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Molecule Description Generation on ChEBI-20 (test)

66.6BLEU-2

BioT5+

Updated 4d ago

Evaluation Results

Method
BioT5+ 2026.01	66.6	59.1	-	58.4	65	68.1
BioT5 2026.01	63.5	55.6	-	55.9	63.3	65.6
MolCA 2026.01	62	53.1	-	53.7	61.8	65.1
MolFM 2026.01	58.5	49.8	-	50.8	59.4	60.7
DeepMoLM 2026.01	55.76	46.29	-	48.07	55.96	58.23
Mol-VL-7B 2026.01	55.73	46.14	-	47.26	56.61	58.14
MoMu 2026.01	54.9	46.2	-	47.9	57.5	57.6
DoubleCheck & BioT5+ 2026.01	54.4	45.56	-	47.21	55.94	58.07
MolScribe & BioT5+ 2026.01	53.43	44.64	-	46.48	55.3	57.09
Mol-VL-2B 2026.01	50.57	40.26	-	41.99	52.25	53.34
GIT-Mol 2026.01	35.2	26.3	-	48.5	56	43
BioMedGPT 2026.01	30.6	19.8	-	25.7	38.3	35
Mol-Instructions 2026.01	24.9	17.1	-	20.3	28.9	27.1
3D-MoLM 2026.01	6.7	3	-	4.2	8.6	18.3
Qwen2-VL-7B 2026.01	6.34	1.13	-	4.53	14.15	19.95
Text+Chem T5-augm-base 2023.11	0.625	0.542	0.682	0.543	0.622	0.648
MoICA 2023.11	0.62	0.531	0.681	0.537	0.618	0.651
GPT-4-0314 2023.11	0.607	0.525	0.634	0.476	0.562	0.61
MolXPT 2023.11	0.594	0.505	0.66	0.511	0.597	0.626
MolFM 2023.11	0.585	0.498	0.653	0.508	0.594	0.607
GPT-3.5-turbo 2023.11	0.565	0.482	0.623	0.45	0.543	0.585
MoMu 2023.11	0.549	0.462	-	-	0.576	0.536
MolT5-base 2023.11	0.54	0.457	0.634	0.485	0.568	0.569
InstructMol-GS 2023.11	0.475	0.371	0.566	0.394	0.502	0.509
InstructMol-G 2023.11	0.466	0.365	0.547	0.365	0.479	0.491
GIT-Mol-(graph+SMILES) 2023.11	0.352	0.263	0.575	0.485	0.56	0.43
GIT-Mol-graph 2023.11	0.29	0.21	0.54	0.445	0.512	0.491
GIT-Mol-SMILES 2023.11	0.264	0.176	0.477	0.374	0.451	0.43
Mol-Instruction 2023.11	0.249	0.171	0.331	0.203	0.289	0.271
BioMedGPT-10B 2023.11	0.234	0.141	0.386	0.206	0.332	0.308
BioMedGPT-10B 2023.08	0.234	0.141	0.386	0.206	0.332	0.308
GPT-3.5-turbo 2023.11	0.103	0.05	0.261	0.088	0.204	0.161
ChatGPT 2023.08	0.103	0.05	0.261	0.088	0.204	0.161
Llama2-7B-Chat 2023.08	0.075	0.009	0.184	0.043	0.142	0.149