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 251300 of 2974 papers

TitleStatusHype
Dynamic Graph Enhanced Contrastive Learning for Chest X-ray Report GenerationCode1
WikiCoder: Learning to Write Knowledge-Powered CodeCode1
KGLiDS: A Platform for Semantic Abstraction, Linking, and Automation of Data ScienceCode1
Domain Specific Question Answering Over Knowledge Graphs Using Logical Programming and Large Language ModelsCode1
Structure Pretraining and Prompt Tuning for Knowledge Graph TransferCode1
A Universal Question-Answering Platform for Knowledge GraphsCode1
Treat Different Negatives Differently: Enriching Loss Functions with Domain and Range Constraints for Link PredictionCode1
Sequential Query Encoding For Complex Query Answering on Knowledge GraphsCode1
FiTs: Fine-grained Two-stage Training for Knowledge-aware Question AnsweringCode1
Toward Degree Bias in Embedding-Based Knowledge Graph CompletionCode1
Learning Representations of Bi-level Knowledge Graphs for Reasoning beyond Link PredictionCode1
A Theory of Link Prediction via Relational Weisfeiler-Leman on Knowledge GraphsCode1
Entity-Agnostic Representation Learning for Parameter-Efficient Knowledge Graph EmbeddingCode1
Unsupervised Entity Alignment for Temporal Knowledge GraphsCode1
Semantic Parsing for Conversational Question Answering over Knowledge GraphsCode1
Logical Message Passing Networks with One-hop Inference on Atomic FormulasCode1
causalgraph: A Python Package for Modeling, Persisting and Visualizing Causal Graphs Embedded in Knowledge GraphsCode1
TikTalk: A Video-Based Dialogue Dataset for Multi-Modal Chitchat in Real WorldCode1
Sem@K: Is my knowledge graph embedding model semantic-aware?Code1
SCENE: Reasoning about Traffic Scenes using Heterogeneous Graph Neural NetworksCode1
Analogical Inference Enhanced Knowledge Graph EmbeddingCode1
MEAformer: Multi-modal Entity Alignment Transformer for Meta Modality HybridCode1
Variational Reasoning over Incomplete Knowledge Graphs for Conversational RecommendationCode1
Answering Complex Logical Queries on Knowledge Graphs via Query Computation Tree OptimizationCode1
Lifelong Embedding Learning and Transfer for Growing Knowledge GraphsCode1
NQE: N-ary Query Embedding for Complex Query Answering over Hyper-Relational Knowledge GraphsCode1
Mining Mathematical Documents for Question Answering via Unsupervised Formula LabelingCode1
EventEA: Benchmarking Entity Alignment for Event-centric Knowledge GraphsCode1
KGLM: Integrating Knowledge Graph Structure in Language Models for Link PredictionCode1
Search to Pass Messages for Temporal Knowledge Graph CompletionCode1
ReaRev: Adaptive Reasoning for Question Answering over Knowledge GraphsCode1
RulE: Knowledge Graph Reasoning with Rule EmbeddingCode1
Adapters for Enhanced Modeling of Multilingual Knowledge and TextCode1
Generative Knowledge Graph Construction: A ReviewCode1
ComFact: A Benchmark for Linking Contextual Commonsense KnowledgeCode1
Transformer-based Entity Typing in Knowledge GraphsCode1
Joint Multilingual Knowledge Graph Completion and AlignmentCode1
Along the Time: Timeline-traced Embedding for Temporal Knowledge Graph CompletionCode1
MICO: A Multi-alternative Contrastive Learning Framework for Commonsense Knowledge RepresentationCode1
SMiLE: Schema-augmented Multi-level Contrastive Learning for Knowledge Graph Link PredictionCode1
Construction and Applications of Billion-Scale Pre-Trained Multimodal Business Knowledge GraphCode1
MEIM: Multi-partition Embedding Interaction Beyond Block Term Format for Efficient and Expressive Link PredictionCode1
Adversarial Robustness of Representation Learning for Knowledge GraphsCode1
A Decade of Knowledge Graphs in Natural Language Processing: A SurveyCode1
Neural Methods for Logical Reasoning Over Knowledge GraphsCode1
Rethinking Knowledge Graph Evaluation Under the Open-World AssumptionCode1
Reinforcement Recommendation Reasoning through Knowledge Graphs for Explanation Path QualityCode1
Multi-Document Scientific Summarization from a Knowledge Graph-Centric ViewCode1
Disconnected Emerging Knowledge Graph Oriented Inductive Link PredictionCode1
Multi-modal Contrastive Representation Learning for Entity AlignmentCode1
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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