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 1951–1975 of 2974 papers

TitleStatusHype
Confidence-aware Self-Semantic Distillation on Knowledge Graph Embedding—0
Learning Attention-based Representations from Multiple Patterns for Relation Prediction in Knowledge Graphs—0
QAGCN: Answering Multi-Relation Questions via Single-Step Implicit Reasoning over Knowledge GraphsCode0
Modeling electronic health record data using a knowledge-graph-embedded topic model—0
Enriching a Fashion Knowledge Graph from Product Textual Descriptions—0
RELATE: Generating a linguistically inspired Knowledge Graph for fine-grained emotion classification—0
Inducing Discourse Marker Inventories from Lexical Knowledge GraphsCode0
NLP in Human Rights Research: Extracting Knowledge Graphs about Police and Army Units and Their Commanders—0
A Cheap and Dirty Cross-Lingual Linking Service in the Cloud—0
Development of a MultiModal Annotation Framework and Dataset for Deep Video Understanding—0
Introducing RezoJDM16k: a French KnowledgeGraph DataSet for Link Prediction—0
Invited talk: From Data to Meaning in Representation of Emotions—0
Strategy-level Entrainment of Dialogue System Users in a Creative Visual Reference Resolution Task—0
Distributed Graph Neural Network Training with Periodic Stale Representation Synchronization—0
Text-Based Automatic Personality Prediction Using KGrAt-Net; A Knowledge Graph Attention Network ClassifierCode0
Symbiotic Child Emotional Support with Social Robots and Temporal Knowledge Graphs—0
FabKG: A Knowledge graph of Manufacturing Science domain utilizing structured and unconventional unstructured knowledge source—0
Overview of STEM Science as Process, Method, Material, and Data Named EntitiesCode0
VQA-GNN: Reasoning with Multimodal Knowledge via Graph Neural Networks for Visual Question Answering—0
An Empirical Investigation of Commonsense Self-Supervision with Knowledge Graphs—0
Learning Meta Representations of One-shot Relations for Temporal Knowledge Graph Link Prediction—0
A Birds Eye View on Knowledge Graph Embeddings, Software Libraries, Applications and Challenges—0
Carbon Figures of Merit Knowledge Creation with a Hybrid Solution and Carbon Tables API—0
Entity Alignment For Knowledge Graphs: Progress, Challenges, and Empirical Studies—0
Entity Alignment with Reliable Path Reasoning and Relation-Aware Heterogeneous Graph Transformer—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