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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
MoCoKGC	MRR 0.742 Hits@10 0.881 Hits@3 0.792 Hits@1 0.665	MoCoKGC: Momentum Contrast Entity Encoding for Knowledge Graph Completion 2024-11-12	연결 없음
KERMIT	MRR 0.700 Hits@10 0.832 Hits@3 0.738 Hits@1 0.629	KERMIT: Knowledge Graph Completion of Enhanced Relation Modeling with Inverse Transformation 2023-09-26	코드 1
MoCoSA	MRR 0.696 Hits@10 0.82 Hits@3 0.737 Hits@1 0.624	MoCoSA: Momentum Contrast for Knowledge Graph Completion with Structure-Augmented Pre-trained Language Models 2023-08-16	연결 없음
SimKGCIB(+PB+SN)	MRR 0.671 Hits@10 0.817 Hits@3 0.731 Hits@1 0.588	SimKGC: Simple Contrastive Knowledge Graph Completion with Pre-trained Language Models 2022-03-04	코드 1 · 코드 2
C-LMKE(bert-base)	MRR 0.619 Hits@10 0.789 Hits@3 0.671 Hits@1 0.523 MR 79	Language Models as Knowledge Embeddings 2022-06-25	코드 1
LASS	Hits@10 0.786 MR 35	Joint Language Semantic and Structure Embedding for Knowledge Graph Completion 2022-09-19	코드 1
LP-BERT	MRR 0.482 Hits@10 0.752 Hits@3 0.563 Hits@1 0.343 MR 92	Multi-task Pre-training Language Model for Semantic Network Completion 2022-01-13	코드 1
KGLM	MRR 0.467 Hits@10 0.741 Hits@3 0.538 Hits@1 0.330 MR 40.18	KGLM: Integrating Knowledge Graph Structure in Language Models for Link Prediction 2022-11-04	코드 1
StAR(Self-Adp)	MRR 0.401 Hits@10 0.709 Hits@3 0.491 Hits@1 0.243 MR 51	Structure-Augmented Text Representation Learning for Efficient Knowledge Graph Completion 2020-04-30	코드 1
PALT	Hits@10 0.693 MR 61	PALT: Parameter-Lite Transfer of Language Models for Knowledge Graph Completion 2022-10-25	코드 1
LERP	MRR 0.622 Hits@10 0.682 Hits@3 0.634 Hits@1 0.593	Logical Entity Representation in Knowledge-Graphs for Differentiable Rule Learning 2023-05-22	코드 1
NBFNet	MRR 0.551 Hits@10 0.666 Hits@3 0.573 Hits@1 0.497 MR 636	Neural Bellman-Ford Networks: A General Graph Neural Network Framework for Link Prediction 2021-06-13	코드 1 · 코드 2 · 코드 3
DaBR	MRR 0.510 Hits@10 0.622 Hits@3 0.538 Hits@1 0.450 MR 899	Distance-Adaptive Quaternion Knowledge Graph Embedding with Bidirectional Rotation 2024-12-05	코드 1
MLMLM	MRR 0.5017 Hits@10 0.611 Hits@3 0.5418 Hits@1 0.4391 MR 1603	MLMLM: Link Prediction with Mean Likelihood Masked Language Model 2020-09-15	연결 없음
GAAT	MRR 0.467 Hits@10 0.604 Hits@3 0.525 Hits@1 0.424 MR 1270	Knowledge Graph Embedding via Graph Attenuated Attention Networks 2019-12-31	연결 없음
Relphormer	MRR 0.495 Hits@10 0.591 Hits@1 0.448	Relphormer: Relational Graph Transformer for Knowledge Graph Representations 2022-05-22	코드 1
M3GM	MRR 0.4983 Hits@10 0.5902 Hits@1 0.4537	Predicting Semantic Relations using Global Graph Properties 2018-08-27	코드 1
RotH	MRR .496 Hits@10 0.586 Hits@3 0.514 Hits@1 0.449	Low-Dimensional Hyperbolic Knowledge Graph Embeddings 2020-05-01	코드 1 · 코드 2 · 코드 3
DRUM (T=3)	MRR 0.486 Hits@10 0.586 Hits@3 0.513 Hits@1 0.425	DRUM: End-To-End Differentiable Rule Mining On Knowledge Graphs 2019-10-31	코드 1
QuatDE	MRR 0.489 Hits@10 0.586 Hits@3 0.509 Hits@1 0.438 MR 1977	QuatDE: Dynamic Quaternion Embedding for Knowledge Graph Completion 2021-05-19	코드 1
HittER	MRR 0.503 Hits@10 0.584 Hits@3 0.516 Hits@1 0.462	HittER: Hierarchical Transformers for Knowledge Graph Embeddings 2020-08-28	코드 1 · 코드 2 · 코드 3
GC-OTE	MRR 0.491 Hits@10 0.583 Hits@3 0.511 Hits@1 0.442 MR 2715	Orthogonal Relation Transforms with Graph Context Modeling for Knowledge Graph Embedding 2019-11-09	연결 없음
HAKE	MRR 0.497 Hits@10 0.582 Hits@3 0.516 Hits@1 0.452	Learning Hierarchy-Aware Knowledge Graph Embeddings for Link Prediction 2019-11-21	코드 1 · 코드 2 · 코드 3 · 코드 4 · 코드 5 · 코드 6 · 코드 7 · 코드 8 · 코드 9
QuatE	MRR 0.488 Hits@10 0.582 Hits@3 0.508 Hits@1 0.438 MR 2314	Quaternion Knowledge Graph Embeddings 2019-04-23	코드 1
KBGAT	MRR 0.44 Hits@10 0.581 Hits@3 0.483 Hits@1 0.361 MR 1940.0	Learning Attention-based Embeddings for Relation Prediction in Knowledge Graphs 2019-06-04	코드 1 · 코드 2
ConE	MRR 0.496 Hits@10 0.579 Hits@3 0.515 Hits@1 0.453	Modeling Heterogeneous Hierarchies with Relation-specific Hyperbolic Cones 2021-10-28	코드 1
DensE	MRR 0.491 Hits@10 0.579 Hits@3 0.508 Hits@1 0.443 MR 3052	DensE: An Enhanced Non-commutative Representation for Knowledge Graph Embedding with Adaptive Semantic Hierarchy 2020-08-11	코드 1
LineaRE	MRR 0.495 Hits@10 0.578 Hits@3 0.509 Hits@1 0.453 MR 1644	LineaRE: Simple but Powerful Knowledge Graph Embedding for Link Prediction 2020-04-21	코드 1
ComplEx-N3-RP	MRR 0.488 Hits@10 0.578 Hits@3 0.505 Hits@1 0.443	Relation Prediction as an Auxiliary Training Objective for Improving Multi-Relational Graph Representations 2021-10-06	코드 1
SAFRAN (white box, rule based)	MRR 0.502 Hits@10 0.578 Hits@1 0.459	SAFRAN: An interpretable, rule-based link prediction method outperforming embedding models 2021-09-16	코드 1