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 2826–2850 of 2974 papers

TitleStatusHype
Explainable Enrichment-Driven GrAph Reasoner (EDGAR) for Large Knowledge Graphs with Applications in Drug RepurposingCode0
Conversational Exploratory Search of Scholarly Publications Using Knowledge GraphsCode0
A Hierarchical N-Gram Framework for Zero-Shot Link PredictionCode0
Explaining and visualizing black-box models through counterfactual pathsCode0
eXpath: Explaining Knowledge Graph Link Prediction with Ontological Closed Path RulesCode0
Contrastive Representation Learning for Conversational Question Answering over Knowledge GraphsCode0
Expanding the Scope: Inductive Knowledge Graph Reasoning with Multi-Starting Progressive PropagationCode0
Multi-relational Poincaré Graph EmbeddingsCode0
The Geometry of Distributed Representations for Better Alignment, Attenuated Bias, and Improved InterpretabilityCode0
Multi-Task Feature Learning for Knowledge Graph Enhanced RecommendationCode0
A Survey of Link Prediction in N-ary Knowledge GraphsCode0
Expanding End-to-End Question Answering on Differentiable Knowledge Graphs with IntersectionCode0
A Study on Knowledge Graph Embeddings and Graph Neural Networks for Web Of ThingsCode0
Multi-view Contrastive Learning for Entity Typing over Knowledge GraphsCode0
Multi-view Inference for Relation Extraction with Uncertain KnowledgeCode0
Multi-view Knowledge Graph Embedding for Entity AlignmentCode0
EvoLearner: Learning Description Logics with Evolutionary AlgorithmsCode0
Contextualized Structural Self-supervised Learning for Ontology MatchingCode0
Mutually Guided Few-shot Learning for Relational Triple ExtractionCode0
ConTextual: Improving Clinical Text Summarization in LLMs with Context-preserving Token Filtering and Knowledge GraphsCode0
Sangrahaka: A Tool for Annotating and Querying Knowledge GraphsCode0
EVKG: An Interlinked and Interoperable Electric Vehicle Knowledge Graph for Smart Transportation SystemCode0
MWO2KG and Echidna: Constructing and exploring knowledge graphs from maintenance dataCode0
Evidence-Focused Fact Summarization for Knowledge-Augmented Zero-Shot Question AnsweringCode0
What Does My QA Model Know? Devising Controlled Probes using Expert KnowledgeCode0
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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