SOTAVerified

Knowledge Graphs

A knowledge graph is a structured representation of information that organizes data into nodes (entities) and edges (relationships) to show how different pieces of knowledge are interconnected. It enables enhanced data integration, search, and inference by modeling the relationships between concepts and entities in a graph format.

Papers

Showing 17511775 of 2974 papers

TitleStatusHype
AWAPart: Adaptive Workload-Aware Partitioning of Knowledge Graphs0
The Digitalization of Bioassays in the Open Research Knowledge GraphCode0
WawPart: Workload-Aware Partitioning of Knowledge Graphs0
Augmenting Knowledge Graphs for Better Link PredictionCode0
Improving Question Answering over Knowledge Graphs Using Graph Summarization0
Duality-Induced Regularizer for Semantic Matching Knowledge Graph Embeddings0
Towards Large-Scale Interpretable Knowledge Graph Reasoning for Dialogue SystemsCode1
BIOS: An Algorithmically Generated Biomedical Knowledge Graph0
ECOLA: Enhanced Temporal Knowledge Embeddings with Contextualized Language Representations0
Efficient Federated Learning on Knowledge Graphs via Privacy-preserving Relation Embedding AggregationCode1
Knowledge Graph Embedding Methods for Entity Alignment: An Experimental ReviewCode1
Multimodal Learning on Graphs for Disease Relation ExtractionCode1
Personal Knowledge Graphs: Use Cases in e-learning Platforms0
TegTok: Augmenting Text Generation via Task-specific and Open-world KnowledgeCode0
A Unified Framework for Rank-based Evaluation Metrics for Link Prediction in Knowledge GraphsCode3
Neural Theorem Provers Delineating Search Area Using RNN0
WCL-BBCD: A Contrastive Learning and Knowledge Graph Approach to Named Entity Recognition0
Diversifying Content Generation for Commonsense Reasoning with Mixture of Knowledge Graph ExpertsCode1
Ensemble Semi-supervised Entity Alignment via Cycle-teachingCode0
Semi-constraint Optimal Transport for Entity Alignment with Dangling CasesCode1
An Accurate Unsupervised Method for Joint Entity Alignment and Dangling Entity DetectionCode1
LEMON: LanguagE ModeL for Negative Sampling of Knowledge Graph Embeddings0
ModulE: Module Embedding for Knowledge Graphs0
Scaling R-GCN Training with Graph Summarization0
Flurry: a Fast Framework for Reproducible Multi-layered Provenance Graph Representation Learning0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1MarT_MKGformerMRR0.34Unverified
2MKGformerMRR0.32Unverified
3MarT_FLAVAMRR0.29Unverified
4ViLBERTMRR0.29Unverified
5IKRL (ANALOGY)MRR0.28Unverified
6IKRLMRR0.27Unverified
7ViLTMRR0.26Unverified
8TransAEMRR0.22Unverified
#ModelMetricClaimedVerifiedStatus
1WorldformerSet accuracy39.15Unverified
2Q*BERTSet accuracy32.78Unverified
3GATA-WSet accuracy24.06Unverified
4WorldformerSet accuracy23.22Unverified
5Seq2SeqSet accuracy14.29Unverified
6RulesSet accuracy4.7Unverified
#ModelMetricClaimedVerifiedStatus
1TransE-ConcatTest MRR85.48Unverified
2ComplEx-ConcatTest MRR0.86Unverified
3ComplEx-RoBERTaTest MRR0.72Unverified
4TransE-RoBERTaTest MRR0.63Unverified
#ModelMetricClaimedVerifiedStatus
1COMPLEXMRR0.59Unverified