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 2526–2550 of 2974 papers

TitleStatusHype
Deep Graph Matching ConsensusCode1
Sentiment and Knowledge Based Algorithmic Trading with Deep Reinforcement Learning—0
A Neural Architecture for Person Ontology population—0
A Physical Embedding Model for Knowledge GraphsCode0
Knowledge Graphs for Innovation Ecosystems—0
Debate Dynamics for Human-comprehensible Fact-checking on Knowledge Graphs—0
Generative Adversarial Zero-Shot Relational Learning for Knowledge GraphsCode1
Bridging Knowledge Graphs to Generate Scene GraphsCode1
Quantum Machine Learning Algorithm for Knowledge Graphs—0
Reasoning on Knowledge Graphs with Debate DynamicsCode1
Knowledge Graph Embedding via Graph Attenuated Attention Networks—0
What Does My QA Model Know? Devising Controlled Probes using Expert KnowledgeCode0
Using ConceptNet to Teach Common Sense to an Automated Theorem Prover—0
Falcon 2.0: An Entity and Relation Linking Tool over WikidataCode0
Probability Calibration for Knowledge Graph Embedding Models—0
Collective Entity Alignment via Adaptive FeaturesCode0
Encoding Knowledge Graph Entity Aliases in Attentive Neural Network for Wikidata Entity Linking—0
Data Exploration and Validation on dense knowledge graphs for biomedical research—0
Easy-to-Hard: Leveraging Simple Questions for Complex Question Generation—0
Binarized Canonical Polyadic Decomposition for Knowledge Graph Completion—0
Knowledge-Enriched Visual StorytellingCode0
Pretrain-KGEs: Learning Knowledge Representation from Pretrained Models for Knowledge Graph Embeddings—0
Knowledge Infused Learning (K-IL): Towards Deep Incorporation of Knowledge in Deep Learning—0
Integrating Graph Contextualized Knowledge into Pre-trained Language Models—0
Neural Latent Space Model for Dynamic Networks and Temporal Knowledge Graphs—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