Molecule Captioning on ChEBI-20

Metric: ROUGE-1 (higher is better)

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#	Model↕	ROUGE-1▼	Extra Data	Paper	Date↕	Code
1	BioT5+	71	No	BioT5+: Towards Generalized Biological Understan...	2024-02-27	Code
2	MolReFlect	70.3	No	-	-	-
3	PEIT-GEN	70	No	Property Enhanced Instruction Tuning for Multi-t...	2024-12-24	Code
4	BioT5	69.2	No	BioT5: Enriching Cross-modal Integration in Biol...	2023-10-11	Code
5	Text+Chem T5-augm-Base	68.2	No	Unifying Molecular and Textual Representations v...	2023-01-29	Code
6	MolCA, Galac1.3B	68.1	No	MolCA: Molecular Graph-Language Modeling with Cr...	2023-10-19	Code
7	MolCA, Galac125M	67.4	No	MolCA: Molecular Graph-Language Modeling with Cr...	2023-10-19	Code
8	Mol2Lang-VLM	67.4	No	-	-	Code
9	MolXPT	66	No	MolXPT: Wrapping Molecules with Text for Generat...	2023-05-18	Code
10	LaMolT5-Large	65.5	No	Automatic Annotation Augmentation Boosts Transla...	2025-02-10	Code
11	MolT5-Large	65.4	No	Translation between Molecules and Natural Language	2022-04-25	Code
12	MolFM-Base	65.3	No	MolFM: A Multimodal Molecular Foundation Model	2023-06-06	Code
13	Text+Chem T5-Base	64.7	No	Unifying Molecular and Textual Representations v...	2023-01-29	Code
14	Text+Chem T5-augm-Small	63.8	No	Unifying Molecular and Textual Representations v...	2023-01-29	Code
15	MolReGPT (GPT-4-0314)	63.4	No	Empowering Molecule Discovery for Molecule-Capti...	2023-06-11	Code
16	LaMolT5-Base	63.4	No	Automatic Annotation Augmentation Boosts Transla...	2025-02-10	Code
17	MolT5-Base	63.4	No	Translation between Molecules and Natural Language	2022-04-25	Code
18	Text+Chem T5-Small	63.3	No	Unifying Molecular and Textual Representations v...	2023-01-29	Code
19	Mol-LLM (SELFIES)	62.7	No	Mol-LLM: Multimodal Generalist Molecular LLM wit...	2025-02-05	-
20	MolFM-Small	62.3	No	MolFM: A Multimodal Molecular Foundation Model	2023-06-06	Code
21	LaMolT5-Small	62	No	Automatic Annotation Augmentation Boosts Transla...	2025-02-10	Code
22	MolT5-Small	62	No	Translation between Molecules and Natural Language	2022-04-25	Code
23	GAMIC (Mistral)	61.7	No	Graph-based Molecular Representation Learning	2022-07-08	Code
24	InstructMol-GS	56.6	No	InstructMol: Multi-Modal Integration for Buildin...	2023-11-27	Code
25	InstructMol-G	54.7	No	InstructMol: Multi-Modal Integration for Buildin...	2023-11-27	Code
26	XMolCap	53.9	No	-	-	Code
27	Mol-LLM	52.4	No	Mol-LLM: Multimodal Generalist Molecular LLM wit...	2025-02-05	-
28	MolReGPT (GPT-3.5-turbo)	45	No	Empowering Molecule Discovery for Molecule-Capti...	2023-06-11	Code

#1BioT5+SOTA
71
ROUGE-1· 2024-02-27
BioT5+: Towards Generalized Biological Understanding with IUPAC Integration and Multi-task Tuning Code
#2MolReFlect
70.3
ROUGE-1
No paper
#3PEIT-GEN
70
ROUGE-1· 2024-12-24
Property Enhanced Instruction Tuning for Multi-task Molecule Generation with Large Language Models Code
#4BioT5SOTA
69.2
ROUGE-1· 2023-10-11
BioT5: Enriching Cross-modal Integration in Biology with Chemical Knowledge and Natural Language Associations Code
#5Text+Chem T5-augm-BaseSOTA
68.2
ROUGE-1· 2023-01-29
Unifying Molecular and Textual Representations via Multi-task Language Modelling Code
#6MolCA, Galac1.3B
68.1
ROUGE-1· 2023-10-19
MolCA: Molecular Graph-Language Modeling with Cross-Modal Projector and Uni-Modal Adapter Code
#7MolCA, Galac125M
67.4
ROUGE-1· 2023-10-19
MolCA: Molecular Graph-Language Modeling with Cross-Modal Projector and Uni-Modal Adapter Code
#8Mol2Lang-VLM
67.4
ROUGE-1
No paperCode
#9MolXPT
66
ROUGE-1· 2023-05-18
MolXPT: Wrapping Molecules with Text for Generative Pre-training Code
#10LaMolT5-Large
65.5
ROUGE-1· 2025-02-10
Automatic Annotation Augmentation Boosts Translation between Molecules and Natural Language Code
#11MolT5-LargeSOTA
65.4
ROUGE-1· 2022-04-25
Translation between Molecules and Natural Language Code
#12MolFM-Base
65.3
ROUGE-1· 2023-06-06
MolFM: A Multimodal Molecular Foundation Model Code
#13Text+Chem T5-Base
64.7
ROUGE-1· 2023-01-29
Unifying Molecular and Textual Representations via Multi-task Language Modelling Code
#14Text+Chem T5-augm-Small
63.8
ROUGE-1· 2023-01-29
Unifying Molecular and Textual Representations via Multi-task Language Modelling Code
#15MolReGPT (GPT-4-0314)
63.4
ROUGE-1· 2023-06-11
Empowering Molecule Discovery for Molecule-Caption Translation with Large Language Models: A ChatGPT Perspective Code
#16LaMolT5-Base
63.4
ROUGE-1· 2025-02-10
Automatic Annotation Augmentation Boosts Translation between Molecules and Natural Language Code
#17MolT5-Base
63.4
ROUGE-1· 2022-04-25
Translation between Molecules and Natural Language Code
#18Text+Chem T5-Small
63.3
ROUGE-1· 2023-01-29
Unifying Molecular and Textual Representations via Multi-task Language Modelling Code
#19Mol-LLM (SELFIES)
62.7
ROUGE-1· 2025-02-05
Mol-LLM: Multimodal Generalist Molecular LLM with Improved Graph Utilization
#20MolFM-Small
62.3
ROUGE-1· 2023-06-06
MolFM: A Multimodal Molecular Foundation Model Code
#21LaMolT5-Small
62
ROUGE-1· 2025-02-10
Automatic Annotation Augmentation Boosts Translation between Molecules and Natural Language Code
#22MolT5-Small
62
ROUGE-1· 2022-04-25
Translation between Molecules and Natural Language Code
#23GAMIC (Mistral)
61.7
ROUGE-1· 2022-07-08
Graph-based Molecular Representation Learning Code
#24InstructMol-GS
56.6
ROUGE-1· 2023-11-27
InstructMol: Multi-Modal Integration for Building a Versatile and Reliable Molecular Assistant in Drug Discovery Code
#25InstructMol-G
54.7
ROUGE-1· 2023-11-27
InstructMol: Multi-Modal Integration for Building a Versatile and Reliable Molecular Assistant in Drug Discovery Code
#26XMolCap
53.9
ROUGE-1
No paperCode
#27Mol-LLM
52.4
ROUGE-1· 2025-02-05
Mol-LLM: Multimodal Generalist Molecular LLM with Improved Graph Utilization
#28MolReGPT (GPT-3.5-turbo)
45
ROUGE-1· 2023-06-11
Empowering Molecule Discovery for Molecule-Caption Translation with Large Language Models: A ChatGPT Perspective Code