56.3	No	Translation between Molecules and Natural Language	2022-04-25	Code
23	MolReGPT (GPT-4-0314)	56.2	No	Empowering Molecule Discovery for Molecule-Capti...	2023-06-11	Code
24	MolFM-Small	56.2	No	MolFM: A Multimodal Molecular Foundation Model	2023-06-06	Code
25	GAMIC (Mistral)	56.1	No	Graph-based Molecular Representation Learning	2022-07-08	Code
26	InstructMol-GS	50.2	No	InstructMol: Multi-Modal Integration for Buildin...	2023-11-27	Code
27	InstructMol-G	47.9	No	InstructMol: Multi-Modal Integration for Buildin...	2023-11-27	Code
28	Mol-LLM	46.7	No	Mol-LLM: Multimodal Generalist Molecular LLM wit...	2025-02-05	-