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

Showing 25512600 of 2974 papers

TitleStatusHype
The Tensor Brain: Semantic Decoding for Perception and Memory0
Sentiment and Knowledge Based Algorithmic Trading with Deep Reinforcement Learning0
A Neural Architecture for Person Ontology population0
A Physical Embedding Model for Knowledge GraphsCode0
Knowledge Graphs for Innovation Ecosystems0
Debate Dynamics for Human-comprehensible Fact-checking on Knowledge Graphs0
Quantum Machine Learning Algorithm for Knowledge Graphs0
Knowledge Graph Embedding via Graph Attenuated Attention Networks0
What Does My QA Model Know? Devising Controlled Probes using Expert KnowledgeCode0
Using ConceptNet to Teach Common Sense to an Automated Theorem Prover0
Falcon 2.0: An Entity and Relation Linking Tool over WikidataCode0
Probability Calibration for Knowledge Graph Embedding Models0
Collective Entity Alignment via Adaptive FeaturesCode0
Encoding Knowledge Graph Entity Aliases in Attentive Neural Network for Wikidata Entity Linking0
Data Exploration and Validation on dense knowledge graphs for biomedical research0
Easy-to-Hard: Leveraging Simple Questions for Complex Question Generation0
Binarized Canonical Polyadic Decomposition for Knowledge Graph Completion0
Knowledge-Enriched Visual StorytellingCode0
Pretrain-KGEs: Learning Knowledge Representation from Pretrained Models for Knowledge Graph Embeddings0
Knowledge Infused Learning (K-IL): Towards Deep Incorporation of Knowledge in Deep Learning0
Integrating Graph Contextualized Knowledge into Pre-trained Language Models0
Few-Shot Knowledge Graph CompletionCode0
Neural Latent Space Model for Dynamic Networks and Temporal Knowledge Graphs0
Joint Embedding Learning of Educational Knowledge Graphs0
Rule-Guided Compositional Representation Learning on Knowledge GraphsCode0
Knowledge Graph Alignment Network with Gated Multi-hop Neighborhood AggregationCode0
Knowledge Graph Entity Alignment with Graph Convolutional Networks: Lessons LearnedCode0
Pattern-based design applied to cultural heritage knowledge graphs0
Using Mapping Languages for Building Legal Knowledge Graphs from XML Files0
Beyond the Grounding Bottleneck: Datalog Techniques for Inference in Probabilistic Logic Programs (Technical Report)0
FAQ-based Question Answering via Knowledge Anchors0
KEPLER: A Unified Model for Knowledge Embedding and Pre-trained Language RepresentationCode0
Tensor Decomposition with Relational Constraints for Predicting Multiple Types of MicroRNA-disease AssociationsCode0
Decompressing Knowledge Graph Representations for Link PredictionCode0
Dynamic Neuro-Symbolic Knowledge Graph Construction for Zero-shot Commonsense Question Answering0
A Re-evaluation of Knowledge Graph Completion MethodsCode0
Neural Graph Embedding Methods for Natural Language ProcessingCode0
Relation Adversarial Network for Low Resource Knowledge Graph Completion0
Grounded Conversation Generation as Guided Traverses in Commonsense Knowledge GraphsCode0
Unsupervised Domain Adaptation of Contextual Embeddings for Low-Resource Duplicate Question Detection0
Path-Based Contextualization of Knowledge Graphs for Textual Entailment0
Infusing Knowledge into the Textual Entailment Task Using Graph Convolutional Networks0
Relation Prediction for Unseen-Entities Using Entity-Word Graphs0
Learning to Update Knowledge Graphs by Reading News0
Semi-supervised Entity Alignment via Joint Knowledge Embedding Model and Cross-graph ModelCode0
Modeling Multi-mapping Relations for Precise Cross-lingual Entity Alignment0
CaRe: Open Knowledge Graph Embeddings0
Machine Reading Comprehension Using Structural Knowledge Graph-aware Network0
Reasoning Over Paths via Knowledge Base Completion0
DBee: A Database for Creating and Managing Knowledge Graphs and Embeddings0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1MarT_MKGformerMRR0.34Unverified
2MKGformerMRR0.32Unverified
3MarT_FLAVAMRR0.29Unverified
4ViLBERTMRR0.29Unverified
5IKRL (ANALOGY)MRR0.28Unverified
6IKRLMRR0.27Unverified
7ViLTMRR0.26Unverified
8TransAEMRR0.22Unverified
#ModelMetricClaimedVerifiedStatus
1WorldformerSet accuracy39.15Unverified
2Q*BERTSet accuracy32.78Unverified
3GATA-WSet accuracy24.06Unverified
4WorldformerSet accuracy23.22Unverified
5Seq2SeqSet accuracy14.29Unverified
6RulesSet accuracy4.7Unverified
#ModelMetricClaimedVerifiedStatus
1TransE-ConcatTest MRR85.48Unverified
2ComplEx-ConcatTest MRR0.86Unverified
3ComplEx-RoBERTaTest MRR0.72Unverified
4TransE-RoBERTaTest MRR0.63Unverified
#ModelMetricClaimedVerifiedStatus
1COMPLEXMRR0.59Unverified