Papers with Code · CC BY-SA 4.0

WN18RR

아카이브 평가 75건 · 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
MEIM	MRR 0.499 Hits@10 0.577 Hits@3 0.518 Hits@1 0.458	MEIM: Multi-partition Embedding Interaction Beyond Block Term Format for Efficient and Expressive Link Prediction 2022-09-30	코드 1 · 코드 2 · 코드 3 · 코드 4
Rot-Pro	MRR 0.457 Hits@10 0.577 Hits@3 0.482 Hits@1 0.397	Rot-Pro: Modeling Transitivity by Projection in Knowledge Graph Embedding 2021-10-27	코드 1 · 코드 2
RESCAL-DURA	MRR 0.498 Hits@10 0.577 Hits@1 0.455	Duality-Induced Regularizer for Tensor Factorization Based Knowledge Graph Completion 2020-11-11	코드 1 · 코드 2 · 코드 3
GFA-NN	MRR 0.486 Hits@10 0.575 MR 3390	Embedding Knowledge Graphs Attentive to Positional and Centrality Qualities 2021-06-01	코드 1
SE-GNN (ours)	MRR 0.484 Hits@10 0.572 Hits@3 0.509 Hits@1 0.446 MR 3211	How Does Knowledge Graph Embedding Extrapolate to Unseen Data: A Semantic Evidence View 2021-09-24	코드 1
RotatE	MRR 0.476 Hits@10 0.571 Hits@3 0.492 Hits@1 0.428 MR 3340	RotatE: Knowledge Graph Embedding by Relational Rotation in Complex Space 2019-02-26	코드 1 · 코드 2 · 코드 3 · 코드 4 · 코드 5 · 코드 6 · 코드 7 · 코드 8 · 코드 9 · 코드 10
MetaSD	MRR 0.491 Hits@10 0.570 Hits@3 0.504 Hits@1 0.447	Self-Distillation with Meta Learning for Knowledge Graph Completion 2023-05-20	코드 1
ComplEx-N3 (reciprocal)	MRR 0.48 Hits@10 0.57	Canonical Tensor Decomposition for Knowledge Base Completion 2018-06-19	코드 1 · 코드 2 · 코드 3
KGRefiner	MRR 0.448 Hits@10 0.57 MR 683	KGRefiner: Knowledge Graph Refinement for Improving Accuracy of Translational Link Prediction Methods 2021-06-27	연결 없음
AutoSF	MRR 0.490 Hits@10 0.567	AutoSF: Searching Scoring Functions for Knowledge Graph Embedding 2019-04-26	코드 1 · 코드 2 · 코드 3
MuRP	MRR 0.481 Hits@10 0.566 Hits@3 0.495 Hits@1 0.440	Multi-relational Poincaré Graph Embeddings 2019-05-23	코드 1
CoPER-ConvE	MRR .4833 Hits@10 .5612 Hits@1 .4405	Contextual Parameter Generation for Knowledge Graph Link Prediction 2020-04-03	코드 1
MDE_adv	MRR 0.458 Hits@10 0.560 MR 3219	MDE: Multiple Distance Embeddings for Link Prediction in Knowledge Graphs 2019-05-25	코드 1 · 코드 2
CapsE	MRR 0.415 Hits@10 0.56 MR 719.0	A Capsule Network-based Embedding Model for Knowledge Graph Completion and Search Personalization 2018-08-13	코드 1 · 코드 2
SAttLE	MRR 0.491 Hits@10 0.558 Hits@3 0.508 Hits@1 0.454	Self-attention Presents Low-dimensional Knowledge Graph Embeddings for Link Prediction 2021-12-20	코드 1
NePTuNe	MRR 0.491 Hits@10 0.557 Hits@3 0.507 Hits@1 0.455	NePTuNe: Neural Powered Tucker Network for Knowledge Graph Completion 2021-04-15	코드 1
DihEdral	MRR 0.486 Hits@10 0.557 Hits@3 0.505 Hits@1 0.452	Relation Embedding with Dihedral Group in Knowledge Graph 2019-06-03	연결 없음
TransE	MRR 0.4659 Hits@10 0.5555 Hits@1 0.4226	Translating Embeddings for Modeling Multi-relational Data 2013-12-01	코드 1 · 코드 2 · 코드 3 · 코드 4 · 코드 5 · 코드 6 · 코드 7 · 코드 8
ComplEx (SCE w/ LS pretrained)	MRR 0.481 Hits@10 0.553 Hits@3 0.496 Hits@1 0.444	Unified Interpretation of Softmax Cross-Entropy and Negative Sampling: With Case Study for Knowledge Graph Embedding 2021-06-14	코드 1
pRotatE	MRR 0.462 Hits@10 0.552 Hits@3 0.479 Hits@1 0.417 MR 2923	RotatE: Knowledge Graph Embedding by Relational Rotation in Complex Space 2019-02-26	코드 1 · 코드 2 · 코드 3 · 코드 4 · 코드 5 · 코드 6 · 코드 7 · 코드 8 · 코드 9 · 코드 10
CP-DURA	MRR 0.478 Hits@10 0.552 Hits@1 0.441	Duality-Induced Regularizer for Tensor Factorization Based Knowledge Graph Completion 2020-11-11	코드 1 · 코드 2 · 코드 3
MEI	MRR 0.481 Hits@10 0.551 Hits@3 0.496 Hits@1 0.444	Multi-Partition Embedding Interaction with Block Term Format for Knowledge Graph Completion 2020-06-29	코드 1 · 코드 2
ProbCBR	MRR 0.48 Hits@10 0.55 Hits@3 0.49 Hits@1 0.43	Probabilistic Case-based Reasoning for Open-World Knowledge Graph Completion 2020-10-07	코드 1
CompGCN	MRR 0.479 Hits@10 0.546 Hits@3 0.494 Hits@1 0.443 MR 3533	Composition-based Multi-Relational Graph Convolutional Networks 2019-11-08	코드 1 · 코드 2 · 코드 3 · 코드 4
ComplEx (SCE w/ LS)	MRR 0.477 Hits@10 0.546 Hits@3 0.491 Hits@1 0.441	Unified Interpretation of Softmax Cross-Entropy and Negative Sampling: With Case Study for Knowledge Graph Embedding 2021-06-14	코드 1
Structure-Aware Convolutional Networks	MRR 0.47 Hits@10 0.54 Hits@3 0.48 Hits@1 0.43	End-to-end Structure-Aware Convolutional Networks for Knowledge Base Completion 2018-11-11	코드 1
ConvR	MRR 0.475 Hits@10 0.537 Hits@3 0.489 Hits@1 0.443	Adaptive Convolution for Multi-Relational Learning 2019-06-01	연결 없음
GenKGC	Hits@10 0.535 Hits@3 0.403 Hits@1 0.287	From Discrimination to Generation: Knowledge Graph Completion with Generative Transformer 2022-02-04	코드 1
InteractE	MRR 0.463 Hits@10 0.528 Hits@1 0.430 MR 5202	InteractE: Improving Convolution-based Knowledge Graph Embeddings by Increasing Feature Interactions 2019-11-01	코드 1
TuckER	MRR 0.470 Hits@10 0.526 Hits@3 0.482 Hits@1 0.443	TuckER: Tensor Factorization for Knowledge Graph Completion 2019-01-28	코드 1 · 코드 2 · 코드 3 · 코드 4 · 코드 5