Drug Discovery on ChEBI-20

Metric: RDK FTS (higher is better)

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#	Model↕	RDK FTS▼	Extra Data	Paper	Date↕	Code
1	LDMol	95	No	LDMol: Text-to-Molecule Diffusion Model with Str...	2024-05-28	Code
2	MolReFlect	86	No	-	-	-
3	BioT5+	83.5	No	BioT5+: Towards Generalized Biological Understan...	2024-02-27	Code
4	Text+Chem T5-augm base	81.6	No	Unifying Molecular and Textual Representations v...	2023-01-29	Code
5	MolReGPT (GPT-4-0413)	80.5	No	Empowering Molecule Discovery for Molecule-Capti...	2023-06-11	Code
6	BioT5	80.1	No	BioT5: Enriching Cross-modal Integration in Biol...	2023-10-11	Code
7	MolT5-Large-HV	78.6	No	Translation between Molecules and Natural Language	2022-04-25	Code
8	TGM-DLM w/o corr	77.1	No	Text-Guided Molecule Generation with Diffusion L...	2024-02-20	Code
9	Text+Chem T5 base	76.7	No	Unifying Molecular and Textual Representations v...	2023-01-29	Code
10	MolXPT	75.7	No	MolXPT: Wrapping Molecules with Text for Generat...	2023-05-18	Code
11	MolT5-Large	74.6	No	Translation between Molecules and Natural Language	2022-04-25	Code
12	Text+Chem T5-augm small	74.4	No	Unifying Molecular and Textual Representations v...	2023-01-29	Code
13	TGM-DLM	73.9	No	Text-Guided Molecule Generation with Diffusion L...	2024-02-20	Code
14	Text+Chem T5 small	73.6	No	Unifying Molecular and Textual Representations v...	2023-01-29	Code
15	MolReGPT (GPT-3.5-turbo)	70.8	No	Empowering Molecule Discovery for Molecule-Capti...	2023-06-11	Code
16	MolFM-Base	69.7	No	MolFM: A Multimodal Molecular Foundation Model	2023-06-06	Code
17	MolFM-Small	66.2	No	MolFM: A Multimodal Molecular Foundation Model	2023-06-06	Code
18	MolT5-base	58.8	No	Translation between Molecules and Natural Language	2022-04-25	Code
19	GIT-Mol-caption	58.2	No	GIT-Mol: A Multi-modal Large Language Model for ...	2023-08-14	Code
20	MolT5-small	56.8	No	Translation between Molecules and Natural Language	2022-04-25	Code

#1LDMolSOTA
95
RDK FTS· 2024-05-28
LDMol: Text-to-Molecule Diffusion Model with Structurally Informative Latent Space Code
#2MolReFlect
86
RDK FTS
No paper
#3BioT5+SOTA
83.5
RDK FTS· 2024-02-27
BioT5+: Towards Generalized Biological Understanding with IUPAC Integration and Multi-task Tuning Code
#4Text+Chem T5-augm baseSOTA
81.6
RDK FTS· 2023-01-29
Unifying Molecular and Textual Representations via Multi-task Language Modelling Code
#5MolReGPT (GPT-4-0413)
80.5
RDK FTS· 2023-06-11
Empowering Molecule Discovery for Molecule-Caption Translation with Large Language Models: A ChatGPT Perspective Code
#6BioT5
80.1
RDK FTS· 2023-10-11
BioT5: Enriching Cross-modal Integration in Biology with Chemical Knowledge and Natural Language Associations Code
#7MolT5-Large-HVSOTA
78.6
RDK FTS· 2022-04-25
Translation between Molecules and Natural Language Code
#8TGM-DLM w/o corr
77.1
RDK FTS· 2024-02-20
Text-Guided Molecule Generation with Diffusion Language Model Code
#9Text+Chem T5 base
76.7
RDK FTS· 2023-01-29
Unifying Molecular and Textual Representations via Multi-task Language Modelling Code
#10MolXPT
75.7
RDK FTS· 2023-05-18
MolXPT: Wrapping Molecules with Text for Generative Pre-training Code
#11MolT5-Large
74.6
RDK FTS· 2022-04-25
Translation between Molecules and Natural Language Code
#12Text+Chem T5-augm small
74.4
RDK FTS· 2023-01-29
Unifying Molecular and Textual Representations via Multi-task Language Modelling Code
#13TGM-DLM
73.9
RDK FTS· 2024-02-20
Text-Guided Molecule Generation with Diffusion Language Model Code
#14Text+Chem T5 small
73.6
RDK FTS· 2023-01-29
Unifying Molecular and Textual Representations via Multi-task Language Modelling Code
#15MolReGPT (GPT-3.5-turbo)
70.8
RDK FTS· 2023-06-11
Empowering Molecule Discovery for Molecule-Caption Translation with Large Language Models: A ChatGPT Perspective Code
#16MolFM-Base
69.7
RDK FTS· 2023-06-06
MolFM: A Multimodal Molecular Foundation Model Code
#17MolFM-Small
66.2
RDK FTS· 2023-06-06
MolFM: A Multimodal Molecular Foundation Model Code
#18MolT5-base
58.8
RDK FTS· 2022-04-25
Translation between Molecules and Natural Language Code
#19GIT-Mol-caption
58.2
RDK FTS· 2023-08-14
GIT-Mol: A Multi-modal Large Language Model for Molecular Science with Graph, Image, and Text Code
#20MolT5-small
56.8
RDK FTS· 2022-04-25
Translation between Molecules and Natural Language Code