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 2026–2050 of 2974 papers

TitleStatusHype
Dual Embodied-Symbolic Concept Representations for Deep Learning—0
Improving Time Sensitivity for Question Answering over Temporal Knowledge Graphs—0
From Unstructured Text to Causal Knowledge Graphs: A Transformer-Based Approach—0
Rule Mining over Knowledge Graphs via Reinforcement Learning—0
MixKG: Mixing for harder negative samples in knowledge graph—0
Unleashing the Power of Transformer for Graphs—0
Geometric Algebra based Embeddings for Static and Temporal Knowledge Graph Completion—0
Discovering Fine-Grained Semantics in Knowledge Graph Relations—0
Mining On Alzheimer's Diseases Related Knowledge Graph to Identity Potential AD-related Semantic Triples for Drug Repurposing—0
Learning to Discover Medicines—0
On the Relationship between Shy and Warded Datalog+/-—0
Multi-Modal Knowledge Graph Construction and Application: A Survey—0
InterHT: Knowledge Graph Embeddings by Interaction between Head and Tail Entities—0
Complexity of Arithmetic in Warded Datalog+-—0
Computing Rule-Based Explanations of Machine Learning Classifiers using Knowledge Graphs—0
Towards Loosely-Coupling Knowledge Graph Embeddings and Ontology-based Reasoning—0
Towards a Theoretical Understanding of Word and Relation Representation—0
Learning Representations of Entities and Relations—0
Leveraging class abstraction for commonsense reinforcement learning via residual policy gradient methodsCode0
Ontology-enhanced Prompt-tuning for Few-shot Learning—0
A Survey on Visual Transfer Learning using Knowledge Graphs—0
Jointly Learning Knowledge Embedding and Neighborhood Consensus with Relational Knowledge Distillation for Entity Alignment—0
Taxonomy Enrichment with Text and Graph Vector Representations—0
Enhanced Knowledge Graphs Using Typed Entailment Graphs—0
COPA-SSE: Semi-structured Explanations for Commonsense ReasoningCode0
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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