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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 1901–1950 of 2974 papers

TitleStatusHype
A Review of Knowledge Graph Completion—0
KGxBoard: Explainable and Interactive Leaderboard for Evaluation of Knowledge Graph Completion Models—0
Jointly Learning Propagating Features on the Knowledge Graph for Movie RecommendationCode0
Repurposing Knowledge Graph Embeddings for Triple Representation via Weak SupervisionCode0
Utilizing Language Models to Expand Vision-Based Commonsense Knowledge GraphsCode0
Knowledge Graph Curation: A Practical Framework—0
Getting Quechua Closer to Final Users through Knowledge Graphs—0
Steps to Knowledge Graphs Quality Assessment—0
FeedLens: Polymorphic Lenses for Personalizing Exploratory Search over Knowledge Graphs—0
ProjB: An Improved Bilinear Biased ProjE model for Knowledge Graph Completion—0
An Answer Verbalization Dataset for Conversational Question Answerings over Knowledge Graphs—0
GSim: A Graph Neural Network based Relevance Measure for Heterogeneous Graphs—0
ForecastTKGQuestions: A Benchmark for Temporal Question Answering and Forecasting over Temporal Knowledge GraphsCode0
Engineering Semantic Communication: A Survey—0
SignalKG: Towards Reasoning about the Underlying Causes of Sensor Observations—0
Integrating Knowledge Graph embedding and pretrained Language Models in Hypercomplex SpacesCode0
CAPD: A Context-Aware, Policy-Driven Framework for Secure and Resilient IoBT Operations—0
Recognizing and Extracting Cybersecurtity-relevant Entities from Text—0
Stochastic Parallelizable Eigengap Dilation for Large Graph Clustering—0
Entity Type Prediction Leveraging Graph Walks and Entity Descriptions—0
AutoWeird: Weird Translational Scoring Function Identified by Random Search—0
V-Coder: Adaptive AutoEncoder for Semantic Disclosure in Knowledge Graphs—0
Duplicate Detection as a Service—0
Efficient Dependency Analysis for Rule-Based OntologiesCode0
On a Generalized Framework for Time-Aware Knowledge Graphs—0
Step by step: a hierarchical framework for multi-hop knowledge graph reasoning with reinforcement learningCode0
RT-KGD: Relation Transition Aware Knowledge-Grounded Dialogue GenerationCode0
Explainable Sparse Knowledge Graph Completion via High-order Graph Reasoning Network—0
Healthcare Knowledge Graph Construction: State-of-the-art, open issues, and opportunities—0
Lessons from Deep Learning applied to Scholarly Information Extraction: What Works, What Doesn't, and Future DirectionsCode0
VEM^2L: A Plug-and-play Framework for Fusing Text and Structure Knowledge on Sparse Knowledge Graph Completion—0
Disentangled Action Recognition with Knowledge Bases—0
Assessing the Effects of Hyperparameters on Knowledge Graph Embedding QualityCode0
PerKGQA: Question Answering over Personalized Knowledge Graphs—0
Improving Conversational Recommendation Systems’ Quality with Context-Aware Item Meta-Information—0
Learning to Borrow– Relation Representation for Without-Mention Entity-Pairs for Knowledge Graph CompletionCode0
A Systematic Survey of Text Worlds as Embodied Natural Language Environments—0
Enriching Wikidata with Linked Open Data—0
Does it Really Generalize Well on Unseen Data? Systematic Evaluation of Relational Triple Extraction Methods—0
ComDensE : Combined Dense Embedding of Relation-aware and Common Features for Knowledge Graph CompletionCode0
Geo-Situation for Modeling Causality of Geo-Events in Knowledge Graphs—0
Signal Knowledge GraphCode0
Can Language Models Capture Graph Semantics? From Graphs to Language Model and Vice-Versa—0
Statistical and Neural Methods for Cross-lingual Entity Label Mapping in Knowledge Graphs—0
Exploiting Global Semantic Similarities in Knowledge Graphs by Relational Prototype Entities—0
Collaborative Knowledge Graph Fusion by Exploiting the Open Corpus—0
CoSe-Co: Text Conditioned Generative CommonSense Contextualizer—0
Symbolic image detection using scene and knowledge graphsCode0
Temporal Inductive Logic Reasoning over HypergraphsCode0
Modularized Transfer Learning with Multiple Knowledge Graphs for Zero-shot Commonsense Reasoning—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