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 351–400 of 2974 papers

TitleStatusHype
ClusterEA: Scalable Entity Alignment with Stochastic Training and Normalized Mini-batch SimilaritiesCode1
Inductive Relation Prediction by BERTCode1
Dialogue Relation Extraction with Document-level Heterogeneous Graph Attention NetworksCode1
InGram: Inductive Knowledge Graph Embedding via Relation GraphsCode1
Beta Embeddings for Multi-Hop Logical Reasoning in Knowledge GraphsCode1
Better Together: Enhancing Generative Knowledge Graph Completion with Language Models and Neighborhood InformationCode1
DiaKG: an Annotated Diabetes Dataset for Medical Knowledge Graph ConstructionCode1
Investigating Pretrained Language Models for Graph-to-Text GenerationCode1
DiffKG: Knowledge Graph Diffusion Model for RecommendationCode1
JointLK: Joint Reasoning with Language Models and Knowledge Graphs for Commonsense Question AnsweringCode1
Joint Multilingual Knowledge Graph Completion and AlignmentCode1
KACC: A Multi-task Benchmark for Knowledge Abstraction, Concretization and CompletionCode1
Adversarial Robustness of Representation Learning for Knowledge GraphsCode1
KdConv: A Chinese Multi-domain Dialogue Dataset Towards Multi-turn Knowledge-driven ConversationCode1
KERMIT: Knowledge Graph Completion of Enhanced Relation Modeling with Inverse TransformationCode1
Disconnected Emerging Knowledge Graph Oriented Inductive Link PredictionCode1
A Survey on Temporal Knowledge Graph Completion: Taxonomy, Progress, and ProspectsCode1
Detecting Communities from Heterogeneous Graphs: A Context Path-based Graph Neural Network ModelCode1
Accurate and interpretable drug-drug interaction prediction enabled by knowledge subgraph learningCode1
BioBLP: A Modular Framework for Learning on Multimodal Biomedical Knowledge GraphsCode1
Developing a Scalable Benchmark for Assessing Large Language Models in Knowledge Graph EngineeringCode1
BioBridge: Bridging Biomedical Foundation Models via Knowledge GraphsCode1
An Open Challenge for Inductive Link Prediction on Knowledge GraphsCode1
CAKE: A Scalable Commonsense-Aware Framework For Multi-View Knowledge Graph CompletionCode1
Advancing Abductive Reasoning in Knowledge Graphs through Complex Logical Hypothesis GenerationCode1
Clinical Risk Prediction with Temporal Probabilistic Asymmetric Multi-Task LearningCode1
Demographic Aware Probabilistic Medical Knowledge Graph Embeddings of Electronic Medical RecordsCode1
DHGE: Dual-View Hyper-Relational Knowledge Graph Embedding for Link Prediction and Entity TypingCode1
Enhancing Multilingual Language Model with Massive Multilingual Knowledge TriplesCode1
Knowledge Bridger: Towards Training-free Missing Modality CompletionCode1
DisenKGAT: Knowledge Graph Embedding with Disentangled Graph Attention NetworkCode1
BiQUE: Biquaternionic Embeddings of Knowledge GraphsCode1
EABlock: A Declarative Entity Alignment Block for Knowledge Graph Creation PipelinesCode1
Along the Time: Timeline-traced Embedding for Temporal Knowledge Graph CompletionCode1
Answering Complex Logical Queries on Knowledge Graphs via Query Computation Tree OptimizationCode1
Boosting the Speed of Entity Alignment 10*: Dual Attention Matching Network with Normalized Hard Sample MiningCode1
Debate on Graph: a Flexible and Reliable Reasoning Framework for Large Language ModelsCode1
Knowledge Graph Error Detection with Contrastive Confidence AdaptionCode1
Knowledge Graph Question Answering Datasets and Their Generalizability: Are They Enough for Future Research?Code1
BoxE: A Box Embedding Model for Knowledge Base CompletionCode1
DDGCN: Dual Dynamic Graph Convolutional Networks for Rumor Detection on Social MediaCode1
Knowledge Graphs and Pre-trained Language Models enhanced Representation Learning for Conversational Recommender SystemsCode1
Bridging Knowledge Graphs to Generate Scene GraphsCode1
Bridging Legal Knowledge and AI: Retrieval-Augmented Generation with Vector Stores, Knowledge Graphs, and Hierarchical Non-negative Matrix FactorizationCode1
Deep Graph Matching ConsensusCode1
Bridging the User-side Knowledge Gap in Knowledge-aware Recommendations with Large Language ModelsCode1
Reviving the Context: Camera Trap Species Classification as Link Prediction on Multimodal Knowledge GraphsCode1
KRACL: Contrastive Learning with Graph Context Modeling for Sparse Knowledge Graph CompletionCode1
A Generalization of Transformer Networks to GraphsCode1
CycleGT: Unsupervised Graph-to-Text and Text-to-Graph Generation via Cycle TrainingCode1
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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