Molecule Captioning on ChEBI-20

Metric: ROUGE-2 (higher is better)

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#	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

#1XMolCap
61.8
ROUGE-2
No paperCode
#2BioT5+SOTA
58.4
ROUGE-2· 2024-02-27
BioT5+: Towards Generalized Biological Understanding with IUPAC Integration and Multi-task Tuning Code
#3PEIT-GEN
58.2
ROUGE-2· 2024-12-24
Property Enhanced Instruction Tuning for Multi-task Molecule Generation with Large Language Models Code
#4MolReFlect
57.1
ROUGE-2
No paper
#5BioT5SOTA
55.9
ROUGE-2· 2023-10-11
BioT5: Enriching Cross-modal Integration in Biology with Chemical Knowledge and Natural Language Associations Code
#6Text+Chem T5-augm-BaseSOTA
54.3
ROUGE-2· 2023-01-29
Unifying Molecular and Textual Representations via Multi-task Language Modelling Code
#7MolReGPT (GPT-3.5-turbo)
54.3
ROUGE-2· 2023-06-11
Empowering Molecule Discovery for Molecule-Caption Translation with Large Language Models: A ChatGPT Perspective Code
#8MolCA, Galac1.3B
53.7
ROUGE-2· 2023-10-19
MolCA: Molecular Graph-Language Modeling with Cross-Modal Projector and Uni-Modal Adapter Code
#9MolCA, Galac125M
53.3
ROUGE-2· 2023-10-19
MolCA: Molecular Graph-Language Modeling with Cross-Modal Projector and Uni-Modal Adapter Code
#10Mol2Lang-VLM
53.2
ROUGE-2
No paperCode
#11LaMolT5-Large
51.2
ROUGE-2· 2025-02-10
Automatic Annotation Augmentation Boosts Translation between Molecules and Natural Language Code
#12MolXPT
51.1
ROUGE-2· 2023-05-18
MolXPT: Wrapping Molecules with Text for Generative Pre-training Code
#13MolT5-LargeSOTA
51
ROUGE-2· 2022-04-25
Translation between Molecules and Natural Language Code
#14MolFM-Base
50.8
ROUGE-2· 2023-06-06
MolFM: A Multimodal Molecular Foundation Model Code
#15Text+Chem T5-Base
49.8
ROUGE-2· 2023-01-29
Unifying Molecular and Textual Representations via Multi-task Language Modelling Code
#16Text+Chem T5-augm-Small
48.8
ROUGE-2· 2023-01-29
Unifying Molecular and Textual Representations via Multi-task Language Modelling Code
#17Mol-LLM (SELFIES)
48.7
ROUGE-2· 2025-02-05
Mol-LLM: Multimodal Generalist Molecular LLM with Improved Graph Utilization
#18MolT5-Base
48.5
ROUGE-2· 2022-04-25
Translation between Molecules and Natural Language Code
#19Text+Chem T5-Small
48.1
ROUGE-2· 2023-01-29
Unifying Molecular and Textual Representations via Multi-task Language Modelling Code
#20LaMolT5-Base
47.8
ROUGE-2· 2025-02-10
Automatic Annotation Augmentation Boosts Translation between Molecules and Natural Language Code
#21MolReGPT (GPT-4-0314)
47.6
ROUGE-2· 2023-06-11
Empowering Molecule Discovery for Molecule-Caption Translation with Large Language Models: A ChatGPT Perspective Code
#22MolFM-Small
46.9
ROUGE-2· 2023-06-06
MolFM: A Multimodal Molecular Foundation Model Code
#23LaMolT5-Small
46.9
ROUGE-2· 2025-02-10
Automatic Annotation Augmentation Boosts Translation between Molecules and Natural Language Code
#24MolT5-Small
46.9
ROUGE-2· 2022-04-25
Translation between Molecules and Natural Language Code
#25GAMIC (Mistral)
46.6
ROUGE-2· 2022-07-08
Graph-based Molecular Representation Learning Code
#26InstructMol-GS
39.4
ROUGE-2· 2023-11-27
InstructMol: Multi-Modal Integration for Building a Versatile and Reliable Molecular Assistant in Drug Discovery Code
#27Mol-LLM
37
ROUGE-2· 2025-02-05
Mol-LLM: Multimodal Generalist Molecular LLM with Improved Graph Utilization
#28InstructMol-G
36.5
ROUGE-2· 2023-11-27
InstructMol: Multi-Modal Integration for Building a Versatile and Reliable Molecular Assistant in Drug Discovery Code