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 151–200 of 2974 papers

TitleStatusHype
Direct Evaluation of Chain-of-Thought in Multi-hop Reasoning with Knowledge GraphsCode1
Diversifying Content Generation for Commonsense Reasoning with Mixture of Knowledge Graph ExpertsCode1
DHGE: Dual-View Hyper-Relational Knowledge Graph Embedding for Link Prediction and Entity TypingCode1
Detecting Communities from Heterogeneous Graphs: A Context Path-based Graph Neural Network ModelCode1
DiaKG: an Annotated Diabetes Dataset for Medical Knowledge Graph ConstructionCode1
DegreEmbed: incorporating entity embedding into logic rule learning for knowledge graph reasoningCode1
A Scalable Tool For Analyzing Genomic Variants Of Humans Using Knowledge Graphs and Machine LearningCode1
Deliberation on Priors: Trustworthy Reasoning of Large Language Models on Knowledge GraphsCode1
Dialogue Relation Extraction with Document-level Heterogeneous Graph Attention NetworksCode1
DKEC: Domain Knowledge Enhanced Multi-Label Classification for Diagnosis PredictionCode1
CycleGT: Unsupervised Graph-to-Text and Text-to-Graph Generation via Cycle TrainingCode1
A*Net: A Scalable Path-based Reasoning Approach for Knowledge GraphsCode1
CypherBench: Towards Precise Retrieval over Full-scale Modern Knowledge Graphs in the LLM EraCode1
Conversational Question Answering over Knowledge Graphs with Transformer and Graph Attention NetworksCode1
Convolutional Complex Knowledge Graph EmbeddingsCode1
An energy-based model for neuro-symbolic reasoning on knowledge graphsCode1
Enhancing Text-based Knowledge Graph Completion with Zero-Shot Large Language Models: A Focus on Semantic EnhancementCode1
An End-to-End Progressive Multi-Task Learning Framework for Medical Named Entity Recognition and NormalizationCode1
Context-aware Entity Typing in Knowledge GraphsCode1
Convolutional 2D Knowledge Graph EmbeddingsCode1
Contextual Graph Attention for Answering Logical Queries over Incomplete Knowledge GraphsCode1
CR-LT-KGQA: A Knowledge Graph Question Answering Dataset Requiring Commonsense Reasoning and Long-Tail KnowledgeCode1
CSKG: The CommonSense Knowledge GraphCode1
CuriousLLM: Elevating Multi-Document QA with Reasoning-Infused Knowledge Graph PromptingCode1
Connecting the Dots: A Knowledgeable Path Generator for Commonsense Question AnsweringCode1
Debate on Graph: a Flexible and Reliable Reasoning Framework for Large Language ModelsCode1
A Review of Biomedical Datasets Relating to Drug Discovery: A Knowledge Graph PerspectiveCode1
Deep Graph Matching ConsensusCode1
An Industry Evaluation of Embedding-based Entity AlignmentCode1
Demographic Aware Probabilistic Medical Knowledge Graph Embeddings of Electronic Medical RecordsCode1
Adversarial Robustness of Representation Learning for Knowledge GraphsCode1
Developing a Scalable Benchmark for Assessing Large Language Models in Knowledge Graph EngineeringCode1
Construction and Applications of Billion-Scale Pre-Trained Multimodal Business Knowledge GraphCode1
Accurate and interpretable drug-drug interaction prediction enabled by knowledge subgraph learningCode1
CokeBERT: Contextual Knowledge Selection and Embedding towards Enhanced Pre-Trained Language ModelsCode1
An Open Challenge for Inductive Link Prediction on Knowledge GraphsCode1
Complex Reasoning over Logical Queries on Commonsense Knowledge GraphsCode1
A Decade of Knowledge Graphs in Natural Language Processing: A SurveyCode1
Disconnected Emerging Knowledge Graph Oriented Inductive Link PredictionCode1
Complex Temporal Question Answering on Knowledge GraphsCode1
A Self-supervised Method for Entity AlignmentCode1
Answering Complex Logical Queries on Knowledge Graphs via Query Computation Tree OptimizationCode1
Answering Complex Queries in Knowledge Graphs with Bidirectional Sequence EncodersCode1
Drug Similarity and Link Prediction Using Graph Embeddings on Medical Knowledge GraphsCode1
Complex Query Answering with Neural Link PredictorsCode1
Domain Specific Question Answering Over Knowledge Graphs Using Logical Programming and Large Language ModelsCode1
Dynamic Graph Enhanced Contrastive Learning for Chest X-ray Report GenerationCode1
Dynamic Semantic Graph Construction and Reasoning for Explainable Multi-hop Science Question AnsweringCode1
A Generalization of Transformer Networks to GraphsCode1
ConE: Cone Embeddings for Multi-Hop Reasoning over Knowledge GraphsCode1
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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