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 201250 of 482 papers

TitleStatusHype
Relations Prediction for Knowledge Graph Completion using Large Language Models0
One Subgraph for All: Efficient Reasoning on Opening Subgraphs for Inductive Knowledge Graph Completion0
Knowledge Graph Completion using Structural and Textual EmbeddingsCode0
CausalLP: Learning causal relations with weighted knowledge graph link predictionCode0
HyperMono: A Monotonicity-aware Approach to Hyper-Relational Knowledge RepresentationCode0
Progressive Knowledge Graph CompletionCode0
Zero-Shot Relational Learning for Multimodal Knowledge GraphsCode0
KGExplainer: Towards Exploring Connected Subgraph Explanations for Knowledge Graph Completion0
Harnessing the Power of Large Language Model for Uncertainty Aware Graph ProcessingCode0
IME: Integrating Multi-curvature Shared and Specific Embedding for Temporal Knowledge Graph Completion0
KC-GenRe: A Knowledge-constrained Generative Re-ranking Method Based on Large Language Models for Knowledge Graph CompletionCode0
Counterfactual Reasoning with Knowledge Graph EmbeddingsCode0
HDReason: Algorithm-Hardware Codesign for Hyperdimensional Knowledge Graph Reasoning0
Uncertainty-Aware Relational Graph Neural Network for Few-Shot Knowledge Graph Completion0
Temporal Knowledge Graph Completion with Time-sensitive Relations in Hypercomplex Space0
VN Network: Embedding Newly Emerging Entities with Virtual Neighbors0
Knowledge Graph Assisted Automatic Sports News Writing0
EntailE: Introducing Textual Entailment in Commonsense Knowledge Graph Completion0
Are We Wasting Time? A Fast, Accurate Performance Evaluation Framework for Knowledge Graph Link Predictors0
Progressive Distillation Based on Masked Generation Feature Method for Knowledge Graph CompletionCode0
Edge-Enabled Anomaly Detection and Information Completion for Social Network Knowledge Graphs0
Chain of History: Learning and Forecasting with LLMs for Temporal Knowledge Graph Completion0
Path-based Explanation for Knowledge Graph CompletionCode0
FedMKGC: Privacy-Preserving Federated Multilingual Knowledge Graph Completion0
ConvD: Attention Enhanced Dynamic Convolutional Embeddings for Knowledge Graph Completion0
Federated Knowledge Graph Completion via Latent Embedding Sharing and Tensor Factorization0
Does Pre-trained Language Model Actually Infer Unseen Links in Knowledge Graph Completion?0
DynaSemble: Dynamic Ensembling of Textual and Structure-Based Models for Knowledge Graph CompletionCode0
Unifying Structure and Language Semantic for Efficient Contrastive Knowledge Graph Completion with Structured Entity Anchors0
Distance-Based Propagation for Efficient Knowledge Graph ReasoningCode0
Re-Temp: Relation-Aware Temporal Representation Learning for Temporal Knowledge Graph CompletionCode0
Negative Sampling with Adaptive Denoising Mixup for Knowledge Graph EmbeddingCode0
Leveraging Pre-trained Language Models for Time Interval Prediction in Text-Enhanced Temporal Knowledge GraphsCode0
Prior Bilinear Based Models for Knowledge Graph CompletionCode0
Model-based Subsampling for Knowledge Graph CompletionCode0
Extending Transductive Knowledge Graph Embedding Models for Inductive Logical Relational InferenceCode0
On the Aggregation of Rules for Knowledge Graph Completion0
MoCoSA: Momentum Contrast for Knowledge Graph Completion with Structure-Augmented Pre-trained Language Models0
Inductive Knowledge Graph Completion with GNNs and Rules: An AnalysisCode0
MACO: A Modality Adversarial and Contrastive Framework for Modality-missing Multi-modal Knowledge Graph CompletionCode0
Simple Rule Injection for ComplEx Embeddings0
Towards Semantically Enriched Embeddings for Knowledge Graph Completion0
Fast Knowledge Graph Completion using Graphics Processing Units0
Separate-and-Aggregate: A Transformer-based Patch Refinement Model for Knowledge Graph Completion0
Exploring & Exploiting High-Order Graph Structure for Sparse Knowledge Graph Completion0
DsMtGCN: A Direction-sensitive Multi-task framework for Knowledge Graph Completion0
Relation-Aware Network with Attention-Based Loss for Few-Shot Knowledge Graph Completion0
Contextual Dictionary Lookup for Knowledge Graph Completion0
Revisiting Inferential Benchmarks for Knowledge Graph CompletionCode0
A Comprehensive Survey on Relation Extraction: Recent Advances and New Frontiers0
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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