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 901–950 of 2974 papers

TitleStatusHype
Benchmarking neural embeddings for link prediction in knowledge graphs under semantic and structural changesCode0
Differentiable Outlier Detection Enable Robust Deep Multimodal AnalysisCode0
KG-FPQ: Evaluating Factuality Hallucination in LLMs with Knowledge Graph-based False Premise QuestionsCode0
KG-BERT: BERT for Knowledge Graph CompletionCode0
Dict2vec : Learning Word Embeddings using Lexical DictionariesCode0
ERNIE: Enhanced Language Representation with Informative EntitiesCode0
KG-CRuSE: Recurrent Walks over Knowledge Graph for Explainable Conversation Reasoning using Semantic EmbeddingsCode0
KGUF: Simple Knowledge-aware Graph-based Recommender with User-based Semantic Features FilteringCode0
ESA: Entity Summarization with AttentionCode0
OKGIT: Open Knowledge Graph Link Prediction with Implicit TypesCode0
Dialogue Benchmark Generation from Knowledge Graphs with Cost-Effective Retrieval-Augmented LLMsCode0
KEPLER: A Unified Model for Knowledge Embedding and Pre-trained Language RepresentationCode0
Evaluating Class Membership Relations in Knowledge Graphs using Large Language ModelsCode0
Evaluating improvements on using Large Language Models (LLMs) for property extraction in the Open Research Knowledge Graph (ORKG)Code0
Diachronic Embedding for Temporal Knowledge Graph CompletionCode0
Evaluating Large Language Models in Semantic Parsing for Conversational Question Answering over Knowledge GraphsCode0
CleanGraph: Human-in-the-loop Knowledge Graph Refinement and CompletionCode0
KEHRL: Learning Knowledge-Enhanced Language Representations with Hierarchical Reinforcement LearningCode0
Be Concise and Precise: Synthesizing Open-Domain Entity Descriptions from FactsCode0
KCD: Knowledge Walks and Textual Cues Enhanced Political Perspective Detection in News MediaCode0
A Dual-Perspective Metaphor Detection Framework Using Large Language ModelsCode0
Development of a Knowledge Graph Embeddings Model for PainCode0
KBGAN: Adversarial Learning for Knowledge Graph EmbeddingsCode0
Bayes EMbedding (BEM): Refining Representation by Integrating Knowledge Graphs and Behavior-specific NetworksCode0
KAMEL : Knowledge Analysis with Multitoken Entities in Language ModelsCode0
Detection-Fusion for Knowledge Graph Extraction from VideosCode0
KALM: Knowledge-Aware Integration of Local, Document, and Global Contexts for Long Document UnderstandingCode0
Joint Pre-training and Local Re-training: Transferable Representation Learning on Multi-source Knowledge GraphsCode0
EventNarrative: A large-scale Event-centric Dataset for Knowledge Graph-to-Text GenerationCode0
Barack's Wife Hillary: Using Knowledge Graphs for Fact-Aware Language ModelingCode0
Detecting Cross-Language Plagiarism using Open Knowledge GraphsCode0
Barack's Wife Hillary: Using Knowledge-Graphs for Fact-Aware Language ModelingCode0
K-BERT: Enabling Language Representation with Knowledge GraphCode0
EVKG: An Interlinked and Interoperable Electric Vehicle Knowledge Graph for Smart Transportation SystemCode0
KHAN: Knowledge-Aware Hierarchical Attention Networks for Accurate Political Stance PredictionCode0
BanglaAutoKG: Automatic Bangla Knowledge Graph Construction with Semantic Neural Graph FilteringCode0
Jointly Learning Entity and Relation Representations for Entity AlignmentCode0
Dependency-aware Self-training for Entity AlignmentCode0
Background Knowledge in Schema Matching: Strategy vs. DataCode0
Expanding End-to-End Question Answering on Differentiable Knowledge Graphs with IntersectionCode0
Jointly Learning Explainable Rules for Recommendation with Knowledge GraphCode0
DensE: An Enhanced Non-commutative Representation for Knowledge Graph Embedding with Adaptive Semantic HierarchyCode0
Expanding the Scope: Inductive Knowledge Graph Reasoning with Multi-Starting Progressive PropagationCode0
eXpath: Explaining Knowledge Graph Link Prediction with Ontological Closed Path RulesCode0
An End-to-End Neighborhood-based Interaction Model for Knowledge-enhanced RecommendationCode0
Explaining and visualizing black-box models through counterfactual pathsCode0
Democratizing Large Language Model-Based Graph Data Augmentation via Latent Knowledge GraphsCode0
Cognitive Knowledge Graph Reasoning for One-shot Relational LearningCode0
CognTKE: A Cognitive Temporal Knowledge Extrapolation FrameworkCode0
A Video-grounded Dialogue Dataset and Metric for Event-driven ActivitiesCode0
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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