Molecule Captioning on ChEBI-20

Metric: Text2Mol (higher is better)

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#	Model↕	Text2Mol▼	Extra Data	Paper	Date↕	Code
1	BioT5	60.3	No	BioT5: Enriching Cross-modal Integration in Biol...	2023-10-11	Code
2	LaMolT5-Base	59.9	No	Automatic Annotation Augmentation Boosts Transla...	2025-02-10	Code
3	Mol2Lang-VLM	59.8	No	-	-	Code
4	LaMolT5-Large	59.7	No	Automatic Annotation Augmentation Boosts Transla...	2025-02-10	Code
5	MolXPT	59.4	No	MolXPT: Wrapping Molecules with Text for Generat...	2023-05-18	Code
6	LaMolT5-Small	58.8	No	Automatic Annotation Augmentation Boosts Transla...	2025-02-10	Code
7	MolReGPT (GPT-4-0314)	58.5	No	Empowering Molecule Discovery for Molecule-Capti...	2023-06-11	Code
8	MoMu+MolT5-Large	58.2	No	A Molecular Multimodal Foundation Model Associat...	2022-09-12	Code
9	MolT5-Large	58.2	No	Translation between Molecules and Natural Language	2022-04-25	Code
10	MolFM-Base	57.6	No	MolFM: A Multimodal Molecular Foundation Model	2023-06-06	Code
11	MolReGPT (GPT-3.5-turbo)	56	No	Empowering Molecule Discovery for Molecule-Capti...	2023-06-11	Code
12	MoMu+MolT5-Base	55.8	No	A Molecular Multimodal Foundation Model Associat...	2022-09-12	Code
13	MolFM-Small	55.7	No	MolFM: A Multimodal Molecular Foundation Model	2023-06-06	Code
14	MoMu+MolT5-Small	55.3	No	A Molecular Multimodal Foundation Model Associat...	2022-09-12	Code
15	MolT5-Base	54.7	No	Translation between Molecules and Natural Language	2022-04-25	Code
16	MolT5-Small	54	No	Translation between Molecules and Natural Language	2022-04-25	Code

#1BioT5SOTA
60.3
Text2Mol· 2023-10-11
BioT5: Enriching Cross-modal Integration in Biology with Chemical Knowledge and Natural Language Associations Code
#2LaMolT5-Base
59.9
Text2Mol· 2025-02-10
Automatic Annotation Augmentation Boosts Translation between Molecules and Natural Language Code
#3Mol2Lang-VLM
59.8
Text2Mol
No paperCode
#4LaMolT5-Large
59.7
Text2Mol· 2025-02-10
Automatic Annotation Augmentation Boosts Translation between Molecules and Natural Language Code
#5MolXPTSOTA
59.4
Text2Mol· 2023-05-18
MolXPT: Wrapping Molecules with Text for Generative Pre-training Code
#6LaMolT5-Small
58.8
Text2Mol· 2025-02-10
Automatic Annotation Augmentation Boosts Translation between Molecules and Natural Language Code
#7MolReGPT (GPT-4-0314)
58.5
Text2Mol· 2023-06-11
Empowering Molecule Discovery for Molecule-Caption Translation with Large Language Models: A ChatGPT Perspective Code
#8MoMu+MolT5-Large
58.2
Text2Mol· 2022-09-12
A Molecular Multimodal Foundation Model Associating Molecule Graphs with Natural Language Code
#9MolT5-LargeSOTA
58.2
Text2Mol· 2022-04-25
Translation between Molecules and Natural Language Code
#10MolFM-Base
57.6
Text2Mol· 2023-06-06
MolFM: A Multimodal Molecular Foundation Model Code
#11MolReGPT (GPT-3.5-turbo)
56
Text2Mol· 2023-06-11
Empowering Molecule Discovery for Molecule-Caption Translation with Large Language Models: A ChatGPT Perspective Code
#12MoMu+MolT5-Base
55.8
Text2Mol· 2022-09-12
A Molecular Multimodal Foundation Model Associating Molecule Graphs with Natural Language Code
#13MolFM-Small
55.7
Text2Mol· 2023-06-06
MolFM: A Multimodal Molecular Foundation Model Code
#14MoMu+MolT5-Small
55.3
Text2Mol· 2022-09-12
A Molecular Multimodal Foundation Model Associating Molecule Graphs with Natural Language Code
#15MolT5-Base
54.7
Text2Mol· 2022-04-25
Translation between Molecules and Natural Language Code
#16MolT5-Small
54
Text2Mol· 2022-04-25
Translation between Molecules and Natural Language Code