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

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Showing 1251–1300 of 2974 papers

TitleStatusHype
Adaptive Stochastic Weight AveragingCode0
How to make latent factors interpretable by feeding Factorization machines with knowledge graphsCode0
Aligning Knowledge Graphs Provided by Humans and Generated from Neural Networks in Specific TasksCode0
Improving the Robustness of Knowledge-Grounded Dialogue via Contrastive LearningCode0
Finding Streams in Knowledge Graphs to Support Fact CheckingCode0
Finding Paths for Explainable MOOC Recommendation: A Learner PerspectiveCode0
Incorporating Domain Knowledge into Medical NLI using Knowledge GraphsCode0
HybridFC: A Hybrid Fact-Checking Approach for Knowledge GraphsCode0
Finding Motifs in Knowledge Graphs using CompressionCode0
Compositional Generalization with Grounded Language ModelsCode0
Improving Multi-hop Logical Reasoning in Knowledge Graphs with Context-Aware Query Representation LearningCode0
Improving Knowledge Graph Embedding Using Simple ConstraintsCode0
Complex Sequential Question Answering: Towards Learning to Converse Over Linked Question Answer Pairs with a Knowledge GraphCode0
Few-shot Knowledge Graph Relational Reasoning via Subgraph AdaptationCode0
Few-Shot Knowledge Graph CompletionCode0
Hyperbolic Hierarchical Knowledge Graph Embeddings for Link Prediction in Low DimensionsCode0
Improving Hyper-Relational Knowledge Graph CompletionCode0
Improving rule mining via embedding-based link predictionCode0
Intermediate triple table: A general architecture for virtual knowledge graphsCode0
Large-scale Multi-granular Concept Extraction Based on Machine Reading ComprehensionCode0
Relation-Aware Question Answering for Heterogeneous Knowledge GraphsCode0
Few-Shot Inductive Learning on Temporal Knowledge Graphs using Concept-Aware Information—0
FeedLens: Polymorphic Lenses for Personalizing Exploratory Search over Knowledge Graphs—0
FedMKGC: Privacy-Preserving Federated Multilingual Knowledge Graph Completion—0
Federated Knowledge Graph Unlearning via Diffusion Model—0
Complex Question Answering on knowledge graphs using machine translation and multi-task learning—0
Federated Knowledge Graph Completion via Latent Embedding Sharing and Tensor Factorization—0
Federated Neural Graph Databases—0
A State-transition Framework to Answer Complex Questions over Knowledge Base—0
Feature Learning for Meta-Paths in Knowledge Graphs—0
Fast Knowledge Graph Completion using Graphics Processing Units—0
Fast-and-Frugal Text-Graph Transformers are Effective Link Predictors—0
Complexity of Arithmetic in Warded Datalog+-—0
FAQ-based Question Answering via Knowledge Anchors—0
Complex and Holographic Embeddings of Knowledge Graphs: A Comparison—0
Association Rules Enhanced Knowledge Graph Attention Network—0
AliCG: Fine-grained and Evolvable Conceptual Graph Construction for Semantic Search at Alibaba—0
Faithful Path Language Modeling for Explainable Recommendation over Knowledge Graph—0
Towards Faithful Knowledge Graph Explanation Through Deep Alignment in Commonsense Question Answering—0
Fairness-Aware Explainable Recommendation over Knowledge Graphs—0
Comparison of Metadata Representation Models for Knowledge Graph Embeddings—0
Fair comparison of knowledge graphs for question answering—0
Fact-Tree Reasoning for N-ary Question Answering over Knowledge Graphs—0
FactSelfCheck: Fact-Level Black-Box Hallucination Detection for LLMs—0
Fact or Guesswork? Evaluating Large Language Model's Medical Knowledge with Structured One-Hop Judgment—0
Company Competition Graph—0
Compact Lexicon Selection with Spectral Methods—0
Fact Checking via Path Embedding and Aggregation—0
FabKG: A Knowledge graph of Manufacturing Science domain utilizing structured and unconventional unstructured knowledge source—0
Extraction of Diagnostic Reasoning Relations for Clinical 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