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

Showing 24512500 of 2974 papers

TitleStatusHype
Evaluation Dataset and Methodology for Extracting Application-Specific Taxonomies from the Wikipedia Knowledge Graph0
KORE 50\^DYWC: An Evaluation Data Set for Entity Linking Based on DBpedia, YAGO, Wikidata, and Crunchbase0
Multiple Knowledge GraphDB (MKGDB)0
Scalable Multi-Hop Relational Reasoning for Knowledge-Aware Question AnsweringCode1
Explainable Link Prediction for Emerging Entities in Knowledge GraphsCode1
Self-supervised Knowledge Triplet Learning for Zero-shot Question Answering0
Enriching Documents with Compact, Representative, Relevant Knowledge GraphsCode0
Cross-lingual Entity Alignment with Incidental SupervisionCode0
ENT-DESC: Entity Description Generation by Exploring Knowledge GraphCode1
Structure-Augmented Text Representation Learning for Efficient Knowledge Graph CompletionCode1
Exploiting Structured Knowledge in Text via Graph-Guided Representation Learning0
Exploring the Suitability of Semantic Spaces as Word Association Models for the Extraction of Semantic Relationships0
Out-of-Sample Representation Learning for Multi-Relational GraphsCode1
Entity Type Prediction in Knowledge Graphs using Embeddings0
KACC: A Multi-task Benchmark for Knowledge Abstraction, Concretization and CompletionCode1
Towards Discourse Parsing-inspired Semantic Storytelling0
Question Answering over Curated and Open Web Sources0
Event-QA: A Dataset for Event-Centric Question Answering over Knowledge Graphs0
TransEdge: Translating Relation-contextualized Embeddings for Knowledge GraphsCode1
Semantic Entity Enrichment by Leveraging Multilingual Descriptions for Link Prediction0
Multi-view Self-Constructing Graph Convolutional Networks with Adaptive Class Weighting Loss for Semantic SegmentationCode1
LineaRE: Simple but Powerful Knowledge Graph Embedding for Link PredictionCode1
COVID-19 and Company Knowledge Graphs: Assessing Golden Powers and Economic Impact of Selective Lockdown via AI Reasoning0
Knowledge-graph based Proactive Dialogue Generation with Improved Meta-Learning0
Duplication Detection in Knowledge Graphs: Literature and ToolsCode1
Knowledge-guided Deep Reinforcement Learning for Interactive Recommendation0
Learning Structured Embeddings of Knowledge Graphs with Adversarial Learning Framework0
KdConv: A Chinese Multi-domain Dialogue Dataset Towards Multi-turn Knowledge-driven ConversationCode1
Generative Adversarial Zero-shot Learning via Knowledge Graphs0
Answering Complex Queries in Knowledge Graphs with Bidirectional Sequence EncodersCode1
Evaluating the Calibration of Knowledge Graph Embeddings for Trustworthy Link Prediction0
Personal Health Knowledge Graphs for Patients0
Graph Hawkes Neural Network for Forecasting on Temporal Knowledge GraphsCode1
Deep Learning on Knowledge Graph for Recommender System: A Survey0
End-to-End Entity Classification on Multimodal Knowledge GraphsCode0
What is Normal, What is Strange, and What is Missing in a Knowledge Graph: Unified Characterization via Inductive SummarizationCode1
Self-Constructing Graph Convolutional Networks for Semantic LabelingCode1
Evaluating Logical Generalization in Graph Neural NetworksCode1
Towards Learning Instantiated Logical Rules from Knowledge GraphsCode0
Heterogeneous Relational Reasoning in Knowledge Graphs with Reinforcement Learning0
Entity Extraction from Wikipedia List Pages0
A Benchmarking Study of Embedding-based Entity Alignment for Knowledge GraphsCode1
KGvec2go -- Knowledge Graph Embeddings as a Service0
Temporal Attribute Prediction via Joint Modeling of Multi-Relational Structure EvolutionCode1
DeepLENS: Deep Learning for Entity SummarizationCode0
Dependently Typed Knowledge Graphs0
Knowledge Graphs and Knowledge Networks: The Story in Brief0
On the Role of Conceptualization in Commonsense Knowledge Graph ConstructionCode1
Knowledge GraphsCode2
Knowledge Graphs on the Web -- an Overview0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1MarT_MKGformerMRR0.34Unverified
2MKGformerMRR0.32Unverified
3MarT_FLAVAMRR0.29Unverified
4ViLBERTMRR0.29Unverified
5IKRL (ANALOGY)MRR0.28Unverified
6IKRLMRR0.27Unverified
7ViLTMRR0.26Unverified
8TransAEMRR0.22Unverified
#ModelMetricClaimedVerifiedStatus
1WorldformerSet accuracy39.15Unverified
2Q*BERTSet accuracy32.78Unverified
3GATA-WSet accuracy24.06Unverified
4WorldformerSet accuracy23.22Unverified
5Seq2SeqSet accuracy14.29Unverified
6RulesSet accuracy4.7Unverified
#ModelMetricClaimedVerifiedStatus
1TransE-ConcatTest MRR85.48Unverified
2ComplEx-ConcatTest MRR0.86Unverified
3ComplEx-RoBERTaTest MRR0.72Unverified
4TransE-RoBERTaTest MRR0.63Unverified
#ModelMetricClaimedVerifiedStatus
1COMPLEXMRR0.59Unverified