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 2201–2250 of 2974 papers

TitleStatusHype
Analysing the Requirements for an Open Research Knowledge Graph: Use Cases, Quality Requirements and Construction Strategies—0
TINKER: A framework for Open source Cyberthreat Intelligence—0
Information Extraction From Co-Occurring Similar Entities—0
Malware Knowledge Graph Generation—0
Improving Scene Graph Classification by Exploiting Knowledge from Texts—0
Generating Fake Cyber Threat Intelligence Using Transformer-Based Models—0
Exploring the Limits of Few-Shot Link Prediction in Knowledge Graphs—0
Materializing Knowledge Bases via Trigger Graphs—0
Learning Graph Representations—0
Typing Errors in Factual Knowledge Graphs: Severity and Possible Ways OutCode0
Automatic Expansion of Domain-Specific Affective Models for Web Intelligence ApplicationsCode0
Commonsense Knowledge Mining from Term DefinitionsCode0
[Re] Improving Multi-hop Question Answering over Knowledge Graphs using Knowledge Base EmbeddingsCode1
Combining pre-trained language models and structured knowledge—0
Towards Entity Alignment in the Open World: An Unsupervised ApproachCode1
Knowledge Generation -- Variational Bayes on Knowledge GraphsCode0
SoftNER: Mining Knowledge Graphs From Cloud Incidents—0
EAGER: Embedding-Assisted Entity Resolution for Knowledge GraphsCode0
Continual Learning of Knowledge Graph EmbeddingsCode1
Temporal Knowledge Graph Forecasting with Neural ODECode1
Knowledge-Enhanced Top-K Recommendation in Poincaré Ball—0
Hyperbolic Deep Neural Networks: A SurveyCode1
Application of Knowledge Graphs to Provide Side Information for Improved Recommendation AccuracyCode1
Reinforcement Learning based Collective Entity Alignment with Adaptive FeaturesCode0
Dynamic Knowledge Graphs as Semantic Memory Model for Industrial Robots—0
How to Train Your Agent to Read and WriteCode1
Topology-aware Tensor Decomposition for Meta-graph Learning—0
KM-BART: Knowledge Enhanced Multimodal BART for Visual Commonsense GenerationCode1
Towards a Linking between WordNet and Wikidata—0
Explainable Subgraph Reasoning for Forecasting on Temporal Knowledge Graphs—0
Differentiable Learning of Graph-like Logical Rules from Knowledge Graphs—0
GraphLog: A Benchmark for Measuring Logical Generalization in Graph Neural NetworksCode1
Learning Contextualized Knowledge Graph Structures for Commonsense Reasoning—0
Tracking the progress of Language Models by extracting their underlying Knowledge Graphs—0
TRACE: Tensorizing and Generalizing Supernets from Neural Architecture Search—0
Box-To-Box Transformation for Modeling Joint Hierarchies—0
xERTE: Explainable Reasoning on Temporal Knowledge Graphs for Forecasting Future LinksCode1
CoCoLM: COmplex COmmonsense Enhanced Language Model with Discourse RelationsCode0
Self-Supervised Hyperboloid Representations from Logical Queries over Knowledge GraphsCode1
Generalized Relation Learning with Semantic Correlation Awareness for Link Prediction—0
Knowledge Graphs Evolution and Preservation -- A Technical Report from ISWS 2019—0
CSKG: The CommonSense Knowledge GraphCode1
T-GAP: Learning to Walk across Time for Temporal Knowledge Graph Completion—0
Lexically-constrained Text Generation through Commonsense Knowledge Extraction and Injection—0
Biomedical Knowledge Graph Refinement and Completion using Graph Representation Learning and Top-K Similarity Measure—0
Distance-aware Molecule Graph Attention Network for Drug-Target Binding Affinity PredictionCode0
A Generalization of Transformer Networks to GraphsCode1
Investigating ADR mechanisms with knowledge graph mining and explainable AI—0
Communicative Message Passing for Inductive Relation ReasoningCode1
Knowledge Graphs in Manufacturing and Production: A Systematic Literature Review—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