Latest Research in Data Quality and Management

16 research papers · 2026 median publication year

Top Research Topics in Data Quality and Management

Highest-Cited Papers

  1. Fine-Tuning of a LLM for Public Complaint Classification and Routing for Resolution
  2. VisTR: Visualizations as Representations for Time-series Table Reasoning
  3. Before the Model: Why Datasets and Data Representation Define What Machine Learning Can Learn
  4. Before the Model: Why Datasets and Data Representation Define What Machine Learning Can Learn
  5. Robust and accurate multimodal information extraction from tobacco box labels using MLDP
  6. The Data Readiness Gap: How Incomplete Data Infrastructure Blocks AI in Production
  7. The Data Readiness Gap: How Incomplete Data Infrastructure Blocks AI in Production
  8. Beyond Validation - A Conceptual Framework and Qualitative Review of AI-Driven Semantic Adjustment Mechanisms for Master Data Harmonization and Agricultural Process Data Integration
  9. Hindsight: Similarity-Based Analytics for Mars Rover Drive Retrieval
  10. Comparing Solver Representations for Analyzing Cardinality-Based Feature Models
  11. Cluster and then Embed: A Modular Approach for Visualization
  12. A novel pipeline and benchmark for automated technical datasheets processing
  13. Entity matching for recurring engineering components: a bottom-up enabler for reference architecture reconstruction
  14. GraphRAG for engineering diagrams: ChatP & ID enables LLM interaction with P& IDs
  15. AsyncMultiQuery TSF-RAG: Improving Retrieval Robustness in Spanish Technical Reports for Tailings Storage Facility Physical Stability Evaluation
  16. A Model-based Testing Technique for Amazon Lex Task-based Chatbots
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2026 JUL Q4

Data Quality and Management

16 papers

Top Topics (10)

Data Quality and Management3
Human-Computer Interaction2
Ethics and Social Impacts of AI2
Big Data and Business Intelligence2
Imbalanced Data Classification Techniques1
Text and Document Classification Technologies1
Advanced Software Engineering Methodologies1
Machine Learning1
Advanced Graph Neural Networks1
Information Retrieval and Search Behavior1

Top Publications (16)

1.Fine-Tuning of a LLM for Public Complaint Classification and Routing for Resolution2.VisTR: Visualizations as Representations for Time-series Table Reasoning3.Before the Model: Why Datasets and Data Representation Define What Machine Learning Can Learn4.Before the Model: Why Datasets and Data Representation Define What Machine Learning Can Learn5.Robust and accurate multimodal information extraction from tobacco box labels using MLDP6.The Data Readiness Gap: How Incomplete Data Infrastructure Blocks AI in Production7.The Data Readiness Gap: How Incomplete Data Infrastructure Blocks AI in Production8.Beyond Validation - A Conceptual Framework and Qualitative Review of AI-Driven Semantic Adjustment Mechanisms for Master Data Harmonization and Agricultural Process Data Integration9.Hindsight: Similarity-Based Analytics for Mars Rover Drive Retrieval10.Comparing Solver Representations for Analyzing Cardinality-Based Feature Models11.Cluster and then Embed: A Modular Approach for Visualization12.A novel pipeline and benchmark for automated technical datasheets processing13.Entity matching for recurring engineering components: a bottom-up enabler for reference architecture reconstruction14.<scp>GraphRAG</scp> for engineering diagrams: <scp>ChatP</scp> &amp; <scp>ID</scp> enables <scp>LLM</scp> interaction with P&amp; <scp>IDs</scp>15.AsyncMultiQuery TSF-RAG: Improving Retrieval Robustness in Spanish Technical Reports for Tailings Storage Facility Physical Stability Evaluation16.A Model-based Testing Technique for Amazon Lex Task-based Chatbots
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