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 2876–2900 of 2974 papers

TitleStatusHype
Sparsity and Noise: Where Knowledge Graph Embeddings Fall ShortCode0
KGEval: Accuracy Estimation of Automatically Constructed Knowledge Graphs—0
Dict2vec : Learning Word Embeddings using Lexical DictionariesCode0
Open-World Visual Recognition Using Knowledge Graphs—0
Finding Streams in Knowledge Graphs to Support Fact CheckingCode0
Analysis of the Impact of Negative Sampling on Link Prediction in Knowledge GraphsCode0
Multi-task Neural Network for Non-discrete Attribute Prediction in Knowledge Graphs—0
Thinking, Fast and Slow: Combining Vector Spaces and Knowledge Graphs—0
UINSUSKA-TiTech at SemEval-2017 Task 3: Exploiting Word Importance Levels for Similarity Features for CQA—0
SimBow at SemEval-2017 Task 3: Soft-Cosine Semantic Similarity between Questions for Community Question Answering—0
Retrofitting Distributional Embeddings to Knowledge Graphs with Functional RelationsCode0
Relational Learning and Feature Extraction by Querying over Heterogeneous Information Networks—0
DeepPath: A Reinforcement Learning Method for Knowledge Graph ReasoningCode0
PDD Graph: Bridging Electronic Medical Records and Biomedical Knowledge Graphs via Entity Linking—0
Explainable Entity-based Recommendations with Knowledge Graphs—0
Complex and Holographic Embeddings of Knowledge Graphs: A Comparison—0
Convolutional 2D Knowledge Graph EmbeddingsCode1
Iterative Entity Alignment via Joint Knowledge EmbeddingsCode0
Auto-Encoding User Ratings via Knowledge Graphs in Recommendation Scenarios—0
Towards a Knowledge Graph based Speech Interface—0
Know-Evolve: Deep Temporal Reasoning for Dynamic Knowledge GraphsCode0
Using Titles vs. Full-text as Source for Automated Semantic Document AnnotationCode0
Does William Shakespeare REALLY Write Hamlet? Knowledge Representation Learning with ConfidenceCode0
Analogical Inference for Multi-Relational EmbeddingsCode0
Coreference Resolution for Swedish and German using Distant Supervision—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