Latest Research in Topic Modeling

29 research papers · 2026 median publication year

Top Research Topics in Topic Modeling

Highest-Cited Papers

  1. The ArchiveGene Corpus: A Synthetic Multi-Layer Benchmark for Genealogical Information Extraction from Uzbek Historical Archival Texts
  2. UG-UMRE: Uncertainty-Guided Modality Augmentation and Distributional Calibration for Unified Multimodal Relation Extraction
  3. CountTRuCoLa: Rule Learning for Interpretable Temporal Knowledge Graph Forecasting
  4. Panning for Gold: Expanding Domain-Specific Knowledge Graphs with General Knowledge
  5. Knowledge Restoration-driven Prompt Optimization: Unlocking LLM Potential for Open-Domain Relational Triplet Extraction
  6. PIE-APT: A Unified Framework for Temporal Planning and Contradiction Hunting via Incremental Direct-Derivation Abduction
  7. Glyce: Glyph-vectors for Chinese Character Representations
  8. CONSISTRE: A Unified Consistency-Aware Framework for Document-Level Relation Extraction with Large Language Models
  9. TEmBed-T: A Multi-Dimensional Benchmark for Table-Level Embeddings
  10. On Discovering Discriminative Itemsets Based on Detecting Frequent Itemsets in Succession
  11. Entities as Retrieval Signals: A Systematic Study of Coverage, Supervision, and Evaluation in Entity-Oriented Ranking
  12. PINE: Extracting Correlated Token Pairs for Explainable Entity Matching
  13. Lightweight Person-Place Relation Extraction from Historical Newspapers with Dependency Graphs and Proximity Features
  14. Auto-Fill: Learning to Predict Missing Values Accurately with Specialist Language Models
  15. Visual Information Extraction from Documents via Classification-Guided Large Vision-Language Models
  16. HRE-LSC: A Hyper-Relational Data Enhancement Framework for Long Tail Distribution and Structural Consistency
  17. Solder Alloys Data Mining for Materials Research
  18. From Blind Search to Memory-Aware Evolution: Efficient DBMS Tuning via Collaborative Diagnosis and Utility-Aware Retrieval
  19. Schema-Constrained Document-Level Event Argument Extraction with Lightweight LLM Fine-Tuning
  20. Event-Conditioned Causal Extraction in Saudi Dialect: A Comparative Study of Dialect-Trained BERTs and LLM Prompting
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2026 AUG Q1

Topic Modeling

29 papers

Top Topics (10)

Computation and Language7
Artificial Intelligence5
Topic Modeling4
Machine Learning4
Computer Vision and Pattern Recognition2
Databases2
Data Mining Algorithms and Applications1
Information Retrieval1
Explainable Artificial Intelligence (XAI)1
Machine Learning in Materials Science1

Top Publications (20)

1.The ArchiveGene Corpus: A Synthetic Multi-Layer Benchmark for Genealogical Information Extraction from Uzbek Historical Archival Texts2.UG-UMRE: Uncertainty-Guided Modality Augmentation and Distributional Calibration for Unified Multimodal Relation Extraction3.CountTRuCoLa: Rule Learning for Interpretable Temporal Knowledge Graph Forecasting4.Panning for Gold: Expanding Domain-Specific Knowledge Graphs with General Knowledge5.Knowledge Restoration-driven Prompt Optimization: Unlocking LLM Potential for Open-Domain Relational Triplet Extraction6.PIE-APT: A Unified Framework for Temporal Planning and Contradiction Hunting via Incremental Direct-Derivation Abduction7.Glyce: Glyph-vectors for Chinese Character Representations8.CONSISTRE: A Unified Consistency-Aware Framework for Document-Level Relation Extraction with Large Language Models9.TEmBed-T: A Multi-Dimensional Benchmark for Table-Level Embeddings10.On Discovering Discriminative Itemsets Based on Detecting Frequent Itemsets in Succession11.Entities as Retrieval Signals: A Systematic Study of Coverage, Supervision, and Evaluation in Entity-Oriented Ranking12.PINE: Extracting Correlated Token Pairs for Explainable Entity Matching13.Lightweight Person-Place Relation Extraction from Historical Newspapers with Dependency Graphs and Proximity Features14.Auto-Fill: Learning to Predict Missing Values Accurately with Specialist Language Models15.Visual Information Extraction from Documents via Classification-Guided Large Vision-Language Models16.HRE-LSC: A Hyper-Relational Data Enhancement Framework for Long Tail Distribution and Structural Consistency17.Solder Alloys Data Mining for Materials Research18.From Blind Search to Memory-Aware Evolution: Efficient DBMS Tuning via Collaborative Diagnosis and Utility-Aware Retrieval19.Schema-Constrained Document-Level Event Argument Extraction with Lightweight LLM Fine-Tuning20.Event-Conditioned Causal Extraction in Saudi Dialect: A Comparative Study of Dialect-Trained BERTs and LLM Prompting
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