Molecule Captioning on ChEBI-20

Metric: ROUGE-L (higher is better)

LeaderboardDataset

Loading chart...

Results

Sort:

#	Model↕	ROUGE-L▼	Extra Data	Paper	Date↕	Code
1	PEIT-GEN	65.3	No	Property Enhanced Instruction Tuning for Multi-t...	2024-12-24	Code
2	BioT5+	65	No	BioT5+: Towards Generalized Biological Understan...	2024-02-27	Code
3	MolReFlect	64.4	No	-	-	-
4	XMolCap	63.8	No	-	-	Code
5	BioT5	63.3	No	BioT5: Enriching Cross-modal Integration in Biol...	2023-10-11	Code
6	Text+Chem T5-augm-Base	62.2	No	Unifying Molecular and Textual Representations v...	2023-01-29	Code
7	MolCA, Galac1.3B	61.8	No	MolCA: Molecular Graph-Language Modeling with Cr...	2023-10-19	Code
8	MolCA, Galac125M	61.5	No	MolCA: Molecular Graph-Language Modeling with Cr...	2023-10-19	Code
9	Mol2Lang-VLM	61.4	No	-	-	Code
10	LaMolT5-Large	59.8	No	Automatic Annotation Augmentation Boosts Transla...	2025-02-10	Code
11	MolXPT	59.7	No	MolXPT: Wrapping Molecules with Text for Generat...	2023-05-18	Code
12	MolT5-Large	59.4	No	Translation between Molecules and Natural Language	2022-04-25	Code
13	MolFM-Base	59.4	No	MolFM: A Multimodal Molecular Foundation Model	2023-06-06	Code
14	Text+Chem T5-Base	58.6	No	Unifying Molecular and Textual Representations v...	2023-01-29	Code
15	MolReGPT (GPT-3.5-turbo)	58.5	No	Empowering Molecule Discovery for Molecule-Capti...	2023-06-11	Code
16	Text+Chem T5-augm-Small	58	No	Unifying Molecular and Textual Representations v...	2023-01-29	Code
17	MolT5-Base	57.8	No	Translation between Molecules and Natural Language	2022-04-25	Code
18	Text+Chem T5-Small	57.4	No	Unifying Molecular and Textual Representations v...	2023-01-29	Code
19	Mol-LLM (SELFIES)	57.1	No	Mol-LLM: Multimodal Generalist Molecular LLM wit...	2025-02-05	-
20	LaMolT5-Base	56.4	No	Automatic Annotation Augmentation Boosts Transla...	2025-02-10	Code
21	LaMolT5-Small	56.3	No	Automatic Annotation Augmentation Boosts Transla...	2025-02-10	Code
22	MolT5-Small	56.3	No	Translation between Molecules and Natural Language	2022-04-25	Code
23	MolReGPT (GPT-4-0314)	56.2	No	Empowering Molecule Discovery for Molecule-Capti...	2023-06-11	Code
24	MolFM-Small	56.2	No	MolFM: A Multimodal Molecular Foundation Model	2023-06-06	Code
25	GAMIC (Mistral)	56.1	No	Graph-based Molecular Representation Learning	2022-07-08	Code
26	InstructMol-GS	50.2	No	InstructMol: Multi-Modal Integration for Buildin...	2023-11-27	Code
27	InstructMol-G	47.9	No	InstructMol: Multi-Modal Integration for Buildin...	2023-11-27	Code
28	Mol-LLM	46.7	No	Mol-LLM: Multimodal Generalist Molecular LLM wit...	2025-02-05	-

#1PEIT-GENSOTA
65.3
ROUGE-L· 2024-12-24
Property Enhanced Instruction Tuning for Multi-task Molecule Generation with Large Language Models Code
#2BioT5+SOTA
65
ROUGE-L· 2024-02-27
BioT5+: Towards Generalized Biological Understanding with IUPAC Integration and Multi-task Tuning Code
#3MolReFlect
64.4
ROUGE-L
No paper
#4XMolCap
63.8
ROUGE-L
No paperCode
#5BioT5SOTA
63.3
ROUGE-L· 2023-10-11
BioT5: Enriching Cross-modal Integration in Biology with Chemical Knowledge and Natural Language Associations Code
#6Text+Chem T5-augm-BaseSOTA
62.2
ROUGE-L· 2023-01-29
Unifying Molecular and Textual Representations via Multi-task Language Modelling Code
#7MolCA, Galac1.3B
61.8
ROUGE-L· 2023-10-19
MolCA: Molecular Graph-Language Modeling with Cross-Modal Projector and Uni-Modal Adapter Code
#8MolCA, Galac125M
61.5
ROUGE-L· 2023-10-19
MolCA: Molecular Graph-Language Modeling with Cross-Modal Projector and Uni-Modal Adapter Code
#9Mol2Lang-VLM
61.4
ROUGE-L
No paperCode
#10LaMolT5-Large
59.8
ROUGE-L· 2025-02-10
Automatic Annotation Augmentation Boosts Translation between Molecules and Natural Language Code
#11MolXPT
59.7
ROUGE-L· 2023-05-18
MolXPT: Wrapping Molecules with Text for Generative Pre-training Code
#12MolT5-LargeSOTA
59.4
ROUGE-L· 2022-04-25
Translation between Molecules and Natural Language Code
#13MolFM-Base
59.4
ROUGE-L· 2023-06-06
MolFM: A Multimodal Molecular Foundation Model Code
#14Text+Chem T5-Base
58.6
ROUGE-L· 2023-01-29
Unifying Molecular and Textual Representations via Multi-task Language Modelling Code
#15MolReGPT (GPT-3.5-turbo)
58.5
ROUGE-L· 2023-06-11
Empowering Molecule Discovery for Molecule-Caption Translation with Large Language Models: A ChatGPT Perspective Code
#16Text+Chem T5-augm-Small
58
ROUGE-L· 2023-01-29
Unifying Molecular and Textual Representations via Multi-task Language Modelling Code
#17MolT5-Base
57.8
ROUGE-L· 2022-04-25
Translation between Molecules and Natural Language Code
#18Text+Chem T5-Small
57.4
ROUGE-L· 2023-01-29
Unifying Molecular and Textual Representations via Multi-task Language Modelling Code
#19Mol-LLM (SELFIES)
57.1
ROUGE-L· 2025-02-05
Mol-LLM: Multimodal Generalist Molecular LLM with Improved Graph Utilization
#20LaMolT5-Base
56.4
ROUGE-L· 2025-02-10
Automatic Annotation Augmentation Boosts Translation between Molecules and Natural Language Code
#21LaMolT5-Small
56.3
ROUGE-L· 2025-02-10
Automatic Annotation Augmentation Boosts Translation between Molecules and Natural Language Code
#22MolT5-Small
56.3
ROUGE-L· 2022-04-25
Translation between Molecules and Natural Language Code
#23MolReGPT (GPT-4-0314)
56.2
ROUGE-L· 2023-06-11
Empowering Molecule Discovery for Molecule-Caption Translation with Large Language Models: A ChatGPT Perspective Code
#24MolFM-Small
56.2
ROUGE-L· 2023-06-06
MolFM: A Multimodal Molecular Foundation Model Code
#25GAMIC (Mistral)
56.1
ROUGE-L· 2022-07-08
Graph-based Molecular Representation Learning Code
#26InstructMol-GS
50.2
ROUGE-L· 2023-11-27
InstructMol: Multi-Modal Integration for Building a Versatile and Reliable Molecular Assistant in Drug Discovery Code
#27InstructMol-G
47.9
ROUGE-L· 2023-11-27
InstructMol: Multi-Modal Integration for Building a Versatile and Reliable Molecular Assistant in Drug Discovery Code
#28Mol-LLM
46.7
ROUGE-L· 2025-02-05
Mol-LLM: Multimodal Generalist Molecular LLM with Improved Graph Utilization