Papers with Code · CC BY-SA 4.0

FB15k-237

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
NBFNet	MRR 0.415 Hits@10 0.599 Hits@3 0.454 Hits@1 0.321 MR 114	Neural Bellman-Ford Networks: A General Graph Neural Network Framework for Link Prediction 2021-06-13	코드 1 · 코드 2 · 코드 3
KG-R3 (this work)	MRR 0.39 Hits@3 0.413 Hits@1 0.315	A Retrieve-and-Read Framework for Knowledge Graph Link Prediction 2022-12-19	코드 1
Relphormer	MRR 0.371 Hits@10 0.481 Hits@1 0.314	Relphormer: Relational Graph Transformer for Knowledge Graph Representations 2022-05-22	코드 1
MetaSD	MRR 0.391 Hits@10 0.571 Hits@3 0.428 Hits@1 0.300	Self-Distillation with Meta Learning for Knowledge Graph Completion 2023-05-20	코드 1
ComplEx-N3-RP	MRR 0.389 Hits@10 0.568 Hits@3 0.424 Hits@1 0.298 MR 163	Relation Prediction as an Auxiliary Training Objective for Improving Multi-Relational Graph Representations 2021-10-06	코드 1
SAFRAN	MRR 0.389 Hits@10 0.537 Hits@1 0.298	SAFRAN: An interpretable, rule-based link prediction method outperforming embedding models 2021-09-16	코드 1
MoCoKGC	MRR 0.391 Hits@10 0.580 Hits@3 0.431 Hits@1 0.296	MoCoKGC: Momentum Contrast Entity Encoding for Knowledge Graph Completion 2024-11-12	연결 없음
MoCoSA	MRR 0.387 Hits@10 0.578 Hits@3 0.42 Hits@1 0.292	MoCoSA: Momentum Contrast for Knowledge Graph Completion with Structure-Augmented Pre-trained Language Models 2023-08-16	연결 없음
kNN-KGE	MRR 0.370 Hits@10 0.550 Hits@3 0.404 Hits@1 0.280 MR 185	Reasoning Through Memorization: Nearest Neighbor Knowledge Graph Embeddings 2022-01-14	코드 1
ComplEx-DURA	MRR 0.371 Hits@10 0.560 Hits@1 0.276	Duality-Induced Regularizer for Tensor Factorization Based Knowledge Graph Completion 2020-11-11	코드 1 · 코드 2 · 코드 3
MEIM	MRR 0.369 Hits@10 0.557 Hits@3 0.406 Hits@1 0.274	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
NePTuNe	MRR 0.366 Hits@10 0.547 Hits@3 0.404 Hits@1 0.272	NePTuNe: Neural Powered Tucker Network for Knowledge Graph Completion 2021-04-15	코드 1
MEI	MRR 0.365 Hits@10 0.552 Hits@3 0.402 Hits@1 0.271	Multi-Partition Embedding Interaction with Block Term Format for Knowledge Graph Completion 2020-06-29	코드 1 · 코드 2
SE-GNN (ours)	MRR 0.365 Hits@10 0.549 Hits@3 0.399 Hits@1 0.271 MR 157	How Does Knowledge Graph Embedding Extrapolate to Unseen Data: A Semantic Evidence View 2021-09-24	코드 1
RESCAL (SCE w/ LS pretrained)	MRR 0.364 Hits@10 0.55 Hits@3 0.402 Hits@1 0.269	Unified Interpretation of Softmax Cross-Entropy and Negative Sampling: With Case Study for Knowledge Graph Embedding 2021-06-14	코드 1
RESCAL (SCE w/ LS)	MRR 0.363 Hits@10 0.548 Hits@3 0.4 Hits@1 0.269	Unified Interpretation of Softmax Cross-Entropy and Negative Sampling: With Case Study for Knowledge Graph Embedding 2021-06-14	코드 1
QuatDE	MRR 0.365 Hits@10 0.563 Hits@3 0.40 Hits@1 0.268 MR 90	QuatDE: Dynamic Quaternion Embedding for Knowledge Graph Completion 2021-05-19	코드 1
SAttLE	MRR 0.36 Hits@10 0.545 Hits@3 0.396 Hits@1 0.268	Self-attention Presents Low-dimensional Knowledge Graph Embeddings for Link Prediction 2021-12-20	코드 1
GC-OTE	MRR 0.361 Hits@10 0.550 Hits@3 0.396 Hits@1 0.267 MR 154	Orthogonal Relation Transforms with Graph Context Modeling for Knowledge Graph Embedding 2019-11-09	연결 없음
StAR	MRR 0.365 Hits@10 0.562 Hits@3 0.404 Hits@1 0.266 MR 117	Structure-Augmented Text Representation Learning for Efficient Knowledge Graph Completion 2020-04-30	코드 1
KERMIT	MRR 0.359 Hits@10 0.547 Hits@3 0.396 Hits@1 0.266	KERMIT: Knowledge Graph Completion of Enhanced Relation Modeling with Inverse Transformation 2023-09-26	코드 1
TuckER	MRR 0.358 Hits@10 0.544 Hits@3 0.394 Hits@1 0.266	TuckER: Tensor Factorization for Knowledge Graph Completion 2019-01-28	코드 1 · 코드 2 · 코드 3 · 코드 4 · 코드 5
RotatE + GreenKGC (Ours)	MRR 0.345 Hits@10 0.507 Hits@3 0.369 Hits@1 0.265	GreenKGC: A Lightweight Knowledge Graph Completion Method 2022-08-19	코드 1
LineaRE	MRR 0.357 Hits@10 0.545 Hits@3 0.391 Hits@1 0.264 MR 155	LineaRE: Simple but Powerful Knowledge Graph Embedding for Link Prediction 2020-04-21	코드 1
CompGCN	MRR 0.355 Hits@10 0.535 Hits@3 0.390 Hits@1 0.264 MR 197	Composition-based Multi-Relational Graph Convolutional Networks 2019-11-08	코드 1 · 코드 2 · 코드 3 · 코드 4
TuckER-RP	MRR 0.354 Hits@10 0.535 Hits@3 0.388 Hits@1 0.264	Relation Prediction as an Auxiliary Training Objective for Improving Multi-Relational Graph Representations 2021-10-06	코드 1
InteractE	MRR 0.354 Hits@10 0.535 Hits@1 0.263 MR 172	InteractE: Improving Convolution-based Knowledge Graph Embeddings by Increasing Feature Interactions 2019-11-01	코드 1
RESCAL + Decom	MRR 0.354 Hits@10 0.536 Hits@3 0.388 Hits@1 0.261	Decompressing Knowledge Graph Representations for Link Prediction 2019-11-11	코드 1
ConvR	MRR 0.350 Hits@10 0.528 Hits@3 0.385 Hits@1 0.261	Adaptive Convolution for Multi-Relational Learning 2019-06-01	연결 없음
Structure-Aware Convolutional Networks	MRR 0.35 Hits@10 0.54 Hits@3 0.39 Hits@1 0.26	End-to-end Structure-Aware Convolutional Networks for Knowledge Base Completion 2018-11-11	코드 1