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 2951–2974 of 2974 papers

TitleStatusHype
Multi-Modal Bayesian Embeddings for Learning Social Knowledge Graphs—0
Learning Hybrid Representations to Retrieve Semantically Equivalent Questions—0
Compact Lexicon Selection with Spectral Methods—0
Sar-graphs: A Linked Linguistic Knowledge Resource Connecting Facts with Language—0
Observed versus latent features for knowledge base and text inference—0
Knowledge Graph Embedding via Dynamic Mapping MatrixCode0
Semantically Smooth Knowledge Graph Embedding—0
Learning to Explain Entity Relationships in Knowledge GraphsCode0
Traversing Knowledge Graphs in Vector SpaceCode0
Learning Better Word Embedding by Asymmetric Low-Rank Projection of Knowledge Graph—0
Hinge-Loss Markov Random Fields and Probabilistic Soft Logic—0
Learning Knowledge Graphs for Question Answering through Conversational Dialog—0
Jointly Modeling Inter-Slot Relations by Random Walk on Knowledge Graphs for Unsupervised Spoken Language Understanding—0
MixedEmotions: Social Semantic Emotion Analysis for Innovative Multilingual Big Data Analytics Markets—0
Leveraging Deep Neural Networks and Knowledge Graphs for Entity Disambiguation—0
Formalising Hypothesis Virtues in Knowledge Graphs: A General Theoretical Framework and its Validation in Literature-Based Discovery Experiments—0
Transition-based Knowledge Graph Embedding with Relational Mapping Properties—0
Tailor knowledge graph for query understanding: linking intent topics by propagation—0
Knowledge Graph and Corpus Driven Segmentation and Answer Inference for Telegraphic Entity-seeking Queries—0
Knowledge Graph and Text Jointly Embedding—0
Proposition Knowledge Graphs—0
REFRACTIVE: An Open Source Tool to Extract Knowledge from Syntactic and Semantic Relations—0
From Natural Language to RDF Graphs with Pregroups—0
Bootstrapping Large-scale Named Entities using URL-Text Hybrid Patterns—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