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 551–600 of 2974 papers

TitleStatusHype
DEER: Descriptive Knowledge Graph for Explaining Entity RelationshipsCode1
Disconnected Emerging Knowledge Graph Oriented Inductive Link PredictionCode1
DisenKGAT: Knowledge Graph Embedding with Disentangled Graph Attention NetworkCode1
LaKo: Knowledge-driven Visual Question Answering via Late Knowledge-to-Text InjectionCode1
Diversifying Content Generation for Commonsense Reasoning with Mixture of Knowledge Graph ExpertsCode1
Diverse and Informative Dialogue Generation with Context-Specific Commonsense Knowledge AwarenessCode1
A Critical Assessment of State-of-the-Art in Entity AlignmentCode1
AdaProp: Learning Adaptive Propagation for Graph Neural Network based Knowledge Graph ReasoningCode1
Contextual Graph Attention for Answering Logical Queries over Incomplete Knowledge GraphsCode1
Walk Wisely on Graph: Knowledge Graph Reasoning with Dual Agents via Efficient Guidance-ExplorationCode1
Learning Representations for Hyper-Relational Knowledge GraphsCode1
CokeBERT: Contextual Knowledge Selection and Embedding towards Enhanced Pre-Trained Language ModelsCode1
Continual Learning of Knowledge Graph EmbeddingsCode1
Drug Similarity and Link Prediction Using Graph Embeddings on Medical Knowledge GraphsCode1
Learning to Plan for Retrieval-Augmented Large Language Models from Knowledge GraphsCode1
Less is More: Making Smaller Language Models Competent Subgraph Retrievers for Multi-hop KGQACode1
CSKG: The CommonSense Knowledge GraphCode1
DSKReG: Differentiable Sampling on Knowledge Graph for Recommendation with Relational GNNCode1
A Theory of Link Prediction via Relational Weisfeiler-Leman on Knowledge GraphsCode1
Dynamic Semantic Graph Construction and Reasoning for Explainable Multi-hop Science Question AnsweringCode1
Generative Knowledge Graph Construction: A ReviewCode1
Dynamic Graph Enhanced Contrastive Learning for Chest X-ray Report GenerationCode1
LKPNR: LLM and KG for Personalized News Recommendation FrameworkCode1
Conversational Question Answering over Knowledge Graphs with Transformer and Graph Attention NetworksCode1
An Accurate Unsupervised Method for Joint Entity Alignment and Dangling Entity DetectionCode1
Beyond NED: Fast and Effective Search Space Reduction for Complex Question Answering over Knowledge BasesCode1
Machine learning on knowledge graphs for context-aware security monitoringCode1
KGTK: A Toolkit for Large Knowledge Graph Manipulation and AnalysisCode1
Enhancing Multilingual Language Model with Massive Multilingual Knowledge TriplesCode1
Convolutional 2D Knowledge Graph EmbeddingsCode1
Convolutional Complex Knowledge Graph EmbeddingsCode1
Knowledge-Infused Prompting: Assessing and Advancing Clinical Text Data Generation with Large Language ModelsCode1
Logic Embeddings for Complex Query AnsweringCode1
Embedding Logical Queries on Knowledge GraphsCode1
Efficient Federated Learning on Knowledge Graphs via Privacy-preserving Relation Embedding AggregationCode1
MetaP: Meta Pattern Learning for One-Shot Knowledge Graph CompletionCode1
Mining Mathematical Documents for Question Answering via Unsupervised Formula LabelingCode1
Multiple Heads are Better than One: Mixture of Modality Knowledge Experts for Entity Representation LearningCode1
MMEA: Entity Alignment for Multi-Modal Knowledge GraphsCode1
MMKG: Multi-Modal Knowledge GraphsCode1
Analogical Inference Enhanced Knowledge Graph EmbeddingCode1
Enhancing Document-level Relation Extraction by Entity Knowledge InjectionCode1
ODA: Observation-Driven Agent for integrating LLMs and Knowledge GraphsCode1
R-GCN: The R Could Stand for RandomCode1
Aligning Cross-Lingual Entities with Multi-Aspect InformationCode0
KEHRL: Learning Knowledge-Enhanced Language Representations with Hierarchical Reinforcement LearningCode0
Associative Knowledge Graphs for Efficient Sequence Storage and RetrievalCode0
KEPLER: A Unified Model for Knowledge Embedding and Pre-trained Language RepresentationCode0
Complex Logical Query Answering by Calibrating Knowledge Graph Completion ModelsCode0
Assisted Knowledge Graph Authoring: Human-Supervised Knowledge Graph Construction from Natural LanguageCode0
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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