Text-based de novo Molecule Generation on ChEBI-20

Metric: Morgan FTS (higher is better)

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#	Model↕	Morgan FTS▼	Extra Data	Paper	Date↕	Code
1	LDMol	93.1	No	LDMol: Text-to-Molecule Diffusion Model with Str...	2024-05-28	Code
2	MolReFlect	81.3	No	-	-	-
3	BioT5+	77.9	No	BioT5+: Towards Generalized Biological Understan...	2024-02-27	Code
4	MolFM-Base	75.8	No	MolFM: A Multimodal Molecular Foundation Model	2023-06-06	Code
5	Text+Chem T5-augm base	75.7	No	Unifying Molecular and Textual Representations v...	2023-01-29	Code
6	MolReGPT (GPT-4-0413)	73.9	No	Empowering Molecule Discovery for Molecule-Capti...	2023-06-11	Code
7	BioT5	73.4	No	BioT5: Enriching Cross-modal Integration in Biol...	2023-10-11	Code
8	TGM-DLM w/o corr	72.2	No	Text-Guided Molecule Generation with Diffusion L...	2024-02-20	Code
9	MolT5-Large-HV	72.2	No	Translation between Molecules and Natural Language	2022-04-25	Code
10	MolFM-Small	72.1	No	MolFM: A Multimodal Molecular Foundation Model	2023-06-06	Code
11	Text+Chem T5 base	69.7	No	Unifying Molecular and Textual Representations v...	2023-01-29	Code
12	TGM-DLM	68.8	No	Text-Guided Molecule Generation with Diffusion L...	2024-02-20	Code
13	MolT5-Large	68.4	No	Translation between Molecules and Natural Language	2022-04-25	Code
14	Text+Chem T5-augm small	67.2	No	Unifying Molecular and Textual Representations v...	2023-01-29	Code
15	MolXPT	66.7	No	MolXPT: Wrapping Molecules with Text for Generat...	2023-05-18	Code
16	Text+Chem T5 small	66	No	Unifying Molecular and Textual Representations v...	2023-01-29	Code
17	MolReGPT (GPT-3.5-turbo)	62.4	No	Empowering Molecule Discovery for Molecule-Capti...	2023-06-11	Code
18	MolT5-base	52.9	No	Translation between Molecules and Natural Language	2022-04-25	Code
19	GIT-Mol-caption	51.9	No	GIT-Mol: A Multi-modal Large Language Model for ...	2023-08-14	Code
20	MolT5-small	51.7	No	Translation between Molecules and Natural Language	2022-04-25	Code

#1LDMolSOTA
93.1
Morgan FTS· 2024-05-28
LDMol: Text-to-Molecule Diffusion Model with Structurally Informative Latent Space Code
#2MolReFlect
81.3
Morgan FTS
No paper
#3BioT5+SOTA
77.9
Morgan FTS· 2024-02-27
BioT5+: Towards Generalized Biological Understanding with IUPAC Integration and Multi-task Tuning Code
#4MolFM-BaseSOTA
75.8
Morgan FTS· 2023-06-06
MolFM: A Multimodal Molecular Foundation Model Code
#5Text+Chem T5-augm baseSOTA
75.7
Morgan FTS· 2023-01-29
Unifying Molecular and Textual Representations via Multi-task Language Modelling Code
#6MolReGPT (GPT-4-0413)
73.9
Morgan FTS· 2023-06-11
Empowering Molecule Discovery for Molecule-Caption Translation with Large Language Models: A ChatGPT Perspective Code
#7BioT5
73.4
Morgan FTS· 2023-10-11
BioT5: Enriching Cross-modal Integration in Biology with Chemical Knowledge and Natural Language Associations Code
#8TGM-DLM w/o corr
72.2
Morgan FTS· 2024-02-20
Text-Guided Molecule Generation with Diffusion Language Model Code
#9MolT5-Large-HVSOTA
72.2
Morgan FTS· 2022-04-25
Translation between Molecules and Natural Language Code
#10MolFM-Small
72.1
Morgan FTS· 2023-06-06
MolFM: A Multimodal Molecular Foundation Model Code
#11Text+Chem T5 base
69.7
Morgan FTS· 2023-01-29
Unifying Molecular and Textual Representations via Multi-task Language Modelling Code
#12TGM-DLM
68.8
Morgan FTS· 2024-02-20
Text-Guided Molecule Generation with Diffusion Language Model Code
#13MolT5-Large
68.4
Morgan FTS· 2022-04-25
Translation between Molecules and Natural Language Code
#14Text+Chem T5-augm small
67.2
Morgan FTS· 2023-01-29
Unifying Molecular and Textual Representations via Multi-task Language Modelling Code
#15MolXPT
66.7
Morgan FTS· 2023-05-18
MolXPT: Wrapping Molecules with Text for Generative Pre-training Code
#16Text+Chem T5 small
66
Morgan FTS· 2023-01-29
Unifying Molecular and Textual Representations via Multi-task Language Modelling Code
#17MolReGPT (GPT-3.5-turbo)
62.4
Morgan FTS· 2023-06-11
Empowering Molecule Discovery for Molecule-Caption Translation with Large Language Models: A ChatGPT Perspective Code
#18MolT5-base
52.9
Morgan FTS· 2022-04-25
Translation between Molecules and Natural Language Code
#19GIT-Mol-caption
51.9
Morgan FTS· 2023-08-14
GIT-Mol: A Multi-modal Large Language Model for Molecular Science with Graph, Image, and Text Code
#20MolT5-small
51.7
Morgan FTS· 2022-04-25
Translation between Molecules and Natural Language Code