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 401–450 of 2974 papers

TitleStatusHype
Learning Representations of Bi-level Knowledge Graphs for Reasoning beyond Link PredictionCode1
Learning Rule-Induced Subgraph Representations for Inductive Relation PredictionCode1
Less is More: Making Smaller Language Models Competent Subgraph Retrievers for Multi-hop KGQACode1
Leveraging Large Language Models as Knowledge-Driven Agents for Reliable Retrosynthesis PlanningCode1
LingYi: Medical Conversational Question Answering System based on Multi-modal Knowledge GraphsCode1
KGLiDS: A Platform for Semantic Abstraction, Linking, and Automation of Data ScienceCode1
Diverse and Informative Dialogue Generation with Context-Specific Commonsense Knowledge AwarenessCode1
LLM-assisted Knowledge Graph Engineering: Experiments with ChatGPTCode1
DWUG: A large Resource of Diachronic Word Usage Graphs in Four LanguagesCode1
CAFE: Coarse-to-Fine Neural Symbolic Reasoning for Explainable RecommendationCode1
Connecting the Dots: A Knowledgeable Path Generator for Commonsense Question AnsweringCode1
CAKE: A Scalable Commonsense-Aware Framework For Multi-View Knowledge Graph CompletionCode1
Treat Different Negatives Differently: Enriching Loss Functions with Domain and Range Constraints for Link PredictionCode1
Machine learning on knowledge graphs for context-aware security monitoringCode1
Can Knowledge Graphs Simplify Text?Code1
Context-aware Entity Typing in Knowledge GraphsCode1
Can LLMs be Good Graph Judge for Knowledge Graph Construction?Code1
Message Passing Query EmbeddingCode1
MICO: A Multi-alternative Contrastive Learning Framework for Commonsense Knowledge RepresentationCode1
Along the Time: Timeline-traced Embedding for Temporal Knowledge Graph CompletionCode1
Multiple Heads are Better than One: Mixture of Modality Knowledge Experts for Entity Representation LearningCode1
Mixture-of-Partitions: Infusing Large Biomedical Knowledge Graphs into BERTCode1
DiaKG: an Annotated Diabetes Dataset for Medical Knowledge Graph ConstructionCode1
Modeling Worlds in TextCode1
Developing a Scalable Benchmark for Assessing Large Language Models in Knowledge Graph EngineeringCode1
Detecting Communities from Heterogeneous Graphs: A Context Path-based Graph Neural Network ModelCode1
DHGE: Dual-View Hyper-Relational Knowledge Graph Embedding for Link Prediction and Entity TypingCode1
Causal Discovery in Knowledge Graphs by Exploiting Asymmetric Properties of Non-Gaussian DistributionsCode1
causalgraph: A Python Package for Modeling, Persisting and Visualizing Causal Graphs Embedded in Knowledge GraphsCode1
Multi-Document Scientific Summarization from a Knowledge Graph-Centric ViewCode1
Dialogue Relation Extraction with Document-level Heterogeneous Graph Attention NetworksCode1
Causality-aware Concept Extraction based on Knowledge-guided PromptingCode1
Multimodal Contrastive Representation Learning in Augmented Biomedical Knowledge GraphsCode1
Multi-modal Graph Learning over UMLS Knowledge GraphsCode1
DegreEmbed: incorporating entity embedding into logic rule learning for knowledge graph reasoningCode1
CBench: Towards Better Evaluation of Question Answering Over Knowledge GraphsCode1
Multi-Relational Embedding for Knowledge Graph Representation and AnalysisCode1
Multi-Task Learning for Knowledge Graph Completion with Pre-trained Language ModelsCode1
Neighborhood Matching Network for Entity AlignmentCode1
Deep Graph Matching ConsensusCode1
Deliberation on Priors: Trustworthy Reasoning of Large Language Models on Knowledge GraphsCode1
Debate on Graph: a Flexible and Reliable Reasoning Framework for Large Language ModelsCode1
Neural Multi-Hop Reasoning With Logical Rules on Biomedical Knowledge GraphsCode1
Demographic Aware Probabilistic Medical Knowledge Graph Embeddings of Electronic Medical RecordsCode1
DiffKG: Knowledge Graph Diffusion Model for RecommendationCode1
Neuro-symbolic computing with spiking neural networksCode1
ODA: Observation-Driven Agent for integrating LLMs and Knowledge GraphsCode1
OGB-LSC: A Large-Scale Challenge for Machine Learning on GraphsCode1
CycleGT: Unsupervised Graph-to-Text and Text-to-Graph Generation via Cycle TrainingCode1
CuriousLLM: Elevating Multi-Document QA with Reasoning-Infused Knowledge Graph PromptingCode1
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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