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 801–825 of 2974 papers

TitleStatusHype
Efficient Knowledge Graph Validation via Cross-Graph Representation Learning—0
Efficient Knowledge Infusion via KG-LLM Alignment—0
Efficiently Embedding Dynamic Knowledge Graphs—0
Efficient Parallel Multi-Hop Reasoning: A Scalable Approach for Knowledge Graph Analysis—0
AceKG: A Large-scale Knowledge Graph for Academic Data Mining—0
Efficient Relational Context Perception for Knowledge Graph Completion—0
Duplicate Detection as a Service—0
Boosting Knowledge Graph-based Recommendations through Confidence-Aware Augmentation with Large Language Models—0
Answer Candidate Type Selection: Text-to-Text Language Model for Closed Book Question Answering Meets Knowledge Graphs—0
Efficient support ticket resolution using Knowledge Graphs—0
Efficient Training and Inference of Hypergraph Reasoning Networks—0
EffiQA: Efficient Question-Answering with Strategic Multi-Model Collaboration on Knowledge Graphs—0
EICopilot: Search and Explore Enterprise Information over Large-scale Knowledge Graphs with LLM-driven Agents—0
A Planet Scale Spatial-Temporal Knowledge Graph Based On OpenStreetMap And H3 Grid—0
Exploring knowledge graph-based neural-symbolic system from application perspective—0
ELiRF-UPV at SemEval-2018 Task 10: Capturing Discriminative Attributes with Knowledge Graphs and Wikipedia—0
Building Trust in Conversational AI: A Comprehensive Review and Solution Architecture for Explainable, Privacy-Aware Systems using LLMs and Knowledge Graph—0
Exploring Naive Bayes Classifiers for Tabular Data to Knowledge Graph Matching—0
Embedding Knowledge Graphs Based on Transitivity and Antisymmetry of Rules—0
Embedding Knowledge Graphs in Degenerate Clifford Algebras—0
EXTRACT: Explainable Transparent Control of Bias in Embeddings—0
Few-Shot Inductive Learning on Temporal Knowledge Graphs using Concept-Aware Information—0
Embedding Models for Episodic Knowledge Graphs—0
Embedding Signals on Knowledge Graphs with Unbalanced Diffusion Earth Mover's Distance—0
From Latent to Lucid: Transforming Knowledge Graph Embeddings into Interpretable Structures with KGEPrisma—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