Text-based de novo Molecule Generation on ChEBI-20

Metric: RDK FTS (higher is better)

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Results

#	Model↕	RDK FTS▼	Extra Data	Paper	Date↕	Code
1	LDMol	95	No	LDMol: Text-to-Molecule Diffusion Model with Str...	2024-05-28	Code
2	MolReFlect	86	No	-	-	-
3	BioT5+	83.5	No	BioT5+: Towards Generalized Biological Understan...	2024-02-27	Code
4	Text+Chem T5-augm base	81.6	No	Unifying Molecular and Textual Representations v...	2023-01-29	Code
5	MolReGPT (GPT-4-0413)	80.5	No	Empowering Molecule Discovery for Molecule-Capti...	2023-06-11	Code
6	BioT5	80.1	No	BioT5: Enriching Cross-modal Integration in Biol...	2023-10-11	Code
7	MolT5-Large-HV	78.6	No	Translation between Molecules and Natural Language	2022-04-25	Code
8	TGM-DLM w/o corr	77.1	No	Text-Guided Molecule Generation with Diffusion L...	2024-02-20	Code
9	Text+Chem T5 base	76.7	No	Unifying Molecular and Textual Representations v...	2023-01-29	Code
10	MolXPT	75.7	No	MolXPT: Wrapping Molecules with Text for Generat...	2023-05-18	Code
11	MolT5-Large	74.6	No	Translation between Molecules and Natural Language	2022-04-25	Code
12	Text+Chem T5-augm small	74.4	No	Unifying Molecular and Textual Representations v...	2023-01-29	Code
13	TGM-DLM	73.9	No	Text-Guided Molecule Generation with Diffusion L...	2024-02-20	Code
14	Text+Chem T5 small	73.6	No	Unifying Molecular and Textual Representations v...	2023-01-29	Code
15	MolReGPT (GPT-3.5-turbo)	70.8	No	Empowering Molecule Discovery for Molecule-Capti...	2023-06-11	Code
16	MolFM-Base	69.7	No	MolFM: A Multimodal Molecular Foundation Model	2023-06-06	Code
17	MolFM-Small	66.2	No	MolFM: A Multimodal Molecular Foundation Model	2023-06-06	Code
18	MolT5-base	58.8	No	Translation between Molecules and Natural Language	2022-04-25	Code
19	GIT-Mol-caption	58.2	No	GIT-Mol: A Multi-modal Large Language Model for ...	2023-08-14	Code
20	MolT5-small	56.8	No	Translation between Molecules and Natural Language	2022-04-25	Code