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 29262950 of 2974 papers

TitleStatusHype
KGEval: Estimating Accuracy of Automatically Constructed Knowledge Graphs0
Knowledge Representation via Joint Learning of Sequential Text and Knowledge Graphs0
Relational Models0
Visualizing and Curating Knowledge Graphs over Time and Space0
Generic Statistical Relational Entity Resolution in Knowledge Graphs0
Open-domain Factoid Question Answering via Knowledge Graph Search0
A Translation-Based Knowledge Graph Embedding Preserving Logical Property of Relations0
A Critical Examination of RESCAL for Completion of Knowledge Bases with Transitive Relations0
Relation- and Phrase-level Linking of FrameNet with Sar-graphs0
KOGNAC: Efficient Encoding of Large Knowledge GraphsCode0
Knowledge Transfer with Medical Language Embeddings0
Learning the Semantics of Structured Data Sources0
Trust from the past: Bayesian Personalized Ranking based Link Prediction in Knowledge Graphs0
Predicting the Co-Evolution of Event and Knowledge Graphs0
Locally Adaptive Translation for Knowledge Graph Embedding0
Column-Oriented Datalog Materialization for Large Knowledge Graphs (Extended Technical Report)Code0
Learning with Memory Embeddings0
Discriminative Predicate Path Mining for Fact Checking in Knowledge GraphsCode0
Holographic Embeddings of Knowledge GraphsCode0
RDF Knowledge Graph Visualization From a Knowledge Extraction System0
Keynote: Graph-based Approaches for Spoken Language Understanding0
An Entity-centric Approach for Overcoming Knowledge Graph Sparsity0
Context-Dependent Knowledge Graph Embedding0
Type-Constrained Representation Learning in Knowledge Graphs0
Multi-Modal Bayesian Embeddings for Learning Social Knowledge Graphs0
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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