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

Benchmarking

The Benchmarking method comprises 1,057 papers in this corpus published between 2000 and 2026.

Themes covered

  • Evaluation & Benchmarks534 (51%)
  • Hallucination Control149 (14%)
  • RAG for Research105 (10%)
  • AI-Assisted Discovery76 (7%)
  • Responsible AI Use40 (4%)
  • Citation Integrity27 (3%)

Research domains

  • Research Integrity236 (22%)
  • Data Analysis228 (22%)
  • Knowledge Synthesis134 (13%)
  • Literature Discovery114 (11%)
  • Research Productivity83 (8%)
  • Scholarly Infrastructure60 (6%)

Frequent sub-topics

information extraction from epidemiological data using generative AI · 1abductive reasoning evaluation in LLMs · 1LLM safety evaluation for moral rationalization facilitation · 1domain-specific LLM evaluation for supply chain management · 1inter-model agreement in LLM-based cultural annotation of consumer reviews · 1long document question answering with transformer models and contrastive learning · 1adversarial robustness of multimodal medical RAG systems · 1knowledge graph-enhanced retrieval-augmented generation for biomedical QA · 1

Representative papers

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