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 2701–2725 of 2974 papers

TitleStatusHype
Discovering Knowledge Graph Schema from Short Natural Language Text via Dialog—0
SGAligner: 3D Scene Alignment with Scene Graphs—0
Fact or Guesswork? Evaluating Large Language Model's Medical Knowledge with Structured One-Hop Judgment—0
FactSelfCheck: Fact-Level Black-Box Hallucination Detection for LLMs—0
Fact-Tree Reasoning for N-ary Question Answering over Knowledge Graphs—0
Fair comparison of knowledge graphs for question answering—0
Fairness-Aware Explainable Recommendation over Knowledge Graphs—0
Towards Faithful Knowledge Graph Explanation Through Deep Alignment in Commonsense Question Answering—0
Discovering Implicational Knowledge in Wikidata—0
Faithful Path Language Modeling for Explainable Recommendation over Knowledge Graph—0
Unsupervised Fact Checking by Counter-Weighted Positive and Negative Evidential Paths in A Knowledge Graph—0
FAQ-based Question Answering via Knowledge Anchors—0
SignalKG: Towards Reasoning about the Underlying Causes of Sensor Observations—0
Discovering Fine-Grained Semantics in Knowledge Graph Relations—0
Fast-and-Frugal Text-Graph Transformers are Effective Link Predictors—0
Fast Knowledge Graph Completion using Graphics Processing Units—0
Unsupervised Hierarchical Grouping of Knowledge Graph Entities—0
Feature Learning for Meta-Paths in Knowledge Graphs—0
Discover Important Paths in the Knowledge Graph Based on Dynamic Relation Confidence—0
Federated Neural Graph Databases—0
Federated Knowledge Graph Completion via Latent Embedding Sharing and Tensor Factorization—0
Direct Fact Retrieval from Knowledge Graphs without Entity Linking—0
Federated Knowledge Graph Unlearning via Diffusion Model—0
FedMKGC: Privacy-Preserving Federated Multilingual Knowledge Graph Completion—0
FeedLens: Polymorphic Lenses for Personalizing Exploratory Search over Knowledge Graphs—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