ChEBI-20

아카이브 평가 20건 · 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
LDMol	BLEU 92.6 Exact Match 53.3 Levenshtein 6.750 MACCS FTS 97.3 RDK FTS 95.0 Morgan FTS 93.1 Frechet ChemNet Distance (FCD) 0.20 Validity 94.1	LDMol: Text-to-Molecule Diffusion Model with Structurally Informative Latent Space 2024-05-28	코드 1
MolReFlect	BLEU 90.3 Exact Match 51.0 Levenshtein 11.84 MACCS FTS 92.9 RDK FTS 86.0 Morgan FTS 81.3 Validity 97.7	MolReFlect: Towards Fine-grained In-Context Alignment between Molecules and Texts 2024-11-22	연결 없음
BioT5+	Text2Mol 57.9 BLEU 87.2 Exact Match 52.2 Levenshtein 12.776 MACCS FTS 90.7 RDK FTS 83.5 Morgan FTS 77.9 Frechet ChemNet Distance (FCD) 0.353 Validity 100 Parameter Count 252000000	BioT5+: Towards Generalized Biological Understanding with IUPAC Integration and Multi-task Tuning 2024-02-27	코드 1
BioT5	Text2Mol 57.6 BLEU 86.7 Exact Match 41.3 Levenshtein 15.097 MACCS FTS 88.6 RDK FTS 80.1 Morgan FTS 73.4 Frechet ChemNet Distance (FCD) .43 Validity 100 Parameter Count 252000000	BioT5: Enriching Cross-modal Integration in Biology with Chemical Knowledge and Natural Language Associations 2023-10-11	코드 1
MolReGPT (GPT-4-0413)	Text2Mol 59.3 BLEU 85.7 Exact Match 28.0 Levenshtein 17.14 MACCS FTS 90.3 RDK FTS 80.5 Morgan FTS 73.9 Frechet ChemNet Distance (FCD) 0.41 Validity 89.9 Parameter Count None	Empowering Molecule Discovery for Molecule-Caption Translation with Large Language Models: A ChatGPT Perspective 2023-06-11	코드 1
MolT5-Large	Text2Mol 55.4 BLEU 85.4 Exact Match 30.2 Levenshtein 16.07 MACCS FTS 83.4 RDK FTS 74.6 Morgan FTS 68.4 Frechet ChemNet Distance (FCD) 1.20 Validity 90.5 Parameter Count 770000000	Translation between Molecules and Natural Language 2022-04-25	코드 1
Text+Chem T5-augm base	BLEU 85.3 Exact Match 32.2 Levenshtein 16.87 MACCS FTS 90.1 RDK FTS 81.6 Morgan FTS 75.7 Frechet ChemNet Distance (FCD) .05 Validity 94.3 Parameter Count 220000000	Unifying Molecular and Textual Representations via Multi-task Language Modelling 2023-01-29	코드 1
TGM-DLM w/o corr	Text2Mol 58.9 BLEU 82.8 Exact Match 24.2 Levenshtein 16.897 MACCS FTS 87.4 RDK FTS 77.1 Morgan FTS 72.2 Frechet ChemNet Distance (FCD) 0.89 Validity 78.9 Parameter Count 180000000	Text-Guided Molecule Generation with Diffusion Language Model 2024-02-20	코드 1
TGM-DLM	Text2Mol 58.1 BLEU 82.6 Exact Match 24.2 Levenshtein 17.003 MACCS FTS 85.4 RDK FTS 73.9 Morgan FTS 68.8 Frechet ChemNet Distance (FCD) 0.77 Validity 87.1 Parameter Count 180000000	Text-Guided Molecule Generation with Diffusion Language Model 2024-02-20	코드 1
MolFM-Base	Text2Mol 58.3 BLEU 82.2 Exact Match 21.0 Levenshtein 19.445 MACCS FTS 85.4 RDK FTS 69.7 Morgan FTS 75.8 Validity 89.2 Parameter Count 296200000	MolFM: A Multimodal Molecular Foundation Model 2023-06-06	코드 1 · 코드 2
Text+Chem T5-augm small	BLEU 81.5 Exact Match 19.1 Levenshtein 21.78 MACCS FTS 86.4 RDK FTS 74.4 Morgan FTS 67.2 Frechet ChemNet Distance (FCD) 0.06 Validity 95.1 Parameter Count 60000000	Unifying Molecular and Textual Representations via Multi-task Language Modelling 2023-01-29	코드 1
MolT5-Large-HV	Text2Mol 59.0 BLEU 81.0 Exact Match 31.4 Levenshtein 16.758 MACCS FTS 87.2 RDK FTS 78.6 Morgan FTS 72.2 Frechet ChemNet Distance (FCD) 0.44 Validity 99.6 Parameter Count 770000000	Translation between Molecules and Natural Language 2022-04-25	코드 1
MolFM-Small	Text2Mol 57.3 BLEU 80.3 Exact Match 16.9 Levenshtein 20.868 MACCS FTS 83.4 RDK FTS 66.2 Morgan FTS 72.1 Validity 85.9 Parameter Count 13620000	MolFM: A Multimodal Molecular Foundation Model 2023-06-06	코드 1 · 코드 2
MolReGPT (GPT-3.5-turbo)	Text2Mol 57.1 BLEU 79.0 Exact Match 13.9 Levenshtein 24.91 MACCS FTS 84.7 RDK FTS 70.8 Morgan FTS 62.4 Frechet ChemNet Distance (FCD) 0.57 Validity 88.7	Empowering Molecule Discovery for Molecule-Caption Translation with Large Language Models: A ChatGPT Perspective 2023-06-11	코드 1
MolT5-base	Text2Mol 49.6 BLEU 76.9 Exact Match 8.1 Levenshtein 24.458 MACCS FTS 72.1 RDK FTS 58.8 Morgan FTS 52.9 Frechet ChemNet Distance (FCD) 2.18 Validity 77.2 Parameter Count 220000000	Translation between Molecules and Natural Language 2022-04-25	코드 1
GIT-Mol-caption	BLEU 75.6 Exact Match 5.1 Levenshtein 26.315 MACCS FTS 73.8 RDK FTS 58.2 Morgan FTS 51.9 Validity 92.8	GIT-Mol: A Multi-modal Large Language Model for Molecular Science with Graph, Image, and Text 2023-08-14	코드 1
MolT5-small	Text2Mol 48.2 BLEU 75.5 Exact Match 7.9 Levenshtein 25.988 MACCS FTS 70.3 RDK FTS 56.8 Morgan FTS 51.7 Frechet ChemNet Distance (FCD) 2.49 Validity 72.1 Parameter Count 60000000	Translation between Molecules and Natural Language 2022-04-25	코드 1
Text+Chem T5 base	BLEU 75 Exact Match 21.2 Levenshtein 27.39 MACCS FTS 87.4 RDK FTS 76.7 Morgan FTS 69.7 Frechet ChemNet Distance (FCD) 0.061 Validity 79.2 Parameter Count 220000000	Unifying Molecular and Textual Representations via Multi-task Language Modelling 2023-01-29	코드 1
Text+Chem T5 small	BLEU 73.9 Exact Match 15.7 Levenshtein 28.54 MACCS FTS 85.9 RDK FTS 73.6 Morgan FTS 66 Frechet ChemNet Distance (FCD) 0.066 Validity 77.6 Parameter Count 60000000	Unifying Molecular and Textual Representations via Multi-task Language Modelling 2023-01-29	코드 1
MolXPT	Text2Mol 57.8 Exact Match 21.5 MACCS FTS 85.9 RDK FTS 75.7 Morgan FTS 66.7 Frechet ChemNet Distance (FCD) 0.45 Validity 98.3 Parameter Count 350000000	MolXPT: Wrapping Molecules with Text for Generative Pre-training 2023-05-18	코드 1