Molecule Captioning on ChEBI-20

Metric: BLEU-4 (higher is better)

LeaderboardDataset

Loading chart...

Results

Sort:

#	Model↕	BLEU-4▼	Extra Data	Paper	Date↕	Code
1	MolReFlect	60.8	No	-	-	-
2	BioT5+	59.1	No	BioT5+: Towards Generalized Biological Understan...	2024-02-27	Code
3	BioT5	55.6	No	BioT5: Enriching Cross-modal Integration in Biol...	2023-10-11	Code
4	Text+Chem T5-augm-Base	54.2	No	Unifying Molecular and Textual Representations v...	2023-01-29	Code
5	XMolCap	53.8	No	-	-	Code
6	PEIT-GEN	53.4	No	Property Enhanced Instruction Tuning for Multi-t...	2024-12-24	Code
7	MolCA, Galac1.3B	53.1	No	MolCA: Molecular Graph-Language Modeling with Cr...	2023-10-19	Code
8	MolCA, Galac125M	52.9	No	MolCA: Molecular Graph-Language Modeling with Cr...	2023-10-19	Code
9	Mol2Lang-VLM	52.7	No	-	-	Code
10	MolReGPT (GPT-4-0314)	52.5	No	Empowering Molecule Discovery for Molecule-Capti...	2023-06-11	Code
11	LaMolT5-Large	52.1	No	Automatic Annotation Augmentation Boosts Transla...	2025-02-10	Code
12	MoMu+MolT5-Large	51.5	No	A Molecular Multimodal Foundation Model Associat...	2022-09-12	Code
13	Mol-LLM (SELFIES)	51.5	No	Mol-LLM: Multimodal Generalist Molecular LLM wit...	2025-02-05	-
14	MolT5-Large	50.8	No	Translation between Molecules and Natural Language	2022-04-25	Code
15	MolXPT	50.5	No	MolXPT: Wrapping Molecules with Text for Generat...	2023-05-18	Code
16	MolFM-Base	49.8	No	MolFM: A Multimodal Molecular Foundation Model	2023-06-06	Code
17	Text+Chem T5-Base	49	No	Unifying Molecular and Textual Representations v...	2023-01-29	Code
18	Mol-LLM	49	No	Mol-LLM: Multimodal Generalist Molecular LLM wit...	2025-02-05	-
19	LaMolT5-Base	48.5	No	Automatic Annotation Augmentation Boosts Transla...	2025-02-10	Code
20	MolReGPT (GPT-3.5-turbo)	48.2	No	Empowering Molecule Discovery for Molecule-Capti...	2023-06-11	Code
21	Text+Chem T5-augm-Small	47	No	Unifying Molecular and Textual Representations v...	2023-01-29	Code
22	Text+Chem T5-Small	46.2	No	Unifying Molecular and Textual Representations v...	2023-01-29	Code
23	MoMu+MolT5-Base	46.2	No	A Molecular Multimodal Foundation Model Associat...	2022-09-12	Code
24	MolT5-Base	45.7	No	Translation between Molecules and Natural Language	2022-04-25	Code
25	MolFM-Small	45.2	No	MolFM: A Multimodal Molecular Foundation Model	2023-06-06	Code
26	LaMolT5-Small	44.6	No	Automatic Annotation Augmentation Boosts Transla...	2025-02-10	Code
27	MoMu+MolT5-Small	44.5	No	A Molecular Multimodal Foundation Model Associat...	2022-09-12	Code
28	GAMIC (Mistral)	43.9	No	Graph-based Molecular Representation Learning	2022-07-08	Code
29	MolT5-Small	43.6	No	Translation between Molecules and Natural Language	2022-04-25	Code
30	InstructMol-GS	37.1	No	InstructMol: Multi-Modal Integration for Buildin...	2023-11-27	Code
31	InstructMol-G	36.5	No	InstructMol: Multi-Modal Integration for Buildin...	2023-11-27	Code

#1MolReFlect
60.8
BLEU-4
No paper
#2BioT5+SOTA
59.1
BLEU-4· 2024-02-27
BioT5+: Towards Generalized Biological Understanding with IUPAC Integration and Multi-task Tuning Code
#3BioT5SOTA
55.6
BLEU-4· 2023-10-11
BioT5: Enriching Cross-modal Integration in Biology with Chemical Knowledge and Natural Language Associations Code
#4Text+Chem T5-augm-BaseSOTA
54.2
BLEU-4· 2023-01-29
Unifying Molecular and Textual Representations via Multi-task Language Modelling Code
#5XMolCap
53.8
BLEU-4
No paperCode
#6PEIT-GEN
53.4
BLEU-4· 2024-12-24
Property Enhanced Instruction Tuning for Multi-task Molecule Generation with Large Language Models Code
#7MolCA, Galac1.3B
53.1
BLEU-4· 2023-10-19
MolCA: Molecular Graph-Language Modeling with Cross-Modal Projector and Uni-Modal Adapter Code
#8MolCA, Galac125M
52.9
BLEU-4· 2023-10-19
MolCA: Molecular Graph-Language Modeling with Cross-Modal Projector and Uni-Modal Adapter Code
#9Mol2Lang-VLM
52.7
BLEU-4
No paperCode
#10MolReGPT (GPT-4-0314)
52.5
BLEU-4· 2023-06-11
Empowering Molecule Discovery for Molecule-Caption Translation with Large Language Models: A ChatGPT Perspective Code
#11LaMolT5-Large
52.1
BLEU-4· 2025-02-10
Automatic Annotation Augmentation Boosts Translation between Molecules and Natural Language Code
#12MoMu+MolT5-LargeSOTA
51.5
BLEU-4· 2022-09-12
A Molecular Multimodal Foundation Model Associating Molecule Graphs with Natural Language Code
#13Mol-LLM (SELFIES)
51.5
BLEU-4· 2025-02-05
Mol-LLM: Multimodal Generalist Molecular LLM with Improved Graph Utilization
#14MolT5-LargeSOTA
50.8
BLEU-4· 2022-04-25
Translation between Molecules and Natural Language Code
#15MolXPT
50.5
BLEU-4· 2023-05-18
MolXPT: Wrapping Molecules with Text for Generative Pre-training Code
#16MolFM-Base
49.8
BLEU-4· 2023-06-06
MolFM: A Multimodal Molecular Foundation Model Code
#17Text+Chem T5-Base
49
BLEU-4· 2023-01-29
Unifying Molecular and Textual Representations via Multi-task Language Modelling Code
#18Mol-LLM
49
BLEU-4· 2025-02-05
Mol-LLM: Multimodal Generalist Molecular LLM with Improved Graph Utilization
#19LaMolT5-Base
48.5
BLEU-4· 2025-02-10
Automatic Annotation Augmentation Boosts Translation between Molecules and Natural Language Code
#20MolReGPT (GPT-3.5-turbo)
48.2
BLEU-4· 2023-06-11
Empowering Molecule Discovery for Molecule-Caption Translation with Large Language Models: A ChatGPT Perspective Code
#21Text+Chem T5-augm-Small
47
BLEU-4· 2023-01-29
Unifying Molecular and Textual Representations via Multi-task Language Modelling Code
#22Text+Chem T5-Small
46.2
BLEU-4· 2023-01-29
Unifying Molecular and Textual Representations via Multi-task Language Modelling Code
#23MoMu+MolT5-Base
46.2
BLEU-4· 2022-09-12
A Molecular Multimodal Foundation Model Associating Molecule Graphs with Natural Language Code
#24MolT5-Base
45.7
BLEU-4· 2022-04-25
Translation between Molecules and Natural Language Code
#25MolFM-Small
45.2
BLEU-4· 2023-06-06
MolFM: A Multimodal Molecular Foundation Model Code
#26LaMolT5-Small
44.6
BLEU-4· 2025-02-10
Automatic Annotation Augmentation Boosts Translation between Molecules and Natural Language Code
#27MoMu+MolT5-Small
44.5
BLEU-4· 2022-09-12
A Molecular Multimodal Foundation Model Associating Molecule Graphs with Natural Language Code
#28GAMIC (Mistral)
43.9
BLEU-4· 2022-07-08
Graph-based Molecular Representation Learning Code
#29MolT5-Small
43.6
BLEU-4· 2022-04-25
Translation between Molecules and Natural Language Code
#30InstructMol-GS
37.1
BLEU-4· 2023-11-27
InstructMol: Multi-Modal Integration for Building a Versatile and Reliable Molecular Assistant in Drug Discovery Code
#31InstructMol-G
36.5
BLEU-4· 2023-11-27
InstructMol: Multi-Modal Integration for Building a Versatile and Reliable Molecular Assistant in Drug Discovery Code