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 2126–2150 of 2974 papers

TitleStatusHype
Is Knowledge Embedding Fully Exploited in Language Understanding? An Empirical Study—0
Neural-Symbolic Commonsense Reasoner with Relation Predictors—0
Thematic recommendations on knowledge graphs using multilayer networks—0
Incorporating Commonsense Knowledge Graph in Pretrained Models for Social Commonsense Tasks—0
Reinforcement Learning from Reformulations in Conversational Question Answering over Knowledge GraphsCode1
Knowledge-based Review Generation by Coherence Enhanced Text Planning—0
Graph Learning: A Survey—0
Bias in Knowledge Graphs -- an Empirical Study with Movie Recommendation and Different Language Editions of DBpediaCode0
Billion-scale Pre-trained E-commerce Product Knowledge Graph Model—0
An Adversarial Transfer Network for Knowledge Representation LearningCode0
Multi-view Inference for Relation Extraction with Uncertain KnowledgeCode0
Relational Learning with Gated and Attentive Neighbor Aggregator for Few-Shot Knowledge Graph CompletionCode1
A Knowledge Enhanced Learning and Semantic Composition Model for Multi-Claim Fact Checking—0
SpikE: spike-based embeddings for multi-relational graph dataCode1
Towards Knowledge Graphs Validation through Weighted Knowledge Sources—0
EXplainable Neural-Symbolic Learning (X-NeSyL) methodology to fuse deep learning representations with expert knowledge graphs: the MonuMAI cultural heritage use caseCode1
Exploiting Transitivity Constraints for Entity Matching in Knowledge Graphs—0
Efficient Relation-aware Scoring Function Search for Knowledge Graph EmbeddingCode1
Link Prediction on N-ary Relational Data Based on Relatedness EvaluationCode1
Identify, Align, and Integrate: Matching Knowledge Graphs to Commonsense Reasoning TasksCode0
Personalized News Recommendation with Knowledge-aware Interactive MatchingCode0
Role-Aware Modeling for N-ary Relational Knowledge BasesCode0
Mixed-Curvature Multi-Relational Graph Neural Network for Knowledge Graph Completion—0
SalKG: Learning From Knowledge Graph Explanations for Commonsense ReasoningCode1
DWUG: A large Resource of Diachronic Word Usage Graphs in Four LanguagesCode1
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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