Molecule Captioning on ChEBI-20

Metric: METEOR (higher is better)

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#	Model↕	METEOR▼	Extra Data	Paper	Date↕	Code
1	BioT5+	68.1	No	BioT5+: Towards Generalized Biological Understan...	2024-02-27	Code
2	MolReFlect	68	No	-	-	-
3	XMolCap	67.8	No	-	-	Code
4	PEIT-GEN	67.6	No	Property Enhanced Instruction Tuning for Multi-t...	2024-12-24	Code
5	BioT5	65.6	No	BioT5: Enriching Cross-modal Integration in Biol...	2023-10-11	Code
6	MolCA, Galac1.3B	65.1	No	MolCA: Molecular Graph-Language Modeling with Cr...	2023-10-19	Code
7	Text+Chem T5-augm-Base	64.8	No	Unifying Molecular and Textual Representations v...	2023-01-29	Code
8	MolCA, Galac125M	63.9	No	MolCA: Molecular Graph-Language Modeling with Cr...	2023-10-19	Code
9	LaMolT5-Large	63.4	No	Automatic Annotation Augmentation Boosts Transla...	2025-02-10	Code
10	Mol2Lang-VLM	63.3	No	-	-	Code
11	MolXPT	62.6	No	MolXPT: Wrapping Molecules with Text for Generat...	2023-05-18	Code
12	MolReGPT (GPT-3.5-turbo)	62.3	No	Empowering Molecule Discovery for Molecule-Capti...	2023-06-11	Code
13	Mol-LLM (SELFIES)	61.7	No	Mol-LLM: Multimodal Generalist Molecular LLM wit...	2025-02-05	-
14	MolT5-Large	61.4	No	Translation between Molecules and Natural Language	2022-04-25	Code
15	MolReGPT (GPT-4-0314)	61	No	Empowering Molecule Discovery for Molecule-Capti...	2023-06-11	Code
16	MolFM-Base	60.7	No	MolFM: A Multimodal Molecular Foundation Model	2023-06-06	Code
17	Text+Chem T5-Base	60.4	No	Unifying Molecular and Textual Representations v...	2023-01-29	Code
18	MoMu+MolT5-Large	59.7	No	A Molecular Multimodal Foundation Model Associat...	2022-09-12	Code
19	LaMolT5-Base	59.6	No	Automatic Annotation Augmentation Boosts Transla...	2025-02-10	Code
20	Mol-LLM	59.3	No	Mol-LLM: Multimodal Generalist Molecular LLM wit...	2025-02-05	-
21	Text+Chem T5-augm-Small	58.8	No	Unifying Molecular and Textual Representations v...	2023-01-29	Code
22	GAMIC (Mistral)	58.5	No	Graph-based Molecular Representation Learning	2022-07-08	Code
23	Text+Chem T5-Small	58.3	No	Unifying Molecular and Textual Representations v...	2023-01-29	Code
24	MoMu+MolT5-Base	57.6	No	A Molecular Multimodal Foundation Model Associat...	2022-09-12	Code
25	MolT5-Base	56.9	No	Translation between Molecules and Natural Language	2022-04-25	Code
26	LaMolT5-Small	56.6	No	Automatic Annotation Augmentation Boosts Transla...	2025-02-10	Code
27	MolFM-Small	56.4	No	MolFM: A Multimodal Molecular Foundation Model	2023-06-06	Code
28	MoMu+MolT5-Small	55.7	No	A Molecular Multimodal Foundation Model Associat...	2022-09-12	Code
29	MolT5-Small	55.1	No	Translation between Molecules and Natural Language	2022-04-25	Code
30	InstructMol-GS	50.9	No	InstructMol: Multi-Modal Integration for Buildin...	2023-11-27	Code
31	InstructMol-G	49.1	No	InstructMol: Multi-Modal Integration for Buildin...	2023-11-27	Code

#1BioT5+SOTA
68.1
METEOR· 2024-02-27
BioT5+: Towards Generalized Biological Understanding with IUPAC Integration and Multi-task Tuning Code
#2MolReFlect
68
METEOR
No paper
#3XMolCap
67.8
METEOR
No paperCode
#4PEIT-GEN
67.6
METEOR· 2024-12-24
Property Enhanced Instruction Tuning for Multi-task Molecule Generation with Large Language Models Code
#5BioT5SOTA
65.6
METEOR· 2023-10-11
BioT5: Enriching Cross-modal Integration in Biology with Chemical Knowledge and Natural Language Associations Code
#6MolCA, Galac1.3B
65.1
METEOR· 2023-10-19
MolCA: Molecular Graph-Language Modeling with Cross-Modal Projector and Uni-Modal Adapter Code
#7Text+Chem T5-augm-BaseSOTA
64.8
METEOR· 2023-01-29
Unifying Molecular and Textual Representations via Multi-task Language Modelling Code
#8MolCA, Galac125M
63.9
METEOR· 2023-10-19
MolCA: Molecular Graph-Language Modeling with Cross-Modal Projector and Uni-Modal Adapter Code
#9LaMolT5-Large
63.4
METEOR· 2025-02-10
Automatic Annotation Augmentation Boosts Translation between Molecules and Natural Language Code
#10Mol2Lang-VLM
63.3
METEOR
No paperCode
#11MolXPT
62.6
METEOR· 2023-05-18
MolXPT: Wrapping Molecules with Text for Generative Pre-training Code
#12MolReGPT (GPT-3.5-turbo)
62.3
METEOR· 2023-06-11
Empowering Molecule Discovery for Molecule-Caption Translation with Large Language Models: A ChatGPT Perspective Code
#13Mol-LLM (SELFIES)
61.7
METEOR· 2025-02-05
Mol-LLM: Multimodal Generalist Molecular LLM with Improved Graph Utilization
#14MolT5-LargeSOTA
61.4
METEOR· 2022-04-25
Translation between Molecules and Natural Language Code
#15MolReGPT (GPT-4-0314)
61
METEOR· 2023-06-11
Empowering Molecule Discovery for Molecule-Caption Translation with Large Language Models: A ChatGPT Perspective Code
#16MolFM-Base
60.7
METEOR· 2023-06-06
MolFM: A Multimodal Molecular Foundation Model Code
#17Text+Chem T5-Base
60.4
METEOR· 2023-01-29
Unifying Molecular and Textual Representations via Multi-task Language Modelling Code
#18MoMu+MolT5-Large
59.7
METEOR· 2022-09-12
A Molecular Multimodal Foundation Model Associating Molecule Graphs with Natural Language Code
#19LaMolT5-Base
59.6
METEOR· 2025-02-10
Automatic Annotation Augmentation Boosts Translation between Molecules and Natural Language Code
#20Mol-LLM
59.3
METEOR· 2025-02-05
Mol-LLM: Multimodal Generalist Molecular LLM with Improved Graph Utilization
#21Text+Chem T5-augm-Small
58.8
METEOR· 2023-01-29
Unifying Molecular and Textual Representations via Multi-task Language Modelling Code
#22GAMIC (Mistral)
58.5
METEOR· 2022-07-08
Graph-based Molecular Representation Learning Code
#23Text+Chem T5-Small
58.3
METEOR· 2023-01-29
Unifying Molecular and Textual Representations via Multi-task Language Modelling Code
#24MoMu+MolT5-Base
57.6
METEOR· 2022-09-12
A Molecular Multimodal Foundation Model Associating Molecule Graphs with Natural Language Code
#25MolT5-Base
56.9
METEOR· 2022-04-25
Translation between Molecules and Natural Language Code
#26LaMolT5-Small
56.6
METEOR· 2025-02-10
Automatic Annotation Augmentation Boosts Translation between Molecules and Natural Language Code
#27MolFM-Small
56.4
METEOR· 2023-06-06
MolFM: A Multimodal Molecular Foundation Model Code
#28MoMu+MolT5-Small
55.7
METEOR· 2022-09-12
A Molecular Multimodal Foundation Model Associating Molecule Graphs with Natural Language Code
#29MolT5-Small
55.1
METEOR· 2022-04-25
Translation between Molecules and Natural Language Code
#30InstructMol-GS
50.9
METEOR· 2023-11-27
InstructMol: Multi-Modal Integration for Building a Versatile and Reliable Molecular Assistant in Drug Discovery Code
#31InstructMol-G
49.1
METEOR· 2023-11-27
InstructMol: Multi-Modal Integration for Building a Versatile and Reliable Molecular Assistant in Drug Discovery Code