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 2551–2575 of 2974 papers

TitleStatusHype
Few-Shot Knowledge Graph CompletionCode0
Learning Hierarchy-Aware Knowledge Graph Embeddings for Link PredictionCode1
Joint Embedding Learning of Educational Knowledge Graphs—0
Knowledge Graph Alignment Network with Gated Multi-hop Neighborhood AggregationCode0
Rule-Guided Compositional Representation Learning on Knowledge GraphsCode0
Knowledge Graph Entity Alignment with Graph Convolutional Networks: Lessons LearnedCode0
Using Mapping Languages for Building Legal Knowledge Graphs from XML Files—0
Beyond the Grounding Bottleneck: Datalog Techniques for Inference in Probabilistic Logic Programs (Technical Report)—0
Pattern-based design applied to cultural heritage knowledge graphs—0
Inductive Relation Prediction by Subgraph ReasoningCode1
FAQ-based Question Answering via Knowledge Anchors—0
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 Answering—0
A Re-evaluation of Knowledge Graph Completion MethodsCode0
Neural Graph Embedding Methods for Natural Language ProcessingCode0
Relation Adversarial Network for Low Resource Knowledge Graph Completion—0
Grounded Conversation Generation as Guided Traverses in Commonsense Knowledge GraphsCode0
Unsupervised Domain Adaptation of Contextual Embeddings for Low-Resource Duplicate Question Detection—0
Path-Based Contextualization of Knowledge Graphs for Textual Entailment—0
Infusing Knowledge into the Textual Entailment Task Using Graph Convolutional Networks—0
DIVINE: A Generative Adversarial Imitation Learning Framework for Knowledge Graph Reasoning—0
CaRe: Open Knowledge Graph Embeddings—0
Reasoning Over Paths via Knowledge Base Completion—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