12,445 papers · continuously updated · last export: 10 Aug 2026livingmeta.ai
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Research domain

Bias & Epistemic Risk

The Bias & Epistemic Risk domain comprises 525 papers in this corpus published between 2004 and 2026. Work here is dominated by Conceptual, Empirical Study, Experimental.

Methodology profile

  • Conceptual129 (25%)
  • Empirical Study90 (17%)
  • Experimental76 (14%)
  • Literature Review54 (10%)
  • Benchmarking40 (8%)
  • Content Analysis37 (7%)

Themes covered

  • Epistemic Risk283 (54%)
  • Hallucination Control130 (25%)
  • Responsible AI Use56 (11%)
  • Evaluation & Benchmarks37 (7%)
  • Authorship & Attribution1 (0%)

Frequent sub-topics

LLM personality, language ideology propagation, and societal bias · 1moral consistency in LLM decision-making under prompt perturbations · 1exploratory machine learning models in scientific practice · 1AI hallucination and epistemic authority in information systems · 1algorithmic bias in AI-based clinical decision systems · 1judgment-embedded AI outputs and professional decision-making · 1AI-generated image detection and authenticity judgment · 1structural biases in LLM-as-a-Judge systems · 1

Representative papers

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