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

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 1476–1500 of 2974 papers

TitleStatusHype
Mitigating Relational Bias on Knowledge Graphs—0
NQE: N-ary Query Embedding for Complex Query Answering over Hyper-Relational Knowledge GraphsCode1
GraphWOZ: Dialogue Management with Conversational Knowledge GraphsCode0
RAILD: Towards Leveraging Relation Features for Inductive Link Prediction In Knowledge GraphsCode0
A survey on knowledge-enhanced multimodal learning—0
Knowledge Graph Contrastive Learning Based on Relation-Symmetrical Structure—0
Knowledge Graph Refinement based on Triplet BERT-NetworksCode0
Structural Quality Metrics to Evaluate Knowledge Graphs—0
A robust feature reinforcement framework for heterogeneous graphs neural networksCode0
Few-Shot Inductive Learning on Temporal Knowledge Graphs using Concept-Aware Information—0
Empowering Language Models with Knowledge Graph Reasoning for Question Answering—0
Heterogeneous Graph Sparsification for Efficient Representation Learning—0
Mining Mathematical Documents for Question Answering via Unsupervised Formula LabelingCode1
GeoAI for Knowledge Graph Construction: Identifying Causality Between Cascading Events to Support Environmental Resilience Research—0
Biomedical Multi-hop Question Answering Using Knowledge Graph Embeddings and Language Models—0
Alleviating Sparsity of Open Knowledge Graphs with Ternary Contrastive LearningCode0
Hyperbolic Graph Representation Learning: A Tutorial—0
An Ensemble-based approach for assigning text to correct Harmonized system code—0
Query-Specific Knowledge Graphs for Complex Finance Topics—0
Knowledge Graph Embedding: A Survey from the Perspective of Representation Spaces—0
MWO2KG and Echidna: Constructing and exploring knowledge graphs from maintenance dataCode0
EventEA: Benchmarking Entity Alignment for Event-centric Knowledge GraphsCode1
Coarse-to-fine Knowledge Graph Domain Adaptation based on Distantly-supervised Iterative Training—0
KGLM: Integrating Knowledge Graph Structure in Language Models for Link PredictionCode1
Enhancing Patent Retrieval using Text and Knowledge Graph Embeddings: A Technical Note—0
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All datasetsMARS (Multimodal Analogical Reasoning dataSet)JerichoWorldWikiKG90M-LSCFB15k

Benchmark Results

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