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
Accurate and interpretable drug-drug interaction prediction enabled by knowledge subgraph learningCode1
Efficient Relation-aware Scoring Function Search for Knowledge Graph EmbeddingCode1
Enhancing Document-level Relation Extraction by Entity Knowledge InjectionCode1
EABlock: A Declarative Entity Alignment Block for Knowledge Graph Creation PipelinesCode1
An Industry Evaluation of Embedding-based Entity AlignmentCode1
Better Together: Enhancing Generative Knowledge Graph Completion with Language Models and Neighborhood InformationCode1
Dynamic Graph Enhanced Contrastive Learning for Chest X-ray Report GenerationCode1
DWUG: A large Resource of Diachronic Word Usage Graphs in Four LanguagesCode1
Dynamic Semantic Graph Construction and Reasoning for Explainable Multi-hop Science Question AnsweringCode1
Beyond NED: Fast and Effective Search Space Reduction for Complex Question Answering over Knowledge BasesCode1
Enhancing High-order Interaction Awareness in LLM-based Recommender ModelCode1
DKEC: Domain Knowledge Enhanced Multi-Label Classification for Diagnosis PredictionCode1
A*Net: A Scalable Path-based Reasoning Approach for Knowledge GraphsCode1
Drug Similarity and Link Prediction Using Graph Embeddings on Medical Knowledge GraphsCode1
Automated Mining of Leaderboards for Empirical AI ResearchCode1
Automatic Biomedical Term Clustering by Learning Fine-grained Term RepresentationsCode1
Diverse and Informative Dialogue Generation with Context-Specific Commonsense Knowledge AwarenessCode1
An energy-based model for neuro-symbolic reasoning on knowledge graphsCode1
DisenKGAT: Knowledge Graph Embedding with Disentangled Graph Attention NetworkCode1
Diversifying Content Generation for Commonsense Reasoning with Mixture of Knowledge Graph ExpertsCode1
DSKReG: Differentiable Sampling on Knowledge Graph for Recommendation with Relational GNNCode1
AutoRDF2GML: Facilitating RDF Integration in Graph Machine LearningCode1
An End-to-End Progressive Multi-Task Learning Framework for Medical Named Entity Recognition and NormalizationCode1
DEER: Descriptive Knowledge Graph for Explaining Entity RelationshipsCode1
Benchmarking the Combinatorial Generalizability of Complex Query Answering on Knowledge GraphsCode1
BiQUE: Biquaternionic Embeddings of Knowledge GraphsCode1
Benchmark and Best Practices for Biomedical Knowledge Graph EmbeddingsCode1
Benchmarking the Abilities of Large Language Models for RDF Knowledge Graph Creation and Comprehension: How Well Do LLMs Speak Turtle?Code1
Diffusion-based Hierarchical Negative Sampling for Multimodal Knowledge Graph CompletionCode1
BertNet: Harvesting Knowledge Graphs with Arbitrary Relations from Pretrained Language ModelsCode1
Adversarial Robustness of Representation Learning for Knowledge GraphsCode1
Beta Embeddings for Multi-Hop Logical Reasoning in Knowledge GraphsCode1
Direct Evaluation of Chain-of-Thought in Multi-hop Reasoning with Knowledge GraphsCode1
A Universal Question-Answering Platform for Knowledge GraphsCode1
DiffKG: Knowledge Graph Diffusion Model for RecommendationCode1
An Open Challenge for Inductive Link Prediction on Knowledge GraphsCode1
DHGE: Dual-View Hyper-Relational Knowledge Graph Embedding for Link Prediction and Entity TypingCode1
A Decade of Knowledge Graphs in Natural Language Processing: A SurveyCode1
BioBridge: Bridging Biomedical Foundation Models via Knowledge GraphsCode1
DiaKG: an Annotated Diabetes Dataset for Medical Knowledge Graph ConstructionCode1
AutoAlign: Fully Automatic and Effective Knowledge Graph Alignment enabled by Large Language ModelsCode1
Answering Complex Logical Queries on Knowledge Graphs via Query Computation Tree OptimizationCode1
Answering Complex Queries in Knowledge Graphs with Bidirectional Sequence EncodersCode1
BoxE: A Box Embedding Model for Knowledge Base CompletionCode1
A Fused Gromov-Wasserstein Framework for Unsupervised Knowledge Graph Entity AlignmentCode1
Domain Specific Question Answering Over Knowledge Graphs Using Logical Programming and Large Language ModelsCode1
Reviving the Context: Camera Trap Species Classification as Link Prediction on Multimodal Knowledge GraphsCode1
ComFact: A Benchmark for Linking Contextual Commonsense KnowledgeCode1
A Generalization of Transformer Networks to GraphsCode1
Dialogue Relation Extraction with Document-level Heterogeneous Graph Attention NetworksCode1
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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