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

#1MolT5-LargeSOTA
770000000
Parameter Count· 2022-04-25
Translation between Molecules and Natural Language Code
#2MolT5-Large-HV
770000000
Parameter Count· 2022-04-25
Translation between Molecules and Natural Language Code
#3MolXPT
350000000
Parameter Count· 2023-05-18
MolXPT: Wrapping Molecules with Text for Generative Pre-training Code
#4MolFM-Base
296200000
Parameter Count· 2023-06-06
MolFM: A Multimodal Molecular Foundation Model Code
#5BioT5+
252000000
Parameter Count· 2024-02-27
BioT5+: Towards Generalized Biological Understanding with IUPAC Integration and Multi-task Tuning Code
#6BioT5
252000000
Parameter Count· 2023-10-11
BioT5: Enriching Cross-modal Integration in Biology with Chemical Knowledge and Natural Language Associations Code
#7Text+Chem T5-augm base
220000000
Parameter Count· 2023-01-29
Unifying Molecular and Textual Representations via Multi-task Language Modelling Code
#8MolT5-base
220000000
Parameter Count· 2022-04-25
Translation between Molecules and Natural Language Code
#9Text+Chem T5 base
220000000
Parameter Count· 2023-01-29
Unifying Molecular and Textual Representations via Multi-task Language Modelling Code
#10TGM-DLM w/o corr
180000000
Parameter Count· 2024-02-20
Text-Guided Molecule Generation with Diffusion Language Model Code
#11TGM-DLM
180000000
Parameter Count· 2024-02-20
Text-Guided Molecule Generation with Diffusion Language Model Code
#12Text+Chem T5-augm small
60000000
Parameter Count· 2023-01-29
Unifying Molecular and Textual Representations via Multi-task Language Modelling Code
#13MolT5-small
60000000
Parameter Count· 2022-04-25
Translation between Molecules and Natural Language Code
#14Text+Chem T5 small
60000000
Parameter Count· 2023-01-29
Unifying Molecular and Textual Representations via Multi-task Language Modelling Code
#15MolFM-Small
13620000
Parameter Count· 2023-06-06
MolFM: A Multimodal Molecular Foundation Model Code