Drug Discovery on ChEBI-20

Metric: MACCS FTS (higher is better)

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#	Model↕	MACCS FTS▼	Extra Data	Paper	Date↕	Code
1	LDMol	97.3	No	LDMol: Text-to-Molecule Diffusion Model with Str...	2024-05-28	Code
2	MolReFlect	92.9	No	-	-	-
3	BioT5+	90.7	No	BioT5+: Towards Generalized Biological Understan...	2024-02-27	Code
4	MolReGPT (GPT-4-0413)	90.3	No	Empowering Molecule Discovery for Molecule-Capti...	2023-06-11	Code
5	Text+Chem T5-augm base	90.1	No	Unifying Molecular and Textual Representations v...	2023-01-29	Code
6	BioT5	88.6	No	BioT5: Enriching Cross-modal Integration in Biol...	2023-10-11	Code
7	TGM-DLM w/o corr	87.4	No	Text-Guided Molecule Generation with Diffusion L...	2024-02-20	Code
8	Text+Chem T5 base	87.4	No	Unifying Molecular and Textual Representations v...	2023-01-29	Code
9	MolT5-Large-HV	87.2	No	Translation between Molecules and Natural Language	2022-04-25	Code
10	Text+Chem T5-augm small	86.4	No	Unifying Molecular and Textual Representations v...	2023-01-29	Code
11	Text+Chem T5 small	85.9	No	Unifying Molecular and Textual Representations v...	2023-01-29	Code
12	MolXPT	85.9	No	MolXPT: Wrapping Molecules with Text for Generat...	2023-05-18	Code
13	TGM-DLM	85.4	No	Text-Guided Molecule Generation with Diffusion L...	2024-02-20	Code
14	MolFM-Base	85.4	No	MolFM: A Multimodal Molecular Foundation Model	2023-06-06	Code
15	MolReGPT (GPT-3.5-turbo)	84.7	No	Empowering Molecule Discovery for Molecule-Capti...	2023-06-11	Code
16	MolT5-Large	83.4	No	Translation between Molecules and Natural Language	2022-04-25	Code
17	MolFM-Small	83.4	No	MolFM: A Multimodal Molecular Foundation Model	2023-06-06	Code
18	GIT-Mol-caption	73.8	No	GIT-Mol: A Multi-modal Large Language Model for ...	2023-08-14	Code
19	MolT5-base	72.1	No	Translation between Molecules and Natural Language	2022-04-25	Code
20	MolT5-small	70.3	No	Translation between Molecules and Natural Language	2022-04-25	Code

#1LDMolSOTA
97.3
MACCS FTS· 2024-05-28
LDMol: Text-to-Molecule Diffusion Model with Structurally Informative Latent Space Code
#2MolReFlect
92.9
MACCS FTS
No paper
#3BioT5+SOTA
90.7
MACCS FTS· 2024-02-27
BioT5+: Towards Generalized Biological Understanding with IUPAC Integration and Multi-task Tuning Code
#4MolReGPT (GPT-4-0413)SOTA
90.3
MACCS FTS· 2023-06-11
Empowering Molecule Discovery for Molecule-Caption Translation with Large Language Models: A ChatGPT Perspective Code
#5Text+Chem T5-augm baseSOTA
90.1
MACCS FTS· 2023-01-29
Unifying Molecular and Textual Representations via Multi-task Language Modelling Code
#6BioT5
88.6
MACCS FTS· 2023-10-11
BioT5: Enriching Cross-modal Integration in Biology with Chemical Knowledge and Natural Language Associations Code
#7TGM-DLM w/o corr
87.4
MACCS FTS· 2024-02-20
Text-Guided Molecule Generation with Diffusion Language Model Code
#8Text+Chem T5 base
87.4
MACCS FTS· 2023-01-29
Unifying Molecular and Textual Representations via Multi-task Language Modelling Code
#9MolT5-Large-HVSOTA
87.2
MACCS FTS· 2022-04-25
Translation between Molecules and Natural Language Code
#10Text+Chem T5-augm small
86.4
MACCS FTS· 2023-01-29
Unifying Molecular and Textual Representations via Multi-task Language Modelling Code
#11Text+Chem T5 small
85.9
MACCS FTS· 2023-01-29
Unifying Molecular and Textual Representations via Multi-task Language Modelling Code
#12MolXPT
85.9
MACCS FTS· 2023-05-18
MolXPT: Wrapping Molecules with Text for Generative Pre-training Code
#13TGM-DLM
85.4
MACCS FTS· 2024-02-20
Text-Guided Molecule Generation with Diffusion Language Model Code
#14MolFM-Base
85.4
MACCS FTS· 2023-06-06
MolFM: A Multimodal Molecular Foundation Model Code
#15MolReGPT (GPT-3.5-turbo)
84.7
MACCS FTS· 2023-06-11
Empowering Molecule Discovery for Molecule-Caption Translation with Large Language Models: A ChatGPT Perspective Code
#16MolT5-Large
83.4
MACCS FTS· 2022-04-25
Translation between Molecules and Natural Language Code
#17MolFM-Small
83.4
MACCS FTS· 2023-06-06
MolFM: A Multimodal Molecular Foundation Model Code
#18GIT-Mol-caption
73.8
MACCS FTS· 2023-08-14
GIT-Mol: A Multi-modal Large Language Model for Molecular Science with Graph, Image, and Text Code
#19MolT5-base
72.1
MACCS FTS· 2022-04-25
Translation between Molecules and Natural Language Code
#20MolT5-small
70.3
MACCS FTS· 2022-04-25
Translation between Molecules and Natural Language Code