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 2801–2850 of 2974 papers

TitleStatusHype
Multi-dataset and Transfer Learning Using Gene Expression Knowledge GraphsCode0
COPA-SSE: Semi-structured Explanations for Commonsense ReasoningCode0
Extensible Multi-Granularity Fusion Network for Aspect-based Sentiment AnalysisCode0
Grounded Conversation Generation as Guided Traverses in Commonsense Knowledge GraphsCode0
Multifaceted Domain-Specific Document EmbeddingsCode0
Extending Transductive Knowledge Graph Embedding Models for Inductive Logical Relational InferenceCode0
MultiHal: Multilingual Dataset for Knowledge-Graph Grounded Evaluation of LLM HallucinationsCode0
Bridging RDF Knowledge Graphs with Graph Neural Networks for Semantically-Rich Recommender SystemsCode0
Scaling Reasoning can Improve Factuality in Large Language ModelsCode0
Temporal Fact Reasoning over Hyper-Relational Knowledge GraphsCode0
The Digitalization of Bioassays in the Open Research Knowledge GraphCode0
Multi-Label Zero-Shot Learning with Structured Knowledge GraphsCode0
Multilingual Knowledge Graph Completion from Pretrained Language Models with Knowledge ConstraintsCode0
Multilingual Knowledge Graph Embeddings for Cross-lingual Knowledge AlignmentCode0
RT-KGD: Relation Transition Aware Knowledge-Grounded Dialogue GenerationCode0
Commonsense Knowledge Base Completion with Structural and Semantic ContextCode0
RuDaS: Synthetic Datasets for Rule Learning and Evaluation ToolsCode0
Exploiting Explicit Paths for Multi-hop Reading ComprehensionCode0
Explainable Representations for Relation Prediction in Knowledge GraphsCode0
Rule-Guided Compositional Representation Learning on Knowledge GraphsCode0
Explainable Reasoning over Knowledge Graphs for RecommendationCode0
Conversational Semantic Parsing using Dynamic Context GraphsCode0
Variational Reasoning for Question Answering with Knowledge GraphCode0
TRIX: A More Expressive Model for Zero-shot Domain Transfer in Knowledge GraphsCode0
Multi-Modal Knowledge Graph Transformer Framework for Multi-Modal Entity AlignmentCode0
Explainable Enrichment-Driven GrAph Reasoner (EDGAR) for Large Knowledge Graphs with Applications in Drug RepurposingCode0
Conversational Exploratory Search of Scholarly Publications Using Knowledge GraphsCode0
A Hierarchical N-Gram Framework for Zero-Shot Link PredictionCode0
Explaining and visualizing black-box models through counterfactual pathsCode0
eXpath: Explaining Knowledge Graph Link Prediction with Ontological Closed Path RulesCode0
Contrastive Representation Learning for Conversational Question Answering over Knowledge GraphsCode0
Expanding the Scope: Inductive Knowledge Graph Reasoning with Multi-Starting Progressive PropagationCode0
Multi-relational Poincaré Graph EmbeddingsCode0
The Geometry of Distributed Representations for Better Alignment, Attenuated Bias, and Improved InterpretabilityCode0
Multi-Task Feature Learning for Knowledge Graph Enhanced RecommendationCode0
A Survey of Link Prediction in N-ary Knowledge GraphsCode0
Expanding End-to-End Question Answering on Differentiable Knowledge Graphs with IntersectionCode0
A Study on Knowledge Graph Embeddings and Graph Neural Networks for Web Of ThingsCode0
Multi-view Contrastive Learning for Entity Typing over Knowledge GraphsCode0
Multi-view Inference for Relation Extraction with Uncertain KnowledgeCode0
Multi-view Knowledge Graph Embedding for Entity AlignmentCode0
EvoLearner: Learning Description Logics with Evolutionary AlgorithmsCode0
Contextualized Structural Self-supervised Learning for Ontology MatchingCode0
Mutually Guided Few-shot Learning for Relational Triple ExtractionCode0
ConTextual: Improving Clinical Text Summarization in LLMs with Context-preserving Token Filtering and Knowledge GraphsCode0
Sangrahaka: A Tool for Annotating and Querying Knowledge GraphsCode0
EVKG: An Interlinked and Interoperable Electric Vehicle Knowledge Graph for Smart Transportation SystemCode0
MWO2KG and Echidna: Constructing and exploring knowledge graphs from maintenance dataCode0
Evidence-Focused Fact Summarization for Knowledge-Augmented Zero-Shot Question AnsweringCode0
What Does My QA Model Know? Devising Controlled Probes using Expert KnowledgeCode0
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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