Drug Discovery on ChEBI-20

Metric: Morgan FTS (higher is better)

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Results

#	Model↕	Morgan FTS▼	Extra Data	Paper	Date↕	Code
1	LDMol	93.1	No	LDMol: Text-to-Molecule Diffusion Model with Str...	2024-05-28	Code
2	MolReFlect	81.3	No	-	-	-
3	BioT5+	77.9	No	BioT5+: Towards Generalized Biological Understan...	2024-02-27	Code
4	MolFM-Base	75.8	No	MolFM: A Multimodal Molecular Foundation Model	2023-06-06	Code
5	Text+Chem T5-augm base	75.7	No	Unifying Molecular and Textual Representations v...	2023-01-29	Code
6	MolReGPT (GPT-4-0413)	73.9	No	Empowering Molecule Discovery for Molecule-Capti...	2023-06-11	Code
7	BioT5	73.4	No	BioT5: Enriching Cross-modal Integration in Biol...	2023-10-11	Code
8	TGM-DLM w/o corr	72.2	No	Text-Guided Molecule Generation with Diffusion L...	2024-02-20	Code
9	MolT5-Large-HV	72.2	No	Translation between Molecules and Natural Language	2022-04-25	Code
10	MolFM-Small	72.1	No	MolFM: A Multimodal Molecular Foundation Model	2023-06-06	Code
11	Text+Chem T5 base	69.7	No	Unifying Molecular and Textual Representations v...	2023-01-29	Code
12	TGM-DLM	68.8	No	Text-Guided Molecule Generation with Diffusion L...	2024-02-20	Code
13	MolT5-Large	68.4	No	Translation between Molecules and Natural Language	2022-04-25	Code
14	Text+Chem T5-augm small	67.2	No	Unifying Molecular and Textual Representations v...	2023-01-29	Code
15	MolXPT	66.7	No	MolXPT: Wrapping Molecules with Text for Generat...	2023-05-18	Code
16	Text+Chem T5 small	66	No	Unifying Molecular and Textual Representations v...	2023-01-29	Code
17	MolReGPT (GPT-3.5-turbo)	62.4	No	Empowering Molecule Discovery for Molecule-Capti...	2023-06-11	Code
18	MolT5-base	52.9	No	Translation between Molecules and Natural Language	2022-04-25	Code
19	GIT-Mol-caption	51.9	No	GIT-Mol: A Multi-modal Large Language Model for ...	2023-08-14	Code
20	MolT5-small	51.7	No	Translation between Molecules and Natural Language	2022-04-25	Code