Text-based de novo Molecule Generation on ChEBI-20

Metric: Validity (higher is better)

LeaderboardDataset

Loading chart...

Results

Sort:

#	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

#1BioT5+
100
Validity· 2024-02-27
BioT5+: Towards Generalized Biological Understanding with IUPAC Integration and Multi-task Tuning Code
#2BioT5SOTA
100
Validity· 2023-10-11
BioT5: Enriching Cross-modal Integration in Biology with Chemical Knowledge and Natural Language Associations Code
#3MolT5-Large-HVSOTA
99.6
Validity· 2022-04-25
Translation between Molecules and Natural Language Code
#4MolXPT
98.3
Validity· 2023-05-18
MolXPT: Wrapping Molecules with Text for Generative Pre-training Code
#5MolReFlect
97.7
Validity
No paper
#6Text+Chem T5-augm small
95.1
Validity· 2023-01-29
Unifying Molecular and Textual Representations via Multi-task Language Modelling Code
#7Text+Chem T5-augm base
94.3
Validity· 2023-01-29
Unifying Molecular and Textual Representations via Multi-task Language Modelling Code
#8LDMol
94.1
Validity· 2024-05-28
LDMol: Text-to-Molecule Diffusion Model with Structurally Informative Latent Space Code
#9GIT-Mol-caption
92.8
Validity· 2023-08-14
GIT-Mol: A Multi-modal Large Language Model for Molecular Science with Graph, Image, and Text Code
#10MolT5-Large
90.5
Validity· 2022-04-25
Translation between Molecules and Natural Language Code
#11MolReGPT (GPT-4-0413)
89.9
Validity· 2023-06-11
Empowering Molecule Discovery for Molecule-Caption Translation with Large Language Models: A ChatGPT Perspective Code
#12MolFM-Base
89.2
Validity· 2023-06-06
MolFM: A Multimodal Molecular Foundation Model Code
#13MolReGPT (GPT-3.5-turbo)
88.7
Validity· 2023-06-11
Empowering Molecule Discovery for Molecule-Caption Translation with Large Language Models: A ChatGPT Perspective Code
#14TGM-DLM
87.1
Validity· 2024-02-20
Text-Guided Molecule Generation with Diffusion Language Model Code
#15MolFM-Small
85.9
Validity· 2023-06-06
MolFM: A Multimodal Molecular Foundation Model Code
#16Text+Chem T5 base
79.2
Validity· 2023-01-29
Unifying Molecular and Textual Representations via Multi-task Language Modelling Code
#17TGM-DLM w/o corr
78.9
Validity· 2024-02-20
Text-Guided Molecule Generation with Diffusion Language Model Code
#18Text+Chem T5 small
77.6
Validity· 2023-01-29
Unifying Molecular and Textual Representations via Multi-task Language Modelling Code
#19MolT5-base
77.2
Validity· 2022-04-25
Translation between Molecules and Natural Language Code
#20MolT5-small
72.1
Validity· 2022-04-25
Translation between Molecules and Natural Language Code