Drug Discovery on ChEBI-20

Metric: Validity (higher is better)

LeaderboardDataset

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Results

#	Model↕	Validity▼	Extra Data	Paper	Date↕	Code
1	BioT5+	100	No	BioT5+: Towards Generalized Biological Understan...	2024-02-27	Code
2	BioT5	100	No	BioT5: Enriching Cross-modal Integration in Biol...	2023-10-11	Code
3	MolT5-Large-HV	99.6	No	Translation between Molecules and Natural Language	2022-04-25	Code
4	MolXPT	98.3	No	MolXPT: Wrapping Molecules with Text for Generat...	2023-05-18	Code
5	MolReFlect	97.7	No	-	-	-
6	Text+Chem T5-augm small	95.1	No	Unifying Molecular and Textual Representations v...	2023-01-29	Code
7	Text+Chem T5-augm base	94.3	No	Unifying Molecular and Textual Representations v...	2023-01-29	Code
8	LDMol	94.1	No	LDMol: Text-to-Molecule Diffusion Model with Str...	2024-05-28	Code
9	GIT-Mol-caption	92.8	No	GIT-Mol: A Multi-modal Large Language Model for ...	2023-08-14	Code
10	MolT5-Large	90.5	No	Translation between Molecules and Natural Language	2022-04-25	Code
11	MolReGPT (GPT-4-0413)	89.9	No	Empowering Molecule Discovery for Molecule-Capti...	2023-06-11	Code
12	MolFM-Base	89.2	No	MolFM: A Multimodal Molecular Foundation Model	2023-06-06	Code
13	MolReGPT (GPT-3.5-turbo)	88.7	No	Empowering Molecule Discovery for Molecule-Capti...	2023-06-11	Code
14	TGM-DLM	87.1	No	Text-Guided Molecule Generation with Diffusion L...	2024-02-20	Code
15	MolFM-Small	85.9	No	MolFM: A Multimodal Molecular Foundation Model	2023-06-06	Code
16	Text+Chem T5 base	79.2	No	Unifying Molecular and Textual Representations v...	2023-01-29	Code
17	TGM-DLM w/o corr	78.9	No	Text-Guided Molecule Generation with Diffusion L...	2024-02-20	Code
18	Text+Chem T5 small	77.6	No	Unifying Molecular and Textual Representations v...	2023-01-29	Code
19	MolT5-base	77.2	No	Translation between Molecules and Natural Language	2022-04-25	Code
20	MolT5-small	72.1	No	Translation between Molecules and Natural Language	2022-04-25	Code