Drug Discovery on ChEBI-20

Metric: Frechet ChemNet Distance (FCD) (higher is better)

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#	Model↕	Frechet ChemNet Distance (FCD)▼	Extra Data	Paper	Date↕	Code
1	MolT5-small	2.49	No	Translation between Molecules and Natural Language	2022-04-25	Code
2	MolT5-base	2.18	No	Translation between Molecules and Natural Language	2022-04-25	Code
3	MolT5-Large	1.2	No	Translation between Molecules and Natural Language	2022-04-25	Code
4	TGM-DLM w/o corr	0.89	No	Text-Guided Molecule Generation with Diffusion L...	2024-02-20	Code
5	TGM-DLM	0.77	No	Text-Guided Molecule Generation with Diffusion L...	2024-02-20	Code
6	MolReGPT (GPT-3.5-turbo)	0.57	No	Empowering Molecule Discovery for Molecule-Capti...	2023-06-11	Code
7	MolXPT	0.45	No	MolXPT: Wrapping Molecules with Text for Generat...	2023-05-18	Code
8	MolT5-Large-HV	0.44	No	Translation between Molecules and Natural Language	2022-04-25	Code
9	BioT5	0.43	No	BioT5: Enriching Cross-modal Integration in Biol...	2023-10-11	Code
10	MolReGPT (GPT-4-0413)	0.41	No	Empowering Molecule Discovery for Molecule-Capti...	2023-06-11	Code
11	BioT5+	0.353	No	BioT5+: Towards Generalized Biological Understan...	2024-02-27	Code
12	LDMol	0.2	No	LDMol: Text-to-Molecule Diffusion Model with Str...	2024-05-28	Code
13	Text+Chem T5 small	0.066	No	Unifying Molecular and Textual Representations v...	2023-01-29	Code
14	Text+Chem T5 base	0.061	No	Unifying Molecular and Textual Representations v...	2023-01-29	Code
15	Text+Chem T5-augm small	0.06	No	Unifying Molecular and Textual Representations v...	2023-01-29	Code
16	Text+Chem T5-augm base	0.05	No	Unifying Molecular and Textual Representations v...	2023-01-29	Code