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 1201–1225 of 2974 papers

TitleStatusHype
DebateKG: Automatic Policy Debate Case Creation with Semantic Knowledge GraphsCode0
Digital Twins for Patient Care via Knowledge Graphs and Closed-Form Continuous-Time Liquid Neural Networks—0
Structure Guided Multi-modal Pre-trained Transformer for Knowledge Graph Reasoning—0
VerifAI: Verified Generative AI—0
Combating Confirmation Bias: A Unified Pseudo-Labeling Framework for Entity Alignment—0
Power-up! What Can Generative Models Do for Human Computation Workflows?—0
Knowledge Graph for NLG in the context of conversational agents—0
Concept2Box: Joint Geometric Embeddings for Learning Two-View Knowledge Graphs—0
CollabKG: A Learnable Human-Machine-Cooperative Information Extraction Toolkit for (Event) Knowledge Graph ConstructionCode0
Iterative Zero-Shot LLM Prompting for Knowledge Graph Construction—0
StreamE: Learning to Update Representations for Temporal Knowledge Graphs in Streaming ScenariosCode0
Hierarchical Pretraining for Biomedical Term Embeddings—0
Chatlaw: A Multi-Agent Collaborative Legal Assistant with Knowledge Graph Enhanced Mixture-of-Experts Large Language ModelCode5
Towards Few-shot Inductive Link Prediction on Knowledge Graphs: A Relational Anonymous Walk-guided Neural Process ApproachCode1
TransERR: Translation-based Knowledge Graph Embedding via Efficient Relation RotationCode1
DEKGCI: A double-sided recommendation model for integrating knowledge graph and user-item interaction graphCode0
IERL: Interpretable Ensemble Representation Learning -- Combining CrowdSourced Knowledge and Distributed Semantic Representations—0
Mutually Guided Few-shot Learning for Relational Triple ExtractionCode0
Knowledge-Infused Self Attention Transformers—0
Explainable Representations for Relation Prediction in Knowledge GraphsCode0
A Decade of Scholarly Research on Open Knowledge GraphsCode0
Otter-Knowledge: benchmarks of multimodal knowledge graph representation learning from different sources for drug discoveryCode1
Bidirectional End-to-End Learning of Retriever-Reader Paradigm for Entity LinkingCode0
UUKG: Unified Urban Knowledge Graph Dataset for Urban Spatiotemporal PredictionCode1
TuckerDNCaching: high-quality negative sampling with tucker decompositionCode0
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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