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Text-based de novo Molecule Generation
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ChEBI-20
Text-based de novo Molecule Generation on ChEBI-20
Metric: Validity (higher is better)
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#
Model
↕
Validity
▼
Extra Data
Paper
Date
↕
Code
1
BioT5+
100
No
BioT5+: Towards Generalized Biological Understan...
2024-02-27
Code
2
BioT5
100
No
BioT5: Enriching Cross-modal Integration in Biol...
2023-10-11
Code
3
MolT5-Large-HV
99.6
No
Translation between Molecules and Natural Language
2022-04-25
Code
4
MolXPT
98.3
No
MolXPT: Wrapping Molecules with Text for Generat...
2023-05-18
Code
5
MolReFlect
97.7
No
-
-
-
6
Text+Chem T5-augm small
95.1
No
Unifying Molecular and Textual Representations v...
2023-01-29
Code
7
Text+Chem T5-augm base
94.3
No
Unifying Molecular and Textual Representations v...
2023-01-29
Code
8
LDMol
94.1
No
LDMol: Text-to-Molecule Diffusion Model with Str...
2024-05-28
Code
9
GIT-Mol-caption
92.8
No
GIT-Mol: A Multi-modal Large Language Model for ...
2023-08-14
Code
10
MolT5-Large
90.5
No
Translation between Molecules and Natural Language
2022-04-25
Code
11
MolReGPT (GPT-4-0413)
89.9
No
Empowering Molecule Discovery for Molecule-Capti...
2023-06-11
Code
12
MolFM-Base
89.2
No
MolFM: A Multimodal Molecular Foundation Model
2023-06-06
Code
13
MolReGPT (GPT-3.5-turbo)
88.7
No
Empowering Molecule Discovery for Molecule-Capti...
2023-06-11
Code
14
TGM-DLM
87.1
No
Text-Guided Molecule Generation with Diffusion L...
2024-02-20
Code
15
MolFM-Small
85.9
No
MolFM: A Multimodal Molecular Foundation Model
2023-06-06
Code
16
Text+Chem T5 base
79.2
No
Unifying Molecular and Textual Representations v...
2023-01-29
Code
17
TGM-DLM w/o corr
78.9
No
Text-Guided Molecule Generation with Diffusion L...
2024-02-20
Code
18
Text+Chem T5 small
77.6
No
Unifying Molecular and Textual Representations v...
2023-01-29
Code
19
MolT5-base
77.2
No
Translation between Molecules and Natural Language
2022-04-25
Code
20
MolT5-small
72.1
No
Translation between Molecules and Natural Language
2022-04-25
Code