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