12,637 papers · updated 18 Sept 2026livingmeta.ai
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Research method

Empirical Study

The Empirical Study method comprises 1,718 papers in this corpus published between 1963 and 2026.

Themes covered

  • Hallucination Control244 (14%)
  • Evaluation & Benchmarks212 (12%)
  • AI-Assisted Discovery212 (12%)
  • Responsible AI Use193 (11%)
  • Productivity Effects149 (9%)
  • RAG for Research100 (6%)

Research domains

  • Research Integrity386 (22%)
  • Data Analysis271 (16%)
  • Research Productivity198 (12%)
  • Human-AI Collaboration118 (7%)
  • AI Governance118 (7%)
  • Literature Discovery118 (7%)

Frequent sub-topics

machine learning for mass cytometry data analysis in chronic lymphocytic leukaemia · 1Generative AI for course material navigation and information seeking · 1LLM financial forecasting evaluation · 1structural biases in LLM-as-a-Judge systems · 1developer productivity and role elevation through AI delegation · 1student engagement with course-customized generative AI agents for learning · 1demographic bias governance in AI retrieval systems · 1shadow generative AI usage in organizations · 1

Representative papers

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