Drug Discovery on ChEBI-20

Metric: Parameter Count (higher is better)

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#	Model↕	Parameter Count▼	Extra Data	Paper	Date↕	Code
1	MolT5-Large	770000000	No	Translation between Molecules and Natural Language	2022-04-25	Code
2	MolT5-Large-HV	770000000	No	Translation between Molecules and Natural Language	2022-04-25	Code
3	MolXPT	350000000	No	MolXPT: Wrapping Molecules with Text for Generat...	2023-05-18	Code
4	MolFM-Base	296200000	No	MolFM: A Multimodal Molecular Foundation Model	2023-06-06	Code
5	BioT5+	252000000	No	BioT5+: Towards Generalized Biological Understan...	2024-02-27	Code
6	BioT5	252000000	No	BioT5: Enriching Cross-modal Integration in Biol...	2023-10-11	Code
7	Text+Chem T5-augm base	220000000	No	Unifying Molecular and Textual Representations v...	2023-01-29	Code
8	MolT5-base	220000000	No	Translation between Molecules and Natural Language	2022-04-25	Code
9	Text+Chem T5 base	220000000	No	Unifying Molecular and Textual Representations v...	2023-01-29	Code
10	TGM-DLM w/o corr	180000000	No	Text-Guided Molecule Generation with Diffusion L...	2024-02-20	Code
11	TGM-DLM	180000000	No	Text-Guided Molecule Generation with Diffusion L...	2024-02-20	Code
12	Text+Chem T5-augm small	60000000	No	Unifying Molecular and Textual Representations v...	2023-01-29	Code
13	MolT5-small	60000000	No	Translation between Molecules and Natural Language	2022-04-25	Code
14	Text+Chem T5 small	60000000	No	Unifying Molecular and Textual Representations v...	2023-01-29	Code
15	MolFM-Small	13620000	No	MolFM: A Multimodal Molecular Foundation Model	2023-06-06	Code