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 301350 of 482 papers

TitleStatusHype
Predicting from a Different Perspective: A Re-ranking Model for Inductive Knowledge Graph Completion0
Pre-training Transformers for Knowledge Graph Completion0
Pretrain-KGEs: Learning Knowledge Representation from Pretrained Models for Knowledge Graph Embeddings0
ProjB: An Improved Bilinear Biased ProjE model for Knowledge Graph Completion0
Prompted Meta-Learning for Few-shot Knowledge Graph Completion0
Pseudo-Riemannian Embedding Models for Multi-Relational Graph Representations0
PubGraph: A Large-Scale Scientific Knowledge Graph0
QuatE-D: A Distance-Based Quaternion Model for Knowledge Graph Embedding0
Query-Enhanced Adaptive Semantic Path Reasoning for Inductive Knowledge Graph Completion0
RatE: Relation-Adaptive Translating Embedding for Knowledge Graph Completion0
ReadE: Learning Relation-Dependent Entity Representation for Knowledge Graph Completion0
Reinforced Anytime Bottom Up Rule Learning for Knowledge Graph Completion0
Relation Adversarial Network for Low Resource Knowledge Graph Completion0
Relation-Aware Network with Attention-Based Loss for Few-Shot Knowledge Graph Completion0
Relation-dependent Contrastive Learning with Cluster Sampling for Inductive Relation Prediction0
Relation Prediction for Unseen-Entities Using Entity-Word Graphs0
Relations Prediction for Knowledge Graph Completion using Large Language Models0
Re-thinking Knowledge Graph Completion Evaluation from an Information Retrieval Perspective0
Rethinking Regularization Methods for Knowledge Graph Completion0
Retrieval, Reasoning, Re-ranking: A Context-Enriched Framework for Knowledge Graph Completion0
Revisiting Evaluation of Knowledge Base Completion Models0
RotateQVS: Representing Temporal Information as Rotations in Quaternion Vector Space for Temporal Knowledge Graph Completion0
RTFE: A Recursive Temporal Fact Embedding Framework for Temporal Knowledge Graph Completion0
Scientific Hypothesis Generation and Validation: Methods, Datasets, and Future Directions0
Separate-and-Aggregate: A Transformer-based Patch Refinement Model for Knowledge Graph Completion0
Sequence-to-Sequence Knowledge Graph Completion and Question Answering0
Simple Rule Injection for ComplEx Embeddings0
Soft Marginal TransE for Scholarly Knowledge Graph Completion0
Soft Reasoning Paths for Knowledge Graph Completion0
Spatio-Temporal Urban Knowledge Graph Enabled Mobility Prediction0
Step out of KG: Knowledge Graph Completion via Knowledgeable Retrieval and Reading Comprehension0
Switch Spaces: Learning Product Spaces with Sparse Gating0
TaCE: Time-aware Convolutional Embedding Learning for Temporal Knowledge Graph Completion0
Temporal Knowledge Graph Completion: A Survey0
Temporal Knowledge Graph Completion with Approximated Gaussian Process Embedding0
Temporal Knowledge Graph Completion with Time-sensitive Relations in Hypercomplex Space0
T-GAP: Learning to Walk across Time for Temporal Knowledge Graph Completion0
Theoretical Rule-based Knowledge Graph Reasoning by Connectivity Dependency Discovery0
Time-dependent Entity Embedding is not All You Need: A Re-evaluation of Temporal Knowledge Graph Completion Models under a Unified Framework0
TorusE: Knowledge Graph Embedding on a Lie Group0
Towards Bengali WordNet Enrichment using Knowledge Graph Completion Techniques0
Data Poisoning Attack against Knowledge Graph Embedding0
Towards Loosely-Coupling Knowledge Graph Embeddings and Ontology-based Reasoning0
Towards Pattern-aware Data Augmentation for Temporal Knowledge Graph Completion0
Towards Semantically Enriched Embeddings for Knowledge Graph Completion0
Towards Time-Aware Knowledge Graph Completion0
Transductive Data Augmentation with Relational Path Rule Mining for Knowledge Graph Embedding0
Transformer-Based Multimodal Knowledge Graph Completion with Link-Aware Contexts0
Triple Classification for Scholarly Knowledge Graph Completion0
Type-augmented Relation Prediction in Knowledge Graphs0
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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