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 1901–1925 of 2974 papers

TitleStatusHype
Integrating Transformers and Knowledge Graphs for Twitter Stance Detection—0
Distilling Relation Embeddings from Pretrained Language Models—0
A Semantic Filter Based on Relations for Knowledge Graph Completion—0
Time-aware Graph Neural Network for Entity Alignment between Temporal Knowledge GraphsCode1
Learning Neural Ordinary Equations for Forecasting Future Links on Temporal Knowledge Graphs—0
CRFR: Improving Conversational Recommender Systems via Flexible Fragments Reasoning on Knowledge Graphs—0
Extracting Fine-Grained Knowledge Graphs of Scientific Claims: Dataset and Transformer-Based ResultsCode1
EARL: Informative Knowledge-Grounded Conversation Generation with Entity-Agnostic Representation LearningCode0
Knowledge Representation Learning with Contrastive Completion Coding—0
EventKE: Event-Enhanced Knowledge Graph Embedding—0
Hyperbolic Hierarchy-Aware Knowledge Graph Embedding for Link Prediction—0
Relation-aware Bidirectional Path Reasoning for Commonsense Question Answering—0
Low Resource Quadratic Forms for Knowledge Graph Embeddings—0
URIR: Recommendation algorithm of user RNN encoder and item encoder based on knowledge graph—0
Outlining and Filling: Hierarchical Query Graph Generation for Answering Complex Questions over Knowledge GraphsCode1
EventNarrative: A large-scale Event-centric Dataset for Knowledge Graph-to-Text GenerationCode0
Generating Table Vector Representations—0
SMORE: Knowledge Graph Completion and Multi-hop Reasoning in Massive Knowledge GraphsCode1
APPTeK: Agent-Based Predicate Prediction in Temporal Knowledge Graphs—0
SQALER: Scaling Question Answering by Decoupling Multi-Hop and Logical Reasoning—0
Rot-Pro: Modeling Transitivity by Projection in Knowledge Graph EmbeddingCode1
Meta-Knowledge Transfer for Inductive Knowledge Graph EmbeddingCode1
ConE: Cone Embeddings for Multi-Hop Reasoning over Knowledge GraphsCode1
BioIE: Biomedical Information Extraction with Multi-head Attention Enhanced Graph Convolutional Network—0
Probabilistic Entity Representation Model for Reasoning over Knowledge GraphsCode1
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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