← Single-step retrosynthesis
Papers with Code · CC BY-SA 4.0

USPTO-50k

아카이브 평가 35건 · 마지막 적재/변경

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
모델원본 지표·값논문구현
NAG2G (reaction class as prior)
Top-1 accuracy
67.2
Top-3 accuracy
86.4
Top-5 accuracy
90.5
Top-10 accuracy
93.8
Node-Aligned Graph-to-Graph (NAG2G): Elevating Template-Free Deep Learning Approaches in Single-Step Retrosynthesis
2023-09-27
코드 1
UAlign (reaction class as prior)
Top-1 accuracy
66.4
Top-3 accuracy
86.7
Top-5 accuracy
91.5
Top-10 accuracy
95.0
UAlign: Pushing the Limit of Template-free Retrosynthesis Prediction with Unsupervised SMILES Alignment
2024-03-25
코드 1
MARS (reaction class as prior)
Top-1 accuracy
66.2
Top-3 accuracy
85.8
Top-5 accuracy
90.2
Top-10 accuracy
92.9
MARS: A Motif-based Autoregressive Model for Retrosynthesis Prediction
2022-09-27
연결 없음
RetroComposer (reaction class as prior)
Top-1 accuracy
65.9
Top-3 accuracy
85.8
Top-5 accuracy
89.5
Top-10 accuracy
91.5
RetroComposer: Composing Templates for Template-Based Retrosynthesis Prediction
2021-12-20
코드 1
SemiRetro (reaction class as prior)
Top-1 accuracy
65.8
Top-3 accuracy
85.7
Top-5 accuracy
89.8
Top-10 accuracy
92.8
SemiRetro: Semi-template framework boosts deep retrosynthesis prediction
2022-02-12
연결 없음
O-GNN (reaction class as prior)
Top-1 accuracy
65.7
Top-3 accuracy
87.7
Top-5 accuracy
93.4
Top-10 accuracy
96.9
Top-50 accuracy
98.3
O-GNN: Incorporating Ring Priors into Molecular Modeling
2023-05-01
코드 1
Dual-TF (reaction class as prior)
Top-1 accuracy
65.7
Top-3 accuracy
81.9
Top-5 accuracy
84.7
Top-10 accuracy
85.9
Energy-based View of Retrosynthesis
2020-07-14
연결 없음
LocalRetro (reaction class as prior)
Top-1 accuracy
63.9
Top-3 accuracy
86.1
Top-5 accuracy
92.4
Top-10 accuracy
96.3
Top-50 accuracy
97.9
Deep Retrosynthetic Reaction Prediction using Local Reactivity and Global Attention
2021-08-05
코드 1
GraphRetro (reaction class as prior)
Top-1 accuracy
63.9
Top-3 accuracy
81.5
Top-5 accuracy
85.2
Top-10 accuracy
88.1
Learning Graph Models for Template-Free Retrosynthesis
2021-06-04
연결 없음
MEGAN (reaction class as prior)
Top-1 accuracy
60.7
Top-3 accuracy
82
Top-5 accuracy
87.5
Top-10 accuracy
91.6
Molecule Edit Graph Attention Network: Modeling Chemical Reactions as Sequences of Graph Edits
2020-06-27
코드 1
GET-LT1 (reaction class as prior)
Top-1 accuracy
57.4
Top-3 accuracy
71.3
Top-5 accuracy
74.8
Top-10 accuracy
77.4
Molecular Graph Enhanced Transformer for Retrosynthesis Prediction
2019-09-25
연결 없음
GET-LT2 (reaction class as prior)
Top-1 accuracy
56.2
Top-3 accuracy
69.4
Top-5 accuracy
72.5
Top-10 accuracy
74.7
Molecular Graph Enhanced Transformer for Retrosynthesis Prediction
2019-09-25
연결 없음
NAG2G (reaction class unknown)
Top-1 accuracy
55.1
Top-3 accuracy
76.9
Top-5 accuracy
83.4
Top-10 accuracy
89.9
Node-Aligned Graph-to-Graph (NAG2G): Elevating Template-Free Deep Learning Approaches in Single-Step Retrosynthesis
2023-09-27
코드 1
SemiRetro (reaction class unknown)
Top-1 accuracy
54.9
Top-3 accuracy
75.3
Top-5 accuracy
80.4
Top-10 accuracy
84.1
SemiRetro: Semi-template framework boosts deep retrosynthesis prediction
2022-02-12
연결 없음
MARS (reaction class unknown)
Top-1 accuracy
54.6
Top-3 accuracy
76.4
Top-5 accuracy
83.3
Top-10 accuracy
88.5
MARS: A Motif-based Autoregressive Model for Retrosynthesis Prediction
2022-09-27
연결 없음
RetroComposer (reaction class unknown)
Top-1 accuracy
54.4
Top-3 accuracy
77.2
Top-5 accuracy
83.2
Top-10 accuracy
87.7
RetroComposer: Composing Templates for Template-Based Retrosynthesis Prediction
2021-12-20
코드 1
Chemformer-Large (reaction class unknown)
Top-1 accuracy
54.3
Top-5 accuracy
62.3
Top-10 accuracy
63.0
Chemformer: a pre-trained transformer for computational chemistry
2022-01-31
코드 1
O-GNN (reaction class unknown)
Top-1 accuracy
54.1
Top-3 accuracy
77.7
Top-5 accuracy
86.0
Top-10 accuracy
92.5
Top-50 accuracy
98.2
O-GNN: Incorporating Ring Priors into Molecular Modeling
2023-05-01
코드 1
G2GT (reaction class unknown)
Top-1 accuracy
54.1
Top-3 accuracy
69.9
Top-5 accuracy
74.5
Top-10 accuracy
77.7
G2GT: Retrosynthesis Prediction with Graph to Graph Attention Neural Network and Self-Training
2022-04-19
코드 1
GraphRetro (reaction class unknown)
Top-1 accuracy
53.7
Top-3 accuracy
68.3
Top-5 accuracy
72.2
Top-10 accuracy
75.5
Learning Graph Models for Template-Free Retrosynthesis
2021-06-04
연결 없음
Dual-TF (reaction class unknown)
Top-1 accuracy
53.6
Top-3 accuracy
70.7
Top-5 accuracy
74.6
Top-10 accuracy
77.0
Energy-based View of Retrosynthesis
2020-07-14
연결 없음
UAlign (reaction class unknown)
Top-1 accuracy
53.5
Top-3 accuracy
77.3
Top-5 accuracy
84.6
Top-10 accuracy
90.5
UAlign: Pushing the Limit of Template-free Retrosynthesis Prediction with Unsupervised SMILES Alignment
2024-03-25
코드 1
Augmented Transformer (reaction class unknown)
Top-1 accuracy
53.5
Top-5 accuracy
81.0
Top-10 accuracy
85.7
State-of-the-Art Augmented NLP Transformer models for direct and single-step retrosynthesis
2020-03-05
코드 1
LocalRetro (reaction class unknown)
Top-1 accuracy
53.4
Top-3 accuracy
77.5
Top-5 accuracy
85.9
Top-10 accuracy
92.4
Top-50 accuracy
97.7
Deep Retrosynthetic Reaction Prediction using Local Reactivity and Global Attention
2021-08-05
코드 1
RetroSim (reaction class as prior)
Top-1 accuracy
52.9
Top-3 accuracy
73.8
Top-5 accuracy
81.2
Top-10 accuracy
88.1
Computer-Assisted Retrosynthesis Based on Molecular Similarity
2017-11-16
코드 1
Graph2SMILES-D-GCN (reaction class unknown)
Top-1 accuracy
52.9
Top-3 accuracy
66.5
Top-5 accuracy
70.0
Top-10 accuracy
72.9
Permutation invariant graph-to-sequence model for template-free retrosynthesis and reaction prediction
2021-10-19
코드 1
GLN
Top-1 accuracy
52.5
Top-3 accuracy
69
Top-5 accuracy
75.6
Top-10 accuracy
83.7
Top-20 accuracy
89
Top-50 accuracy
92.4
Retrosynthesis Prediction with Conditional Graph Logic Network
2020-01-06
코드 1
MHNreact (reaction class unknown)
Top-1 accuracy
51.8
Top-3 accuracy
74.6
Top-5 accuracy
81.2
Top-10 accuracy
88.1
Top-20 accuracy
92.0
Top-50 accuracy
94.0
Improving Few- and Zero-Shot Reaction Template Prediction Using Modern Hopfield Networks
2022-01-15
코드 1
RetroPrime (reaction class unknown)
Top-1 accuracy
51.4
Top-3 accuracy
70.8
Top-5 accuracy
74.0
Top-10 accuracy
76.1
RetroPrime: A Diverse, plausible and Transformer-based method for Single-Step retrosynthesis predictions
2021-09-15
코드 1
Graph2SMILES-D-GAT (reaction class unknown)
Top-1 accuracy
51.2
Top-3 accuracy
66.3
Top-5 accuracy
70.4
Top-10 accuracy
73.9
Permutation invariant graph-to-sequence model for template-free retrosynthesis and reaction prediction
2021-10-19
코드 1