Molecule Captioning on ChEBI-20

Metric: BLEU-2 (higher is better)

LeaderboardDataset

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Results

#	Model↕	BLEU-2▼	Extra Data	Paper	Date↕	Code
1	Mol-LLM (Mistral-Instruct-v0.2)	73.2	No	-	-	-
2	Mol-LLM (LLaMA2-Chat)	72.7	No	-	-	-
3	MolReFlect	67.6	No	-	-	-
4	BioT5+	66.6	No	BioT5+: Towards Generalized Biological Understan...	2024-02-27	Code
5	BioT5	63.5	No	BioT5: Enriching Cross-modal Integration in Biol...	2023-10-11	Code
6	Text+Chem T5-augm-Base	62.5	No	Unifying Molecular and Textual Representations v...	2023-01-29	Code
7	XMolCap	62	No	-	-	Code
8	MolCA, Galac1.3B	62	No	MolCA: Molecular Graph-Language Modeling with Cr...	2023-10-19	Code
9	MolCA, Galac125M	61.6	No	MolCA: Molecular Graph-Language Modeling with Cr...	2023-10-19	Code
10	Mol2Lang-VLM	61.2	No	-	-	Code
11	MolReGPT (GPT-4-0314)	60.7	No	Empowering Molecule Discovery for Molecule-Capti...	2023-06-11	Code
12	LaMolT5-Large	60.2	No	Automatic Annotation Augmentation Boosts Transla...	2025-02-10	Code
13	MoMu+MolT5-Large	59.9	No	A Molecular Multimodal Foundation Model Associat...	2022-09-12	Code
14	PEIT-GEN	59.8	No	Property Enhanced Instruction Tuning for Multi-t...	2024-12-24	Code
15	MolT5-Large	59.4	No	Translation between Molecules and Natural Language	2022-04-25	Code
16	MolXPT	59.4	No	MolXPT: Wrapping Molecules with Text for Generat...	2023-05-18	Code
17	Mol-LLM (SELFIES)	58.7	No	Mol-LLM: Multimodal Generalist Molecular LLM wit...	2025-02-05	-
18	MolFM-Base	58.5	No	MolFM: A Multimodal Molecular Foundation Model	2023-06-06	Code
19	Text+Chem T5-Base	58	No	Unifying Molecular and Textual Representations v...	2023-01-29	Code
20	LaMolT5-Base	57.4	No	Automatic Annotation Augmentation Boosts Transla...	2025-02-10	Code
21	MolReGPT (GPT-3.5-turbo)	56.5	No	Empowering Molecule Discovery for Molecule-Capti...	2023-06-11	Code
22	Mol-LLM	56	No	Mol-LLM: Multimodal Generalist Molecular LLM wit...	2025-02-05	-
23	Text+Chem T5-augm-Small	56	No	Unifying Molecular and Textual Representations v...	2023-01-29	Code
24	Text+Chem T5-Small	55.3	No	Unifying Molecular and Textual Representations v...	2023-01-29	Code
25	MoMu+MolT5-Base	54.9	No	A Molecular Multimodal Foundation Model Associat...	2022-09-12	Code
26	MolFM-Small	54.2	No	MolFM: A Multimodal Molecular Foundation Model	2023-06-06	Code
27	GAMIC (Mistral)	54.2	No	Graph-based Molecular Representation Learning	2022-07-08	Code
28	MolT5-Base	54	No	Translation between Molecules and Natural Language	2022-04-25	Code
29	LaMolT5-Small	53.9	No	Automatic Annotation Augmentation Boosts Transla...	2025-02-10	Code
30	MoMu+MolT5-Small	53.2	No	A Molecular Multimodal Foundation Model Associat...	2022-09-12	Code
31	MolT5-Small	51.9	No	Translation between Molecules and Natural Language	2022-04-25	Code
32	InstructMol-GS	47.5	No	InstructMol: Multi-Modal Integration for Buildin...	2023-11-27	Code
33	InstructMol-G	46.6	No	InstructMol: Multi-Modal Integration for Buildin...	2023-11-27	Code