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 851–900 of 2974 papers

TitleStatusHype
Discriminative Predicate Path Mining for Fact Checking in Knowledge GraphsCode0
KG-BERT: BERT for Knowledge Graph CompletionCode0
KG-CRuSE: Recurrent Walks over Knowledge Graph for Explainable Conversation Reasoning using Semantic EmbeddingsCode0
Discovering Hypernymy in Text-Rich Heterogeneous Information Network by Exploiting Context GranularityCode0
KEPLER: A Unified Model for Knowledge Embedding and Pre-trained Language RepresentationCode0
Discovering emergent connections in quantum physics research via dynamic word embeddingsCode0
Online Detection of Anomalies in Temporal Knowledge Graphs with InterpretabilityCode0
KEHRL: Learning Knowledge-Enhanced Language Representations with Hierarchical Reinforcement LearningCode0
KGUF: Simple Knowledge-aware Graph-based Recommender with User-based Semantic Features FilteringCode0
Knowledge-Enhanced Evidence Retrieval for Counterargument GenerationCode0
Knowledge Hypergraph Embedding Meets Relational AlgebraCode0
Combining Inductive and Deductive Reasoning for Query Answering over Incomplete Knowledge GraphsCode0
Bending the Future: Autoregressive Modeling of Temporal Knowledge Graphs in Curvature-Variable Hyperbolic SpacesCode0
KAMEL : Knowledge Analysis with Multitoken Entities in Language ModelsCode0
Joint Pre-training and Local Re-training: Transferable Representation Learning on Multi-source Knowledge GraphsCode0
KALM: Knowledge-Aware Integration of Local, Document, and Global Contexts for Long Document UnderstandingCode0
K-BERT: Enabling Language Representation with Knowledge GraphCode0
Differentiating Concepts and Instances for Knowledge Graph EmbeddingCode0
Benchmarking neural embeddings for link prediction in knowledge graphs under semantic and structural changesCode0
Jointly Learning Explainable Rules for Recommendation with Knowledge GraphCode0
Differentiable Outlier Detection Enable Robust Deep Multimodal AnalysisCode0
Jointly Learning Propagating Features on the Knowledge Graph for Movie RecommendationCode0
Joint Language Semantic and Structure Embedding for Knowledge Graph CompletionCode0
Dict2vec : Learning Word Embeddings using Lexical DictionariesCode0
Jointly Learning Entity and Relation Representations for Entity AlignmentCode0
MST5 -- Multilingual Question Answering over Knowledge GraphsCode0
A Comparative Study on Structural and Semantic Properties of Sentence EmbeddingsCode0
KBGAN: Adversarial Learning for Knowledge Graph EmbeddingsCode0
Dialogue Benchmark Generation from Knowledge Graphs with Cost-Effective Retrieval-Augmented LLMsCode0
Iterative Entity Alignment via Joint Knowledge EmbeddingsCode0
Enriching Documents with Compact, Representative, Relevant Knowledge GraphsCode0
Enriching Ontologies with Disjointness Axioms using Large Language ModelsCode0
Diachronic Embedding for Temporal Knowledge Graph CompletionCode0
IRT2: Inductive Linking and Ranking in Knowledge Graphs of Varying ScaleCode0
Iteratively Learning Representations for Unseen Entities with Inter-Rule CorrelationsCode0
Multilingual Knowledge Graph Embeddings for Cross-lingual Knowledge AlignmentCode0
Be Concise and Precise: Synthesizing Open-Domain Entity Descriptions from FactsCode0
Interpretable Multi-hop Reasoning for Forecasting Future Links on Temporal Knowledge GraphsCode0
A Dual-Perspective Metaphor Detection Framework Using Large Language ModelsCode0
Development of a Knowledge Graph Embeddings Model for PainCode0
On the Ambiguity of Rank-Based Evaluation of Entity Alignment or Link Prediction MethodsCode0
Bayes EMbedding (BEM): Refining Representation by Integrating Knowledge Graphs and Behavior-specific NetworksCode0
Entity Alignment with Noisy Annotations from Large Language ModelsCode0
InterFeat: An Automated Pipeline for Finding Interesting Hypotheses in Structured Biomedical DataCode0
Detection-Fusion for Knowledge Graph Extraction from VideosCode0
Interleaving GANs with knowledge graphs to support design creativity for book coversCode0
Integrating Social Determinants of Health into Knowledge Graphs: Evaluating Prediction Bias and Fairness in HealthcareCode0
Barack's Wife Hillary: Using Knowledge Graphs for Fact-Aware Language ModelingCode0
Choose your Data Wisely: A Framework for Semantic CounterfactualsCode0
Detecting Cross-Language Plagiarism using Open Knowledge GraphsCode0
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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