Drug Discovery on ChEBI-20

Metric: Text2Mol (higher is better)

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#	Model↕	Text2Mol▼	Extra Data	Paper	Date↕	Code
1	MolReGPT (GPT-4-0413)	59.3	No	Empowering Molecule Discovery for Molecule-Capti...	2023-06-11	Code
2	MolT5-Large-HV	59	No	Translation between Molecules and Natural Language	2022-04-25	Code
3	TGM-DLM w/o corr	58.9	No	Text-Guided Molecule Generation with Diffusion L...	2024-02-20	Code
4	MolFM-Base	58.3	No	MolFM: A Multimodal Molecular Foundation Model	2023-06-06	Code
5	TGM-DLM	58.1	No	Text-Guided Molecule Generation with Diffusion L...	2024-02-20	Code
6	BioT5+	57.9	No	BioT5+: Towards Generalized Biological Understan...	2024-02-27	Code
7	MolXPT	57.8	No	MolXPT: Wrapping Molecules with Text for Generat...	2023-05-18	Code
8	BioT5	57.6	No	BioT5: Enriching Cross-modal Integration in Biol...	2023-10-11	Code
9	MolFM-Small	57.3	No	MolFM: A Multimodal Molecular Foundation Model	2023-06-06	Code
10	MolReGPT (GPT-3.5-turbo)	57.1	No	Empowering Molecule Discovery for Molecule-Capti...	2023-06-11	Code
11	MolT5-Large	55.4	No	Translation between Molecules and Natural Language	2022-04-25	Code
12	MolT5-base	49.6	No	Translation between Molecules and Natural Language	2022-04-25	Code
13	MolT5-small	48.2	No	Translation between Molecules and Natural Language	2022-04-25	Code

#1MolReGPT (GPT-4-0413)SOTA
59.3
Text2Mol· 2023-06-11
Empowering Molecule Discovery for Molecule-Caption Translation with Large Language Models: A ChatGPT Perspective Code
#2MolT5-Large-HVSOTA
59
Text2Mol· 2022-04-25
Translation between Molecules and Natural Language Code
#3TGM-DLM w/o corr
58.9
Text2Mol· 2024-02-20
Text-Guided Molecule Generation with Diffusion Language Model Code
#4MolFM-Base
58.3
Text2Mol· 2023-06-06
MolFM: A Multimodal Molecular Foundation Model Code
#5TGM-DLM
58.1
Text2Mol· 2024-02-20
Text-Guided Molecule Generation with Diffusion Language Model Code
#6BioT5+
57.9
Text2Mol· 2024-02-27
BioT5+: Towards Generalized Biological Understanding with IUPAC Integration and Multi-task Tuning Code
#7MolXPT
57.8
Text2Mol· 2023-05-18
MolXPT: Wrapping Molecules with Text for Generative Pre-training Code
#8BioT5
57.6
Text2Mol· 2023-10-11
BioT5: Enriching Cross-modal Integration in Biology with Chemical Knowledge and Natural Language Associations Code
#9MolFM-Small
57.3
Text2Mol· 2023-06-06
MolFM: A Multimodal Molecular Foundation Model Code
#10MolReGPT (GPT-3.5-turbo)
57.1
Text2Mol· 2023-06-11
Empowering Molecule Discovery for Molecule-Caption Translation with Large Language Models: A ChatGPT Perspective Code
#11MolT5-Large
55.4
Text2Mol· 2022-04-25
Translation between Molecules and Natural Language Code
#12MolT5-base
49.6
Text2Mol· 2022-04-25
Translation between Molecules and Natural Language Code
#13MolT5-small
48.2
Text2Mol· 2022-04-25
Translation between Molecules and Natural Language Code