Papers with Code · CC BY-SA 4.0

ChEBI-20

아카이브 평가 33건 · 마지막 적재/변경 2026-10-30

평가 기록

과거 수집 기록이며 최신 순위가 아닙니다. 데이터셋 버전·split·실험 조건과 지표 방향이 검증되지 않은 결과는 직접 비교할 수 없습니다. 날짜는 논문 날짜이며 최신 평가일을 뜻하지 않습니다.

표가 화면보다 넓으면 좌우로 스크롤하여 논문과 구현 링크를 확인하세요.

원본 기록 순서 · 순위 미부여
모델	원본 지표·값	논문	구현
Mol-LLM (Mistral-Instruct-v0.2)	BLEU-2 73.2	연결 없음 논문 날짜 미기재	연결 없음
Mol-LLM (LLaMA2-Chat)	BLEU-2 72.70	연결 없음 논문 날짜 미기재	연결 없음
MolReFlect	BLEU-2 67.6 BLEU-4 60.8 ROUGE-1 70.3 ROUGE-2 57.1 ROUGE-L 64.4 METEOR 68.0	MolReFlect: Towards Fine-grained In-Context Alignment between Molecules and Texts 2024-11-22	연결 없음
BioT5+	BLEU-2 66.6 BLEU-4 59.1 ROUGE-1 71.0 ROUGE-2 58.4 ROUGE-L 65.0 METEOR 68.1	BioT5+: Towards Generalized Biological Understanding with IUPAC Integration and Multi-task Tuning 2024-02-27	코드 1
BioT5	BLEU-2 63.5 BLEU-4 55.6 ROUGE-1 69.2 ROUGE-2 55.9 ROUGE-L 63.3 METEOR 65.6 Text2Mol 60.3	BioT5: Enriching Cross-modal Integration in Biology with Chemical Knowledge and Natural Language Associations 2023-10-11	코드 1
Text+Chem T5-augm-Base	BLEU-2 62.5 BLEU-4 54.2 ROUGE-1 68.2 ROUGE-2 54.3 ROUGE-L 62.2 METEOR 64.8	Unifying Molecular and Textual Representations via Multi-task Language Modelling 2023-01-29	코드 1
XMolCap	BLEU-2 62.0 BLEU-4 53.8 ROUGE-1 53.9 ROUGE-2 61.8 ROUGE-L 63.8 METEOR 67.8	XMolCap: Advancing Molecular Captioning through Multimodal Fusion and Explainable Graph Neural Networks 2025-05-23	코드 1
MolCA, Galac1.3B	BLEU-2 62.0 BLEU-4 53.1 ROUGE-1 68.1 ROUGE-2 53.7 ROUGE-L 61.8 METEOR 65.1	MolCA: Molecular Graph-Language Modeling with Cross-Modal Projector and Uni-Modal Adapter 2023-10-19	코드 1
MolCA, Galac125M	BLEU-2 61.6 BLEU-4 52.9 ROUGE-1 67.4 ROUGE-2 53.3 ROUGE-L 61.5 METEOR 63.9	MolCA: Molecular Graph-Language Modeling with Cross-Modal Projector and Uni-Modal Adapter 2023-10-19	코드 1
Mol2Lang-VLM	BLEU-2 61.2 BLEU-4 52.7 ROUGE-1 67.4 ROUGE-2 53.2 ROUGE-L 61.4 METEOR 63.3 Text2Mol 59.8	Mol2Lang-VLM: Vision- and Text-Guided Generative Pre-trained Language Models for Advancing Molecule Captioning through Multimodal Fusion 2024-08-15	코드 1
MolReGPT (GPT-4-0314)	BLEU-2 60.7 BLEU-4 52.5 ROUGE-1 63.4 ROUGE-2 47.6 ROUGE-L 56.2 METEOR 61.0 Text2Mol 58.5	Empowering Molecule Discovery for Molecule-Caption Translation with Large Language Models: A ChatGPT Perspective 2023-06-11	코드 1
LaMolT5-Large	BLEU-2 60.2 BLEU-4 52.1 ROUGE-1 65.5 ROUGE-2 51.2 ROUGE-L 59.8 METEOR 63.4 Text2Mol 59.7	Automatic Annotation Augmentation Boosts Translation between Molecules and Natural Language 2025-02-10	코드 1
MoMu+MolT5-Large	BLEU-2 59.9 BLEU-4 51.5 METEOR 59.7 Text2Mol 58.2	A Molecular Multimodal Foundation Model Associating Molecule Graphs with Natural Language 2022-09-12	코드 1 · 코드 2 · 코드 3 · 코드 4
PEIT-GEN	BLEU-2 59.8 BLEU-4 53.4 ROUGE-1 70.0 ROUGE-2 58.2 ROUGE-L 65.3 METEOR 67.6	Property Enhanced Instruction Tuning for Multi-task Molecule Generation with Large Language Models 2024-12-24	코드 1
MolT5-Large	BLEU-2 59.4 BLEU-4 50.8 ROUGE-1 65.4 ROUGE-2 51.0 ROUGE-L 59.4 METEOR 61.4 Text2Mol 58.2	Translation between Molecules and Natural Language 2022-04-25	코드 1
MolXPT	BLEU-2 59.4 BLEU-4 50.5 ROUGE-1 66 ROUGE-2 51.1 ROUGE-L 59.7 METEOR 62.6 Text2Mol 59.4	MolXPT: Wrapping Molecules with Text for Generative Pre-training 2023-05-18	코드 1
Mol-LLM (SELFIES)	BLEU-2 58.7 BLEU-4 51.5 ROUGE-1 62.7 ROUGE-2 48.7 ROUGE-L 57.1 METEOR 61.7	Mol-LLM: Multimodal Generalist Molecular LLM with Improved Graph Utilization 2025-02-05	연결 없음
MolFM-Base	BLEU-2 58.5 BLEU-4 49.8 ROUGE-1 65.3 ROUGE-2 50.8 ROUGE-L 59.4 METEOR 60.7 Text2Mol 57.6	MolFM: A Multimodal Molecular Foundation Model 2023-06-06	코드 1 · 코드 2
Text+Chem T5-Base	BLEU-2 58 BLEU-4 49 ROUGE-1 64.7 ROUGE-2 49.8 ROUGE-L 58.6 METEOR 60.4	Unifying Molecular and Textual Representations via Multi-task Language Modelling 2023-01-29	코드 1
LaMolT5-Base	BLEU-2 57.4 BLEU-4 48.5 ROUGE-1 63.4 ROUGE-2 47.8 ROUGE-L 56.4 METEOR 59.6 Text2Mol 59.9	Automatic Annotation Augmentation Boosts Translation between Molecules and Natural Language 2025-02-10	코드 1
MolReGPT (GPT-3.5-turbo)	BLEU-2 56.5 BLEU-4 48.2 ROUGE-1 45.0 ROUGE-2 54.3 ROUGE-L 58.5 METEOR 62.3 Text2Mol 56.0	Empowering Molecule Discovery for Molecule-Caption Translation with Large Language Models: A ChatGPT Perspective 2023-06-11	코드 1
Mol-LLM	BLEU-2 56.0 BLEU-4 49.0 ROUGE-1 52.4 ROUGE-2 37.0 ROUGE-L 46.7 METEOR 59.3	Mol-LLM: Multimodal Generalist Molecular LLM with Improved Graph Utilization 2025-02-05	연결 없음
Text+Chem T5-augm-Small	BLEU-2 56.0 BLEU-4 47.0 ROUGE-1 63.8 ROUGE-2 48.8 ROUGE-L 58 METEOR 58.8	Unifying Molecular and Textual Representations via Multi-task Language Modelling 2023-01-29	코드 1
Text+Chem T5-Small	BLEU-2 55.3 BLEU-4 46.2 ROUGE-1 63.3 ROUGE-2 48.1 ROUGE-L 57.4 METEOR 58.3	Unifying Molecular and Textual Representations via Multi-task Language Modelling 2023-01-29	코드 1
MoMu+MolT5-Base	BLEU-2 54.9 BLEU-4 46.2 METEOR 57.6 Text2Mol 55.8	A Molecular Multimodal Foundation Model Associating Molecule Graphs with Natural Language 2022-09-12	코드 1 · 코드 2 · 코드 3 · 코드 4
MolFM-Small	BLEU-2 54.2 BLEU-4 45.2 ROUGE-1 62.3 ROUGE-2 46.9 ROUGE-L 56.2 METEOR 56.4 Text2Mol 55.7	MolFM: A Multimodal Molecular Foundation Model 2023-06-06	코드 1 · 코드 2
GAMIC (Mistral)	BLEU-2 54.2 BLEU-4 43.9 ROUGE-1 61.7 ROUGE-2 46.6 ROUGE-L 56.1 METEOR 58.5	Graph-based Molecular Representation Learning 2022-07-08	코드 1
MolT5-Base	BLEU-2 54.0 BLEU-4 45.7 ROUGE-1 63.4 ROUGE-2 48.5 ROUGE-L 57.8 METEOR 56.9 Text2Mol 54.7	Translation between Molecules and Natural Language 2022-04-25	코드 1
LaMolT5-Small	BLEU-2 53.9 BLEU-4 44.6 ROUGE-1 62.0 ROUGE-2 46.9 ROUGE-L 56.3 METEOR 56.6 Text2Mol 58.8	Automatic Annotation Augmentation Boosts Translation between Molecules and Natural Language 2025-02-10	코드 1
MoMu+MolT5-Small	BLEU-2 53.2 BLEU-4 44.5 METEOR 55.7 Text2Mol 55.3	A Molecular Multimodal Foundation Model Associating Molecule Graphs with Natural Language 2022-09-12	코드 1 · 코드 2 · 코드 3 · 코드 4