SOTAVerified

Knowledge Graph Completion

Knowledge graphs $G$ are represented as a collection of triples $\{(h, r, t)\}\subseteq E\times R\times E$, where $E$ and $R$ are the entity set and relation set. The task of Knowledge Graph Completion is to either predict unseen relations $r$ between two existing entities: $(h, ?, t)$ or predict the tail entity $t$ given the head entity and the query relation: $(h, r, ?)$.

Source: One-Shot Relational Learning for Knowledge Graphs

Papers

Showing 451482 of 482 papers

TitleStatusHype
DSKG: A Deep Sequential Model for Knowledge Graph CompletionCode0
Knowledge Graph Completion to Predict Polypharmacy Side Effects0
Learning Sequence Encoders for Temporal Knowledge Graph CompletionCode0
One-Shot Relational Learning for Knowledge GraphsCode0
A Capsule Network-based Embedding Model for Knowledge Graph Completion and Search PersonalizationCode1
A Sequence Learning Method for Domain-Specific Entity Linking0
Type-Sensitive Knowledge Base Inference Without Explicit Type SupervisionCode0
A Multimodal Translation-Based Approach for Knowledge Graph Representation Learning0
Neural Tensor Networks with Diagonal Slice Matrices0
Expeditious Generation of Knowledge Graph EmbeddingsCode0
TorusE: Knowledge Graph Embedding on a Lie Group0
Open-World Knowledge Graph CompletionCode0
On Multi-Relational Link Prediction with Bilinear Models0
Retrofitting Distributional Embeddings to Knowledge Graphs with Functional RelationsCode0
Iterative Entity Alignment via Joint Knowledge EmbeddingsCode0
Bridge Text and Knowledge by Learning Multi-Prototype Entity Mention Embedding0
Joint Matrix-Tensor Factorization for Knowledge Base InferenceCode0
Does William Shakespeare REALLY Write Hamlet? Knowledge Representation Learning with ConfidenceCode0
A survey of embedding models of entities and relationships for knowledge graph completionCode0
Embedding Knowledge Graphs Based on Transitivity and Antisymmetry of Rules0
Knowledge Graph Completion via Complex Tensor FactorizationCode0
On the Equivalence of Holographic and Complex Embeddings for Link Prediction0
Towards Time-Aware Knowledge Graph Completion0
ProjE: Embedding Projection for Knowledge Graph CompletionCode0
Joint Representation Learning of Text and Knowledge for Knowledge Graph Completion0
Image-embodied Knowledge Representation LearningCode0
A Translation-Based Knowledge Graph Embedding Preserving Logical Property of Relations0
Knowledge Transfer with Medical Language Embeddings0
Type-Constrained Representation Learning in Knowledge Graphs0
Knowledge Graph Embedding via Dynamic Mapping MatrixCode0
Learning Entity and Relation Embeddings for Knowledge Graph CompletionCode0
Knowledge Graph and Text Jointly Embedding0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1KBGATHits@1062.6Unverified
2HAKEHits@1054.2Unverified
3PKGCHits@1048.7Unverified
4KBATHits@146Unverified
#ModelMetricClaimedVerifiedStatus
1JMACMRR44.6Unverified
2AlignKGCMRR41.3Unverified
3SS-AGAMRR32.1Unverified
#ModelMetricClaimedVerifiedStatus
1JMACMRR71.7Unverified
2AlignKGCMRR69.4Unverified
3SS-AGAMRR35.3Unverified
#ModelMetricClaimedVerifiedStatus
1JMACMRR64.5Unverified
2AlignKGCMRR59.5Unverified
3SS-AGAMRR36.6Unverified
#ModelMetricClaimedVerifiedStatus
1HAKEHits@30.52Unverified
2KBGATHits@30.48Unverified
#ModelMetricClaimedVerifiedStatus
1KTUP (soft)Hits@1060.75Unverified
#ModelMetricClaimedVerifiedStatus
1KTUP (soft)Hits@1048.9Unverified