Molecule Captioning on ChEBI-20

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BLEU-2

Rank	Model	BLEU-2	BLEU-4	METEOR	ROUGE-1	ROUGE-2	ROUGE-L	Text2Mol	Paper	Code	Year
1	Mol-LLM (Mistral-Instruct-v0.2)	73.2	–	–	–	–	–	–
2	Mol-LLM (LLaMA2-Chat)	72.70	–	–	–	–	–	–
3	MolReFlect	67.6	60.8	68.0	70.3	57.1	64.4	–	MolReFlect: Towards Fine-grained In-Context Alignment between Molecules and Texts		2024
4	BioT5+	66.6	59.1	68.1	71.0	58.4	65.0	–	BioT5+: Towards Generalized Biological Understanding with IUPAC Integration and Multi-task Tuning	QizhiPei/BioT5	2024
5	BioT5	63.5	55.6	65.6	69.2	55.9	63.3	60.3	BioT5: Enriching Cross-modal Integration in Biology with Chemical Knowledge and Natural Language Associations	QizhiPei/BioT5	2023
6	Text+Chem T5-augm-Base	62.5	54.2	64.8	68.2	54.3	62.2	–	Unifying Molecular and Textual Representations via Multi-task Language Modelling	gt4sd/multitask_text_and_chemistry_t5	2023
7	XMolCap	62.0	53.8	67.8	53.9	61.8	63.8	–	XMolCap: Advancing Molecular Captioning through Multimodal Fusion and Explainable Graph Neural Networks	cbbl-skku-org/XMolCap	2025
7	MolCA, Galac1.3B	62.0	53.1	65.1	68.1	53.7	61.8	–	MolCA: Molecular Graph-Language Modeling with Cross-Modal Projector and Uni-Modal Adapter	acharkq/molca	2023
9	MolCA, Galac125M	61.6	52.9	63.9	67.4	53.3	61.5	–	MolCA: Molecular Graph-Language Modeling with Cross-Modal Projector and Uni-Modal Adapter	acharkq/molca	2023
10	Mol2Lang-VLM	61.2	52.7	63.3	67.4	53.2	61.4	59.8	Mol2Lang-VLM: Vision- and Text-Guided Generative Pre-trained Language Models for Advancing Molecule Captioning through Multimodal Fusion	nhattruongpham/mol-lang-bridge	2024
11	MolReGPT (GPT-4-0314)	60.7	52.5	61.0	63.4	47.6	56.2	58.5	Empowering Molecule Discovery for Molecule-Caption Translation with Large Language Models: A ChatGPT Perspective	phenixace/molregpt	2023
12	LaMolT5-Large	60.2	52.1	63.4	65.5	51.2	59.8	59.7	Automatic Annotation Augmentation Boosts Translation between Molecules and Natural Language	zhiqiangzhongddu/la3	2025
13	MoMu+MolT5-Large	59.9	51.5	59.7	–	–	–	58.2	A Molecular Multimodal Foundation Model Associating Molecule Graphs with Natural Language	ai-hpc-research-team/git-mol · bingsu12/momu · yangzhao1230/graphtextretrieval · +1	2022
14	PEIT-GEN	59.8	53.4	67.6	70.0	58.2	65.3	–	Property Enhanced Instruction Tuning for Multi-task Molecule Generation with Large Language Models	chenlong164/peit	2024
15	MolT5-Large	59.4	50.8	61.4	65.4	51.0	59.4	58.2	Translation between Molecules and Natural Language	blender-nlp/MolT5	2022
15	MolXPT	59.4	50.5	62.6	66	51.1	59.7	59.4	MolXPT: Wrapping Molecules with Text for Generative Pre-training	zequnl/molxpt	2023
17	Mol-LLM (SELFIES)	58.7	51.5	61.7	62.7	48.7	57.1	–	Mol-LLM: Multimodal Generalist Molecular LLM with Improved Graph Utilization		2025
18	MolFM-Base	58.5	49.8	60.7	65.3	50.8	59.4	57.6	MolFM: A Multimodal Molecular Foundation Model	biofm/openbiomed · pharmolix/openbiomed	2023
19	Text+Chem T5-Base	58	49	60.4	64.7	49.8	58.6	–	Unifying Molecular and Textual Representations via Multi-task Language Modelling	gt4sd/multitask_text_and_chemistry_t5	2023
20	LaMolT5-Base	57.4	48.5	59.6	63.4	47.8	56.4	59.9	Automatic Annotation Augmentation Boosts Translation between Molecules and Natural Language	zhiqiangzhongddu/la3	2025