Molecule Captioning on ChEBI-20

Metric: METEOR (higher is better)

LeaderboardDataset

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Results

#	Model↕	METEOR▼	Extra Data	Paper	Date↕	Code
1	BioT5+	68.1	No	BioT5+: Towards Generalized Biological Understan...	2024-02-27	Code
2	MolReFlect	68	No	-	-	-
3	XMolCap	67.8	No	-	-	Code
4	PEIT-GEN	67.6	No	Property Enhanced Instruction Tuning for Multi-t...	2024-12-24	Code
5	BioT5	65.6	No	BioT5: Enriching Cross-modal Integration in Biol...	2023-10-11	Code
6	MolCA, Galac1.3B	65.1	No	MolCA: Molecular Graph-Language Modeling with Cr...	2023-10-19	Code
7	Text+Chem T5-augm-Base	64.8	No	Unifying Molecular and Textual Representations v...	2023-01-29	Code
8	MolCA, Galac125M	63.9	No	MolCA: Molecular Graph-Language Modeling with Cr...	2023-10-19	Code
9	LaMolT5-Large	63.4	No	Automatic Annotation Augmentation Boosts Transla...	2025-02-10	Code
10	Mol2Lang-VLM	63.3	No	-	-	Code
11	MolXPT	62.6	No	MolXPT: Wrapping Molecules with Text for Generat...	2023-05-18	Code
12	MolReGPT (GPT-3.5-turbo)	62.3	No	Empowering Molecule Discovery for Molecule-Capti...	2023-06-11	Code
13	Mol-LLM (SELFIES)	61.7	No	Mol-LLM: Multimodal Generalist Molecular LLM wit...	2025-02-05	-
14	MolT5-Large	61.4	No	Translation between Molecules and Natural Language	2022-04-25	Code
15	MolReGPT (GPT-4-0314)	61	No	Empowering Molecule Discovery for Molecule-Capti...	2023-06-11	Code
16	MolFM-Base	60.7	No	MolFM: A Multimodal Molecular Foundation Model	2023-06-06	Code
17	Text+Chem T5-Base	60.4	No	Unifying Molecular and Textual Representations v...	2023-01-29	Code
18	MoMu+MolT5-Large	59.7	No	A Molecular Multimodal Foundation Model Associat...	2022-09-12	Code
19	LaMolT5-Base	59.6	No	Automatic Annotation Augmentation Boosts Transla...	2025-02-10	Code
20	Mol-LLM	59.3	No	Mol-LLM: Multimodal Generalist Molecular LLM wit...	2025-02-05	-
21	Text+Chem T5-augm-Small	58.8	No	Unifying Molecular and Textual Representations v...	2023-01-29	Code
22	GAMIC (Mistral)	58.5	No	Graph-based Molecular Representation Learning	2022-07-08	Code
23	Text+Chem T5-Small	58.3	No	Unifying Molecular and Textual Representations v...	2023-01-29	Code
24	MoMu+MolT5-Base	57.6	No	A Molecular Multimodal Foundation Model Associat...	2022-09-12	Code
25	MolT5-Base	56.9	No	Translation between Molecules and Natural Language	2022-04-25	Code
26	LaMolT5-Small	56.6	No	Automatic Annotation Augmentation Boosts Transla...	2025-02-10	Code
27	MolFM-Small	56.4	No	MolFM: A Multimodal Molecular Foundation Model	2023-06-06	Code
28	MoMu+MolT5-Small	55.7	No	A Molecular Multimodal Foundation Model Associat...	2022-09-12	Code
29	MolT5-Small	55.1	No	Translation between Molecules and Natural Language	2022-04-25	Code
30	InstructMol-GS	50.9	No	InstructMol: Multi-Modal Integration for Buildin...	2023-11-27	Code
31	InstructMol-G	49.1	No	InstructMol: Multi-Modal Integration for Buildin...	2023-11-27	Code