Drug Discovery on ChEBI-20

Metric: Exact Match (higher is better)

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#	Model↕	Exact Match▼	Extra Data	Paper	Date↕	Code
1	LDMol	53.3	No	LDMol: Text-to-Molecule Diffusion Model with Str...	2024-05-28	Code
2	BioT5+	52.2	No	BioT5+: Towards Generalized Biological Understan...	2024-02-27	Code
3	MolReFlect	51	No	-	-	-
4	BioT5	41.3	No	BioT5: Enriching Cross-modal Integration in Biol...	2023-10-11	Code
5	Text+Chem T5-augm base	32.2	No	Unifying Molecular and Textual Representations v...	2023-01-29	Code
6	MolT5-Large-HV	31.4	No	Translation between Molecules and Natural Language	2022-04-25	Code
7	MolT5-Large	30.2	No	Translation between Molecules and Natural Language	2022-04-25	Code
8	MolReGPT (GPT-4-0413)	28	No	Empowering Molecule Discovery for Molecule-Capti...	2023-06-11	Code
9	TGM-DLM w/o corr	24.2	No	Text-Guided Molecule Generation with Diffusion L...	2024-02-20	Code
10	TGM-DLM	24.2	No	Text-Guided Molecule Generation with Diffusion L...	2024-02-20	Code
11	MolXPT	21.5	No	MolXPT: Wrapping Molecules with Text for Generat...	2023-05-18	Code
12	Text+Chem T5 base	21.2	No	Unifying Molecular and Textual Representations v...	2023-01-29	Code
13	MolFM-Base	21	No	MolFM: A Multimodal Molecular Foundation Model	2023-06-06	Code
14	Text+Chem T5-augm small	19.1	No	Unifying Molecular and Textual Representations v...	2023-01-29	Code
15	MolFM-Small	16.9	No	MolFM: A Multimodal Molecular Foundation Model	2023-06-06	Code
16	Text+Chem T5 small	15.7	No	Unifying Molecular and Textual Representations v...	2023-01-29	Code
17	MolReGPT (GPT-3.5-turbo)	13.9	No	Empowering Molecule Discovery for Molecule-Capti...	2023-06-11	Code
18	MolT5-base	8.1	No	Translation between Molecules and Natural Language	2022-04-25	Code
19	MolT5-small	7.9	No	Translation between Molecules and Natural Language	2022-04-25	Code
20	GIT-Mol-caption	5.1	No	GIT-Mol: A Multi-modal Large Language Model for ...	2023-08-14	Code

#1LDMolSOTA
53.3
Exact Match· 2024-05-28
LDMol: Text-to-Molecule Diffusion Model with Structurally Informative Latent Space Code
#2BioT5+SOTA
52.2
Exact Match· 2024-02-27
BioT5+: Towards Generalized Biological Understanding with IUPAC Integration and Multi-task Tuning Code
#3MolReFlect
51
Exact Match
No paper
#4BioT5SOTA
41.3
Exact Match· 2023-10-11
BioT5: Enriching Cross-modal Integration in Biology with Chemical Knowledge and Natural Language Associations Code
#5Text+Chem T5-augm baseSOTA
32.2
Exact Match· 2023-01-29
Unifying Molecular and Textual Representations via Multi-task Language Modelling Code
#6MolT5-Large-HVSOTA
31.4
Exact Match· 2022-04-25
Translation between Molecules and Natural Language Code
#7MolT5-Large
30.2
Exact Match· 2022-04-25
Translation between Molecules and Natural Language Code
#8MolReGPT (GPT-4-0413)
28
Exact Match· 2023-06-11
Empowering Molecule Discovery for Molecule-Caption Translation with Large Language Models: A ChatGPT Perspective Code
#9TGM-DLM w/o corr
24.2
Exact Match· 2024-02-20
Text-Guided Molecule Generation with Diffusion Language Model Code
#10TGM-DLM
24.2
Exact Match· 2024-02-20
Text-Guided Molecule Generation with Diffusion Language Model Code
#11MolXPT
21.5
Exact Match· 2023-05-18
MolXPT: Wrapping Molecules with Text for Generative Pre-training Code
#12Text+Chem T5 base
21.2
Exact Match· 2023-01-29
Unifying Molecular and Textual Representations via Multi-task Language Modelling Code
#13MolFM-Base
21
Exact Match· 2023-06-06
MolFM: A Multimodal Molecular Foundation Model Code
#14Text+Chem T5-augm small
19.1
Exact Match· 2023-01-29
Unifying Molecular and Textual Representations via Multi-task Language Modelling Code
#15MolFM-Small
16.9
Exact Match· 2023-06-06
MolFM: A Multimodal Molecular Foundation Model Code
#16Text+Chem T5 small
15.7
Exact Match· 2023-01-29
Unifying Molecular and Textual Representations via Multi-task Language Modelling Code
#17MolReGPT (GPT-3.5-turbo)
13.9
Exact Match· 2023-06-11
Empowering Molecule Discovery for Molecule-Caption Translation with Large Language Models: A ChatGPT Perspective Code
#18MolT5-base
8.1
Exact Match· 2022-04-25
Translation between Molecules and Natural Language Code
#19MolT5-small
7.9
Exact Match· 2022-04-25
Translation between Molecules and Natural Language Code
#20GIT-Mol-caption
5.1
Exact Match· 2023-08-14
GIT-Mol: A Multi-modal Large Language Model for Molecular Science with Graph, Image, and Text Code