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

Literature Discovery

The Literature Discovery domain comprises 724 papers in this corpus published between 1974 and 2026. Work here is dominated by Design Science, Empirical Study, Benchmarking.

Methodology profile

  • Design Science226 (31%)
  • Empirical Study118 (16%)
  • Benchmarking114 (16%)
  • Literature Review67 (9%)
  • Experimental67 (9%)
  • Conceptual32 (4%)

Themes covered

  • AI-Assisted Discovery276 (38%)
  • Systematic Review Automation207 (29%)
  • RAG for Research185 (26%)
  • Evaluation & Benchmarks21 (3%)
  • Hallucination Control10 (1%)
  • Citation Integrity3 (0%)

Frequent sub-topics

LLM-enabled transcriptomics data retrieval and gene discovery automation · 1LLM-based content coding for competitive dynamics measurement · 1Automated research gap identification using embeddings and LLMs in systematic literature reviews · 1LLM-based scholarly content synthesis via mobile interface · 1Anchor-guided disentanglement of embeddings for interpretable document retrieval · 1Multi-model embedding combinations for SLR screening · 1AI-driven research gap identification using embeddings and clustering · 1AI-assisted literature analysis and living reviews · 1

Representative papers

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