Latest Research in Knowledge Graph Inference

91 research papers · 2026 median publication year

Top Research Topics in Knowledge Graph Inference

Highest-Cited Papers

  1. Physics-Enhanced Data-Driven Approach for Wind Turbine Aeroelastic Damping Prediction Based on LSTM RNN
  2. When the Knowledge Base Becomes the Gold Standard: Measuring Resource-Shared Evaluation Loops in Entity-Level Machine Translation
  3. GraFine: Retrieval-Time Refinement for Efficient Graph RAG over Corpus Graphs
  4. FITTER: Vocabulary-Agnostic Cross-Domain Inference on Temporal Knowledge Graphs
  5. Sequence Labeling in Urdu Social Media Texts: Data Annotation and Transformer-Based Deep Learning Models
  6. Iterative difference-based distance matrix refinement for entity alignment
  7. CompTIA Server+ Study Guide: Server Administration, Hardware, and Troubleshooting
  8. ViSR-KGC: Visual Subgraph Reasoning with Vision-Language Models for Multimodal Knowledge Graph Completion
  9. Probabilistic Circuits for Knowledge Graph Completion with Reduced Rule Sets
  10. Enhancing Scientific Named Entity Recognition via Large Language Models: A Type-driven Multi-task Learning Approach
  11. Named Entity Recognition (NER) in educational texts using transformer models with X (formerly Twitter)
  12. GeoBenchLLM: A Comprehensive Benchmark for Evaluating LLMs on Geo-Related Tasks
  13. LiFTER: A Grounded Neuro-Symbolic Microscope for Continuous-Time Dynamic Graph Forecasting
  14. Graph Machine: Exploring Edge Mechanisms as an Inductive Bias
  15. High-Utility Pattern Mining via Improved Pruning Strategy and New Thresholding Strategy
  16. HomoEnsNER: Does Language Alignment Outperform Architectural Complexity in Gujarati Named Entity Recognition?
  17. OPERA: Operator-residual feedback for reliable autonomous optical experiments with language-model agents
  18. LELA: an LLM-based Entity Linking Approach with Zero-Shot Domain Adaptation
  19. Characterizing the Quality Profile of AI-Generated C++ in Production
  20. The ArchiveGene Corpus: A Synthetic Multi-Layer Benchmark for Genealogical Information Extraction from Uzbek Historical Archival Texts

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2026 AUG Q2

Knowledge Graph Inference

91 papers

Top Topics (10)

Computation and Language19
Artificial Intelligence15
Topic Modeling7
Machine Learning6
Computer Vision and Pattern Recognition5
Advanced Graph Neural Networks3
Databases3
Data Mining Algorithms and Applications2
Coastal and Marine Management2
Multimodal Machine Learning Applications2

Top Publications (20)

1.Physics-Enhanced Data-Driven Approach for Wind Turbine Aeroelastic Damping Prediction Based on LSTM RNN2.When the Knowledge Base Becomes the Gold Standard: Measuring Resource-Shared Evaluation Loops in Entity-Level Machine Translation3.GraFine: Retrieval-Time Refinement for Efficient Graph RAG over Corpus Graphs4.FITTER: Vocabulary-Agnostic Cross-Domain Inference on Temporal Knowledge Graphs5.Sequence Labeling in Urdu Social Media Texts: Data Annotation and Transformer-Based Deep Learning Models6.Iterative difference-based distance matrix refinement for entity alignment7.CompTIA Server+ Study Guide: Server Administration, Hardware, and Troubleshooting8.ViSR-KGC: Visual Subgraph Reasoning with Vision-Language Models for Multimodal Knowledge Graph Completion9.Probabilistic Circuits for Knowledge Graph Completion with Reduced Rule Sets10.Enhancing Scientific Named Entity Recognition via Large Language Models: A Type-driven Multi-task Learning Approach11.Named Entity Recognition (NER) in educational texts using transformer models with X (formerly Twitter)12.GeoBenchLLM: A Comprehensive Benchmark for Evaluating LLMs on Geo-Related Tasks13.LiFTER: A Grounded Neuro-Symbolic Microscope for Continuous-Time Dynamic Graph Forecasting14.Graph Machine: Exploring Edge Mechanisms as an Inductive Bias15.High-Utility Pattern Mining via Improved Pruning Strategy and New Thresholding Strategy16.HomoEnsNER: Does Language Alignment Outperform Architectural Complexity in Gujarati Named Entity Recognition?17.OPERA: Operator-residual feedback for reliable autonomous optical experiments with language-model agents18.LELA: an LLM-based Entity Linking Approach with Zero-Shot Domain Adaptation19.Characterizing the Quality Profile of AI-Generated C++ in Production20.The ArchiveGene Corpus: A Synthetic Multi-Layer Benchmark for Genealogical Information Extraction from Uzbek Historical Archival Texts

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