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 2376–2400 of 2974 papers

TitleStatusHype
Context-Enhanced Entity and Relation Embedding for Knowledge Graph Completion—0
Aligning geographic entities from historical maps for building knowledge graphs—0
Accelerating Road Sign Ground Truth Construction with Knowledge Graph and Machine Learning—0
Research Progress of News Recommendation Methods—0
Mapping Patterns for Virtual Knowledge Graphs—0
Biomedical Knowledge Graph Refinement with Embedding and Logic Rules—0
Unsupervised Fact Checking by Counter-Weighted Positive and Negative Evidential Paths in A Knowledge Graph—0
Knowledge Graphs meet Moral ValuesCode0
A General Benchmarking Framework for Text GenerationCode0
A High Precision Pipeline for Financial Knowledge Graph Construction—0
Dual Attention Network for Cross-lingual Entity Alignment—0
CN-HIT-IT.NLP at SemEval-2020 Task 4: Enhanced Language Representation with Multiple Knowledge Triples—0
Knowledge-Enhanced Natural Language Inference Based on Knowledge Graphs—0
Suggest me a movie for tonight: Leveraging Knowledge Graphs for Conversational RecommendationCode0
P^2: A Plan-and-Pretrain Approach for Knowledge Graph-to-Text Generation—0
Relation Clustering in Narrative Knowledge Graphs—0
The Geometry of Distributed Representations for Better Alignment, Attenuated Bias, and Improved InterpretabilityCode0
Who killed Lilly Kane? A case study in applying knowledge graphs to crime fiction—0
Domain-Transferable Method for Named Entity Recognition Task—0
Fact Checking via Path Embedding and Aggregation—0
Tucker decomposition-based Temporal Knowledge Graph CompletionCode0
Association Rules Enhanced Knowledge Graph Attention Network—0
Theoretical Rule-based Knowledge Graph Reasoning by Connectivity Dependency Discovery—0
Discovering alignment relations with Graph Convolutional Networks: a biomedical case studyCode0
Node Attribute Completion in Knowledge Graphs with Multi-Relational PropagationCode0
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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