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 1701–1725 of 2974 papers

TitleStatusHype
Joint Semantic and Structural Representation Learning for Enhancing User Preference Modelling—0
LogicRec: Recommendation with Users' Logical RequirementsCode0
BERT Based Clinical Knowledge Extraction for Biomedical Knowledge Graph Construction and Analysis—0
Enabling knowledge discovery in natural hazard engineering datasets on DesignSafeCode0
Semantics, Ontology and Explanation—0
On the Potential of Artificial Intelligence Chatbots for Data Exploration of Federated Bioinformatics Knowledge Graphs—0
SARF: Aliasing Relation Assisted Self-Supervised Learning for Few-shot Relation Reasoning—0
An Ecosystem for Personal Knowledge Graphs: A Survey and Research Roadmap—0
PaTeCon: A Pattern-Based Temporal Constraint Mining Method for Conflict Detection on Knowledge GraphsCode0
Towards Unified AI Drug Discovery with Multiple Knowledge Modalities—0
Syntactic Complexity Identification, Measurement, and Reduction Through Controlled Syntactic SimplificationCode0
Rethinking Complex Queries on Knowledge Graphs with Neural Link PredictorsCode0
SEA: A Scalable Entity Alignment SystemCode0
HiPrompt: Few-Shot Biomedical Knowledge Fusion via Hierarchy-Oriented Prompting—0
AGI for Agriculture—0
Using Multiple RDF Knowledge Graphs for Enriching ChatGPT Responses—0
Deep Active Alignment of Knowledge Graph Entities and SchemataCode0
EVKG: An Interlinked and Interoperable Electric Vehicle Knowledge Graph for Smart Transportation SystemCode0
Investigating Graph Structure Information for Entity Alignment with Dangling Cases—0
Incorporating Structured Sentences with Time-enhanced BERT for Fully-inductive Temporal Relation Prediction—0
DREAM: Adaptive Reinforcement Learning based on Attention Mechanism for Temporal Knowledge Graph Reasoning—0
Toward Practical Entity Alignment Method Design: Insights from New Highly Heterogeneous Knowledge Graph DatasetsCode0
High-Throughput Vector Similarity Search in Knowledge Graphs—0
Attribute-Consistent Knowledge Graph Representation Learning for Multi-Modal Entity Alignment—0
Knowledge Graphs in Practice: Characterizing their Users, Challenges, and Visualization OpportunitiesCode0
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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