Molecule Captioning on ChEBI-20

Metric: BLEU-2 (higher is better)

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#	Model↕	BLEU-2▼	Extra Data	Paper	Date↕	Code
1	Mol-LLM (Mistral-Instruct-v0.2)	73.2	No	-	-	-
2	Mol-LLM (LLaMA2-Chat)	72.7	No	-	-	-
3	MolReFlect	67.6	No	-	-	-
4	BioT5+	66.6	No	BioT5+: Towards Generalized Biological Understan...	2024-02-27	Code
5	BioT5	63.5	No	BioT5: Enriching Cross-modal Integration in Biol...	2023-10-11	Code
6	Text+Chem T5-augm-Base	62.5	No	Unifying Molecular and Textual Representations v...	2023-01-29	Code
7	XMolCap	62	No	-	-	Code
8	MolCA, Galac1.3B	62	No	MolCA: Molecular Graph-Language Modeling with Cr...	2023-10-19	Code
9	MolCA, Galac125M	61.6	No	MolCA: Molecular Graph-Language Modeling with Cr...	2023-10-19	Code
10	Mol2Lang-VLM	61.2	No	-	-	Code
11	MolReGPT (GPT-4-0314)	60.7	No	Empowering Molecule Discovery for Molecule-Capti...	2023-06-11	Code
12	LaMolT5-Large	60.2	No	Automatic Annotation Augmentation Boosts Transla...	2025-02-10	Code
13	MoMu+MolT5-Large	59.9	No	A Molecular Multimodal Foundation Model Associat...	2022-09-12	Code
14	PEIT-GEN	59.8	No	Property Enhanced Instruction Tuning for Multi-t...	2024-12-24	Code
15	MolT5-Large	59.4	No	Translation between Molecules and Natural Language	2022-04-25	Code
16	MolXPT	59.4	No	MolXPT: Wrapping Molecules with Text for Generat...	2023-05-18	Code
17	Mol-LLM (SELFIES)	58.7	No	Mol-LLM: Multimodal Generalist Molecular LLM wit...	2025-02-05	-
18	MolFM-Base	58.5	No	MolFM: A Multimodal Molecular Foundation Model	2023-06-06	Code
19	Text+Chem T5-Base	58	No	Unifying Molecular and Textual Representations v...	2023-01-29	Code
20	LaMolT5-Base	57.4	No	Automatic Annotation Augmentation Boosts Transla...	2025-02-10	Code
21	MolReGPT (GPT-3.5-turbo)	56.5	No	Empowering Molecule Discovery for Molecule-Capti...	2023-06-11	Code
22	Mol-LLM	56	No	Mol-LLM: Multimodal Generalist Molecular LLM wit...	2025-02-05	-
23	Text+Chem T5-augm-Small	56	No	Unifying Molecular and Textual Representations v...	2023-01-29	Code
24	Text+Chem T5-Small	55.3	No	Unifying Molecular and Textual Representations v...	2023-01-29	Code
25	MoMu+MolT5-Base	54.9	No	A Molecular Multimodal Foundation Model Associat...	2022-09-12	Code
26	MolFM-Small	54.2	No	MolFM: A Multimodal Molecular Foundation Model	2023-06-06	Code
27	GAMIC (Mistral)	54.2	No	Graph-based Molecular Representation Learning	2022-07-08	Code
28	MolT5-Base	54	No	Translation between Molecules and Natural Language	2022-04-25	Code
29	LaMolT5-Small	53.9	No	Automatic Annotation Augmentation Boosts Transla...	2025-02-10	Code
30	MoMu+MolT5-Small	53.2	No	A Molecular Multimodal Foundation Model Associat...	2022-09-12	Code
31	MolT5-Small	51.9	No	Translation between Molecules and Natural Language	2022-04-25	Code
32	InstructMol-GS	47.5	No	InstructMol: Multi-Modal Integration for Buildin...	2023-11-27	Code
33	InstructMol-G	46.6	No	InstructMol: Multi-Modal Integration for Buildin...	2023-11-27	Code

#1Mol-LLM (Mistral-Instruct-v0.2)
73.2
BLEU-2
No paper
#2Mol-LLM (LLaMA2-Chat)
72.7
BLEU-2
No paper
#3MolReFlect
67.6
BLEU-2
No paper
#4BioT5+SOTA
66.6
BLEU-2· 2024-02-27
BioT5+: Towards Generalized Biological Understanding with IUPAC Integration and Multi-task Tuning Code
#5BioT5SOTA
63.5
BLEU-2· 2023-10-11
BioT5: Enriching Cross-modal Integration in Biology with Chemical Knowledge and Natural Language Associations Code
#6Text+Chem T5-augm-BaseSOTA
62.5
BLEU-2· 2023-01-29
Unifying Molecular and Textual Representations via Multi-task Language Modelling Code
#7XMolCap
62
BLEU-2
No paperCode
#8MolCA, Galac1.3B
62
BLEU-2· 2023-10-19
MolCA: Molecular Graph-Language Modeling with Cross-Modal Projector and Uni-Modal Adapter Code
#9MolCA, Galac125M
61.6
BLEU-2· 2023-10-19
MolCA: Molecular Graph-Language Modeling with Cross-Modal Projector and Uni-Modal Adapter Code
#10Mol2Lang-VLM
61.2
BLEU-2
No paperCode
#11MolReGPT (GPT-4-0314)
60.7
BLEU-2· 2023-06-11
Empowering Molecule Discovery for Molecule-Caption Translation with Large Language Models: A ChatGPT Perspective Code
#12LaMolT5-Large
60.2
BLEU-2· 2025-02-10
Automatic Annotation Augmentation Boosts Translation between Molecules and Natural Language Code
#13MoMu+MolT5-LargeSOTA
59.9
BLEU-2· 2022-09-12
A Molecular Multimodal Foundation Model Associating Molecule Graphs with Natural Language Code
#14PEIT-GEN
59.8
BLEU-2· 2024-12-24
Property Enhanced Instruction Tuning for Multi-task Molecule Generation with Large Language Models Code
#15MolT5-LargeSOTA
59.4
BLEU-2· 2022-04-25
Translation between Molecules and Natural Language Code
#16MolXPT
59.4
BLEU-2· 2023-05-18
MolXPT: Wrapping Molecules with Text for Generative Pre-training Code
#17Mol-LLM (SELFIES)
58.7
BLEU-2· 2025-02-05
Mol-LLM: Multimodal Generalist Molecular LLM with Improved Graph Utilization
#18MolFM-Base
58.5
BLEU-2· 2023-06-06
MolFM: A Multimodal Molecular Foundation Model Code
#19Text+Chem T5-Base
58
BLEU-2· 2023-01-29
Unifying Molecular and Textual Representations via Multi-task Language Modelling Code
#20LaMolT5-Base
57.4
BLEU-2· 2025-02-10
Automatic Annotation Augmentation Boosts Translation between Molecules and Natural Language Code
#21MolReGPT (GPT-3.5-turbo)
56.5
BLEU-2· 2023-06-11
Empowering Molecule Discovery for Molecule-Caption Translation with Large Language Models: A ChatGPT Perspective Code
#22Mol-LLM
56
BLEU-2· 2025-02-05
Mol-LLM: Multimodal Generalist Molecular LLM with Improved Graph Utilization
#23Text+Chem T5-augm-Small
56
BLEU-2· 2023-01-29
Unifying Molecular and Textual Representations via Multi-task Language Modelling Code
#24Text+Chem T5-Small
55.3
BLEU-2· 2023-01-29
Unifying Molecular and Textual Representations via Multi-task Language Modelling Code
#25MoMu+MolT5-Base
54.9
BLEU-2· 2022-09-12
A Molecular Multimodal Foundation Model Associating Molecule Graphs with Natural Language Code
#26MolFM-Small
54.2
BLEU-2· 2023-06-06
MolFM: A Multimodal Molecular Foundation Model Code
#27GAMIC (Mistral)
54.2
BLEU-2· 2022-07-08
Graph-based Molecular Representation Learning Code
#28MolT5-Base
54
BLEU-2· 2022-04-25
Translation between Molecules and Natural Language Code
#29LaMolT5-Small
53.9
BLEU-2· 2025-02-10
Automatic Annotation Augmentation Boosts Translation between Molecules and Natural Language Code
#30MoMu+MolT5-Small
53.2
BLEU-2· 2022-09-12
A Molecular Multimodal Foundation Model Associating Molecule Graphs with Natural Language Code
#31MolT5-Small
51.9
BLEU-2· 2022-04-25
Translation between Molecules and Natural Language Code
#32InstructMol-GS
47.5
BLEU-2· 2023-11-27
InstructMol: Multi-Modal Integration for Building a Versatile and Reliable Molecular Assistant in Drug Discovery Code
#33InstructMol-G
46.6
BLEU-2· 2023-11-27
InstructMol: Multi-Modal Integration for Building a Versatile and Reliable Molecular Assistant in Drug Discovery Code