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 951–975 of 2974 papers

TitleStatusHype
DREIFLUSS: A Minimalist Approach for Table Matching—0
Adversarial Transformer Language Models for Contextual Commonsense Inference—0
Generating Reliable Adverse event Profiles for Health through Automated Integrated Data (GRAPH-AID): A Semi-Automated Ontology Building Approach—0
Generations of Knowledge Graphs: The Crazy Ideas and the Business Impact—0
Explainable Session-based Recommendation via Path Reasoning—0
Explainable Sparse Knowledge Graph Completion via High-order Graph Reasoning Network—0
Explainable Subgraph Reasoning for Forecasting on Temporal Knowledge Graphs—0
Explaining GNN over Evolving Graphs using Information Flow—0
DREAM: Adaptive Reinforcement Learning based on Attention Mechanism for Temporal Knowledge Graph Reasoning—0
Explaining Knowledge Graph Embedding via Latent Rule Learning—0
Combating Confirmation Bias: A Unified Pseudo-Labeling Framework for Entity Alignment—0
Exploiting Global Semantic Similarities in Knowledge Graphs by Relational Prototype Entities—0
Exploiting Hybrid Semantics of Relation Paths for Multi-hop Question Answering Over Knowledge Graphs—0
Exploiting Knowledge Graphs for Facilitating Product/Service Discovery—0
GS-KGC: A Generative Subgraph-based Framework for Knowledge Graph Completion with Large Language Models—0
Combining Embedding-Based and Semantic-Based Models for Post-hoc Explanations in Recommender Systems—0
BioLORD-2023: Semantic Textual Representations Fusing LLM and Clinical Knowledge Graph Insights—0
Exploiting Transitivity Constraints for Entity Matching in Knowledge Graphs—0
Exploration and Discovery of the COVID-19 Literature through Semantic Visualization—0
Exploratory Neural Relation Classification for Domain Knowledge Acquisition—0
Explore then Determine: A GNN-LLM Synergy Framework for Reasoning over Knowledge Graph—0
Exploring Graph Neural Networks for Stock Market Predictions with Rolling Window Analysis—0
Exploring In-Context Learning Capabilities of Foundation Models for Generating Knowledge Graphs from Text—0
Exploring knowledge graph-based neural-symbolic system from application perspective—0
An Open Knowledge Graph-Based Approach for Mapping Concepts and Requirements between the EU AI Act and International Standards—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