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 1351–1400 of 2974 papers

TitleStatusHype
Power Transformer Fault Prediction Based on Knowledge Graphs—0
GLaM: Fine-Tuning Large Language Models for Domain Knowledge Graph Alignment via Neighborhood Partitioning and Generative Subgraph Encoding—0
Empowering machine learning models with contextual knowledge for enhancing the detection of eating disorders in social media posts—0
Veni, Vidi, Vici: Solving the Myriad of Challenges before Knowledge Graph Learning—0
Hierarchical Tree-structured Knowledge Graph For Academic Insight SurveyCode0
Link Prediction with Relational Hypergraphs—0
Embedding Knowledge Graphs in Degenerate Clifford Algebras—0
CADReN: Contextual Anchor-Driven Relational Network for Controllable Cross-Graphs Node Importance Estimation—0
Deep Outdated Fact Detection in Knowledge Graphs—0
Enhancing Cross-Modal Contextual Congruence for Crowdfunding Success using Knowledge-infused Learning—0
Understanding and Guiding Weakly Supervised Entity Alignment with Potential Isomorphism PropagationCode0
Hypergraph-Transformer (HGT) for Interactive Event Prediction in Laparoscopic and Robotic Surgery—0
A Comparative Analysis of Conversational Large Language Models in Knowledge-Based Text GenerationCode0
SPARQL Generation with Entity Pre-trained GPT for KG Question AnsweringCode0
Prompt-Time Symbolic Knowledge Capture with Large Language ModelsCode0
PipeNet: Question Answering with Semantic Pruning over Knowledge GraphsCode0
Two Heads Are Better Than One: Integrating Knowledge from Knowledge Graphs and Large Language Models for Entity Alignment—0
Capturing Knowledge Graphs and Rules with Octagon Embeddings—0
Type-based Neural Link Prediction Adapter for Complex Query Answering—0
Textual Entailment for Effective Triple Validation in Object PredictionCode0
Evaluating LLM -- Generated Multimodal Diagnosis from Medical Images and Symptom Analysis—0
Synthetic Multimodal Dataset for Empowering Safety and Well-being in Home Environments—0
Benchmarking Large Language Models in Complex Question Answering Attribution using Knowledge Graphs—0
Are We Wasting Time? A Fast, Accurate Performance Evaluation Framework for Knowledge Graph Link Predictors—0
A Survey of Deep Learning and Foundation Models for Time Series Forecasting—0
Fine-Grained Stateful Knowledge Exploration: A Novel Paradigm for Integrating Knowledge Graphs with Large Language ModelsCode0
Building Contextual Knowledge Graphs for Personalized Learning Recommendations using Text Mining and Semantic Graph Completion—0
IICONGRAPH: improved Iconographic and Iconological Statements in Knowledge Graphs—0
KAM-CoT: Knowledge Augmented Multimodal Chain-of-Thoughts Reasoning—0
Gradient Flow of Energy: A General and Efficient Approach for Entity Alignment DecodingCode0
Context Matters: Pushing the Boundaries of Open-Ended Answer Generation with Graph-Structured Knowledge Context—0
Graph Edits for Counterfactual Explanations: A comparative study—0
Interactive and Intelligent Root Cause Analysis in Manufacturing with Causal Bayesian Networks and Knowledge Graphs—0
Interplay of Semantic Communication and Knowledge Learning—0
QAnswer: Towards Question Answering Search over Websites—0
BERTologyNavigator: Advanced Question Answering with BERT-based Semantics—0
Assisted Knowledge Graph Authoring: Human-Supervised Knowledge Graph Construction from Natural LanguageCode0
Towards Efficient Methods in Medical Question Answering using Knowledge Graph EmbeddingsCode0
A Strategy for Implementing description Temporal Dynamic Algorithms in Dynamic Knowledge Graphs by SPIN—0
Edge-Enabled Anomaly Detection and Information Completion for Social Network Knowledge Graphs—0
Domain Adaptation for Large-Vocabulary Object Detectors—0
Chain of History: Learning and Forecasting with LLMs for Temporal Knowledge Graph Completion—0
A Universal Knowledge Model and Cognitive Architecture for Prototyping AGI—0
Combining Embedding-Based and Semantic-Based Models for Post-hoc Explanations in Recommender Systems—0
Improving the Robustness of Knowledge-Grounded Dialogue via Contrastive LearningCode0
Text Classification Based on Knowledge Graphs and Improved Attention Mechanism—0
A Joint-Reasoning based Disease Q&A System—0
Evaluating Large Language Models in Semantic Parsing for Conversational Question Answering over Knowledge GraphsCode0
FusionMind -- Improving question and answering with external context fusion—0
Conversational Question Answering with Reformulations over Knowledge Graph—0
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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