Text-based de novo Molecule Generation on ChEBI-20

Metric: BLEU (higher is better)

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#	Model↕	BLEU▼	Extra Data	Paper	Date↕	Code
1	LDMol	92.6	No	LDMol: Text-to-Molecule Diffusion Model with Str...	2024-05-28	Code
2	MolReFlect	90.3	No	-	-	-
3	BioT5+	87.2	No	BioT5+: Towards Generalized Biological Understan...	2024-02-27	Code
4	BioT5	86.7	No	BioT5: Enriching Cross-modal Integration in Biol...	2023-10-11	Code
5	MolReGPT (GPT-4-0413)	85.7	No	Empowering Molecule Discovery for Molecule-Capti...	2023-06-11	Code
6	MolT5-Large	85.4	No	Translation between Molecules and Natural Language	2022-04-25	Code
7	Text+Chem T5-augm base	85.3	No	Unifying Molecular and Textual Representations v...	2023-01-29	Code
8	TGM-DLM w/o corr	82.8	No	Text-Guided Molecule Generation with Diffusion L...	2024-02-20	Code
9	TGM-DLM	82.6	No	Text-Guided Molecule Generation with Diffusion L...	2024-02-20	Code
10	MolFM-Base	82.2	No	MolFM: A Multimodal Molecular Foundation Model	2023-06-06	Code
11	Text+Chem T5-augm small	81.5	No	Unifying Molecular and Textual Representations v...	2023-01-29	Code
12	MolT5-Large-HV	81	No	Translation between Molecules and Natural Language	2022-04-25	Code
13	MolFM-Small	80.3	No	MolFM: A Multimodal Molecular Foundation Model	2023-06-06	Code
14	MolReGPT (GPT-3.5-turbo)	79	No	Empowering Molecule Discovery for Molecule-Capti...	2023-06-11	Code
15	MolT5-base	76.9	No	Translation between Molecules and Natural Language	2022-04-25	Code
16	GIT-Mol-caption	75.6	No	GIT-Mol: A Multi-modal Large Language Model for ...	2023-08-14	Code
17	MolT5-small	75.5	No	Translation between Molecules and Natural Language	2022-04-25	Code
18	Text+Chem T5 base	75	No	Unifying Molecular and Textual Representations v...	2023-01-29	Code
19	Text+Chem T5 small	73.9	No	Unifying Molecular and Textual Representations v...	2023-01-29	Code

#1LDMolSOTA
92.6
BLEU· 2024-05-28
LDMol: Text-to-Molecule Diffusion Model with Structurally Informative Latent Space Code
#2MolReFlect
90.3
BLEU
No paper
#3BioT5+SOTA
87.2
BLEU· 2024-02-27
BioT5+: Towards Generalized Biological Understanding with IUPAC Integration and Multi-task Tuning Code
#4BioT5SOTA
86.7
BLEU· 2023-10-11
BioT5: Enriching Cross-modal Integration in Biology with Chemical Knowledge and Natural Language Associations Code
#5MolReGPT (GPT-4-0413)SOTA
85.7
BLEU· 2023-06-11
Empowering Molecule Discovery for Molecule-Caption Translation with Large Language Models: A ChatGPT Perspective Code
#6MolT5-LargeSOTA
85.4
BLEU· 2022-04-25
Translation between Molecules and Natural Language Code
#7Text+Chem T5-augm base
85.3
BLEU· 2023-01-29
Unifying Molecular and Textual Representations via Multi-task Language Modelling Code
#8TGM-DLM w/o corr
82.8
BLEU· 2024-02-20
Text-Guided Molecule Generation with Diffusion Language Model Code
#9TGM-DLM
82.6
BLEU· 2024-02-20
Text-Guided Molecule Generation with Diffusion Language Model Code
#10MolFM-Base
82.2
BLEU· 2023-06-06
MolFM: A Multimodal Molecular Foundation Model Code
#11Text+Chem T5-augm small
81.5
BLEU· 2023-01-29
Unifying Molecular and Textual Representations via Multi-task Language Modelling Code
#12MolT5-Large-HV
81
BLEU· 2022-04-25
Translation between Molecules and Natural Language Code
#13MolFM-Small
80.3
BLEU· 2023-06-06
MolFM: A Multimodal Molecular Foundation Model Code
#14MolReGPT (GPT-3.5-turbo)
79
BLEU· 2023-06-11
Empowering Molecule Discovery for Molecule-Caption Translation with Large Language Models: A ChatGPT Perspective Code
#15MolT5-base
76.9
BLEU· 2022-04-25
Translation between Molecules and Natural Language Code
#16GIT-Mol-caption
75.6
BLEU· 2023-08-14
GIT-Mol: A Multi-modal Large Language Model for Molecular Science with Graph, Image, and Text Code
#17MolT5-small
75.5
BLEU· 2022-04-25
Translation between Molecules and Natural Language Code
#18Text+Chem T5 base
75
BLEU· 2023-01-29
Unifying Molecular and Textual Representations via Multi-task Language Modelling Code
#19Text+Chem T5 small
73.9
BLEU· 2023-01-29
Unifying Molecular and Textual Representations via Multi-task Language Modelling Code