Molecule Captioning on ChEBI-20

Metric: ROUGE-2 (higher is better)

LeaderboardDataset

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Results

#	Model↕	ROUGE-2▼	Extra Data	Paper	Date↕	Code
1	XMolCap	61.8	No	-	-	Code
2	BioT5+	58.4	No	BioT5+: Towards Generalized Biological Understan...	2024-02-27	Code
3	PEIT-GEN	58.2	No	Property Enhanced Instruction Tuning for Multi-t...	2024-12-24	Code
4	MolReFlect	57.1	No	-	-	-
5	BioT5	55.9	No	BioT5: Enriching Cross-modal Integration in Biol...	2023-10-11	Code
6	Text+Chem T5-augm-Base	54.3	No	Unifying Molecular and Textual Representations v...	2023-01-29	Code
7	MolReGPT (GPT-3.5-turbo)	54.3	No	Empowering Molecule Discovery for Molecule-Capti...	2023-06-11	Code
8	MolCA, Galac1.3B	53.7	No	MolCA: Molecular Graph-Language Modeling with Cr...	2023-10-19	Code
9	MolCA, Galac125M	53.3	No	MolCA: Molecular Graph-Language Modeling with Cr...	2023-10-19	Code
10	Mol2Lang-VLM	53.2	No	-	-	Code
11	LaMolT5-Large	51.2	No	Automatic Annotation Augmentation Boosts Transla...	2025-02-10	Code
12	MolXPT	51.1	No	MolXPT: Wrapping Molecules with Text for Generat...	2023-05-18	Code
13	MolT5-Large	51	No	Translation between Molecules and Natural Language	2022-04-25	Code
14	MolFM-Base	50.8	No	MolFM: A Multimodal Molecular Foundation Model	2023-06-06	Code
15	Text+Chem T5-Base	49.8	No	Unifying Molecular and Textual Representations v...	2023-01-29	Code
16	Text+Chem T5-augm-Small	48.8	No	Unifying Molecular and Textual Representations v...	2023-01-29	Code
17	Mol-LLM (SELFIES)	48.7	No	Mol-LLM: Multimodal Generalist Molecular LLM wit...	2025-02-05	-
18	MolT5-Base	48.5	No	Translation between Molecules and Natural Language	2022-04-25	Code
19	Text+Chem T5-Small	48.1	No	Unifying Molecular and Textual Representations v...	2023-01-29	Code
20	LaMolT5-Base	47.8	No	Automatic Annotation Augmentation Boosts Transla...	2025-02-10	Code
21	MolReGPT (GPT-4-0314)	47.6	No	Empowering Molecule Discovery for Molecule-Capti...	2023-06-11	Code
22	MolFM-Small	46.9	No	MolFM: A Multimodal Molecular Foundation Model	2023-06-06	Code
23	LaMolT5-Small	46.9	No	Automatic Annotation Augmentation Boosts Transla...	2025-02-10	Code
24	MolT5-Small	46.9	No	Translation between Molecules and Natural Language	2022-04-25	Code
25	GAMIC (Mistral)	46.6	No	Graph-based Molecular Representation Learning	2022-07-08	Code
26	InstructMol-GS	39.4	No	InstructMol: Multi-Modal Integration for Buildin...	2023-11-27	Code
27	Mol-LLM	37	No	Mol-LLM: Multimodal Generalist Molecular LLM wit...	2025-02-05	-
28	InstructMol-G	36.5	No	InstructMol: Multi-Modal Integration for Buildin...	2023-11-27	Code