12,445 papers · continuously updated · last export: 10 Aug 2026livingmeta.ai
← Browse all papers
Research theme

RAG for Research

The RAG for Research theme comprises 786 papers in this corpus published between 2006 and 2026. Work here is dominated by Design Science, Experimental, Benchmarking. 5 open research gaps have been surfaced in this area.

Methodology profile

  • Design Science340 (43%)
  • Experimental109 (14%)
  • Benchmarking105 (13%)
  • Empirical Study100 (13%)
  • Literature Review45 (6%)
  • Case Study38 (5%)

Research domains

  • Knowledge Synthesis325 (41%)
  • Literature Discovery185 (24%)
  • Data Analysis124 (16%)
  • Scholarly Infrastructure58 (7%)
  • Human-AI Collaboration28 (4%)
  • Academic Writing10 (1%)

Frequent sub-topics

LLM-enabled transcriptomics data retrieval and gene discovery automation · 1LLM-mediated knowledge codification and tacit knowledge externalization · 1knowledge graph-augmented RAG for psychology interventions · 1knowledge graph-enhanced retrieval-augmented generation for biomedical QA · 1Anchor-guided disentanglement of embeddings for interpretable document retrieval · 1agentic_retrieval_augmented_generation_for_qa · 1retrieval-augmented generation for legal judgment prediction · 1RAG for privacy pattern design · 1

Open research gaps

  • not_available
  • The authors identify that "existing benchmarks for Generators provide limited coverage, with none enabling simultaneous evaluation of multiple capabilities under unified conditions," which motivated t
  • Not explicitly stated in the abstract.
  • The authors identify that "existing RAG and document analytics systems fail to achieve all query types simultaneously," indicating a gap in unified systems that can handle retrieval, knowledge discove
  • The authors identify "open challenges in efficiency, fine-grained representation, and robustness" as key areas requiring future progress in document AI and Multimodal RAG systems.

Representative papers

Related priority directions

← Browse all papersPriority research agenda →