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 2151–2175 of 2974 papers

TitleStatusHype
Inferring Substitutable and Complementary Products with Knowledge-Aware Path Reasoning based on Dynamic Policy Network—0
Cycle Representation Learning for Inductive Relation PredictionCode0
Generating User-Centred Explanations via Illocutionary Question Answering: From Philosophy to InterfacesCode0
Kepler-aSI at SemTab 2021—0
GreaseLM: Graph REASoning Enhanced Language Models—0
Time-aware Relational Graph Attention Network for Temporal Knowledge Graph Embeddings—0
Efficient Training and Inference of Hypergraph Reasoning Networks—0
Interpretable Multi-hop Reasoning for Forecasting Future Links on Temporal Knowledge GraphsCode0
Neuro-Symbolic Ontology-Mediated Query Answering—0
TaCE: Time-aware Convolutional Embedding Learning for Temporal Knowledge Graph Completion—0
A Topological View of Rule Learning in Knowledge Graphs—0
Explainable GNN-Based Models over Knowledge Graphs—0
Stop just recalling memorized relations: Extracting Unseen Relational Triples from the context—0
Explaining Knowledge Graph Embedding via Latent Rule Learning—0
Path Based Hierarchical Clustering on Knowledge GraphsCode0
Updating Embeddings for Dynamic Knowledge Graphs—0
Distilling Relation Embeddings from Pre-trained Language Models—0
Extracting Fine-Grained Knowledge Graphs of Scientific Claims: Dataset and Transformer-Based Results—0
Recommender systems based on graph embedding techniques: A comprehensive reviewCode0
Commonsense Knowledge in Word Associations and ConceptNetCode0
Hierarchical Relation-Guided Type-Sentence Alignment for Long-Tail Relation Extraction with Distant Supervision—0
Towards Automatic Bias Detection in Knowledge GraphsCode0
Knowledge-Enhanced Evidence Retrieval for Counterargument GenerationCode0
A Framework for Institutional Risk Identification using Knowledge Graphs and Automated News Profiling—0
Emily: Developing An Emotion-affective Open-Domain Chatbot with Knowledge Graph-based Persona—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