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 2901–2950 of 2974 papers

TitleStatusHype
Analogical Inference for Multi-Relational EmbeddingsCode0
Coreference Resolution for Swedish and German using Distant Supervision—0
Knowledge Fusion via Embeddings from Text, Knowledge Graphs, and Images—0
From Data to City Indicators: A Knowledge Graph for Supporting Automatic Generation of Dashboards—0
The ContrastMedium Algorithm: Taxonomy Induction From Noisy Knowledge Graphs With Just A Few Links—0
Generating Natural Language Question-Answer Pairs from a Knowledge Graph Using a RNN Based Question Generation Model—0
Efficient Parallel Translating Embedding For Knowledge GraphsCode0
A survey of embedding models of entities and relationships for knowledge graph completionCode0
ParaGraphE: A Library for Parallel Knowledge Graph EmbeddingCode0
Embedding Knowledge Graphs Based on Transitivity and Antisymmetry of Rules—0
Knowledge Graph Completion via Complex Tensor FactorizationCode0
The More You Know: Using Knowledge Graphs for Image Classification—0
Neuro-symbolic representation learning on biological knowledge graphsCode0
Knowledge Representation in Graphs using Convolutional Neural Networks—0
CogALex-V Shared Task: GHHH - Detecting Semantic Relations via Word Embeddings—0
Towards Time-Aware Knowledge Graph Completion—0
SRDF: Extracting Lexical Knowledge Graph for Preserving Sentence Meaning—0
Filling a Knowledge Graph with a Crowd—0
Chinese Hypernym-Hyponym Extraction from User Generated Categories—0
Knowledge Graph Representation with Jointly Structural and Textual Encoding—0
Link Prediction using Embedded Knowledge Graphs—0
Multilingual Knowledge Graph Embeddings for Cross-lingual Knowledge AlignmentCode0
Computable News Ecosystems: Roles for Humans and Machines—0
Supervised Distributional Hypernym Discovery via Domain Adaptation—0
Jointly Embedding Knowledge Graphs and Logical Rules—0
Knowledge Questions from Knowledge Graphs—0
KGEval: Estimating Accuracy of Automatically Constructed Knowledge Graphs—0
Knowledge Representation via Joint Learning of Sequential Text and Knowledge Graphs—0
Relational Models—0
Visualizing and Curating Knowledge Graphs over Time and Space—0
Generic Statistical Relational Entity Resolution in Knowledge Graphs—0
A Translation-Based Knowledge Graph Embedding Preserving Logical Property of Relations—0
Open-domain Factoid Question Answering via Knowledge Graph Search—0
A Critical Examination of RESCAL for Completion of Knowledge Bases with Transitive Relations—0
Relation- and Phrase-level Linking of FrameNet with Sar-graphs—0
KOGNAC: Efficient Encoding of Large Knowledge GraphsCode0
Knowledge Transfer with Medical Language Embeddings—0
Learning the Semantics of Structured Data Sources—0
Trust from the past: Bayesian Personalized Ranking based Link Prediction in Knowledge Graphs—0
Predicting the Co-Evolution of Event and Knowledge Graphs—0
Locally Adaptive Translation for Knowledge Graph Embedding—0
Column-Oriented Datalog Materialization for Large Knowledge Graphs (Extended Technical Report)Code0
Learning with Memory Embeddings—0
Discriminative Predicate Path Mining for Fact Checking in Knowledge GraphsCode0
Holographic Embeddings of Knowledge GraphsCode0
RDF Knowledge Graph Visualization From a Knowledge Extraction System—0
An Entity-centric Approach for Overcoming Knowledge Graph Sparsity—0
Context-Dependent Knowledge Graph Embedding—0
Keynote: Graph-based Approaches for Spoken Language Understanding—0
Type-Constrained Representation Learning in Knowledge Graphs—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