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Muhammad Roman

3 papers hereh-index 232 citations8 works total

Matching runs newest-first, so older work may not be attached to this profile yet.

author position
  • first author1
  • middle author2

Across the 3 of 3 papers where every author was matched, so the position is known.

fields
  • cs.CL1
  • cs.DL1
  • cs.LG1

identity via Semantic Scholar / OpenAlex

activity
20242026
most citedA Systematic Literature Review of Retrieval-Augmented Generation: Techniques, Metrics, and Challenges

3 citations · 4 across the 3 of their papers we have counts for

collaborators
Showing cs.DLShow all

1 paper · 1 filter

cs.DL2025★ 3 cited

A Systematic Literature Review of Retrieval-Augmented Generation: Techniques, Metrics, and Challenges

Andrew Brown, Muhammad Roman, Barry Devereux

This systematic review of the research literature on retrieval-augmented generation (RAG) provides a focused analysis of the most highly cited studies published between 2020 and Ma…

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Not affiliated with arXiv. Researcher data from Semantic Scholar (ODC-BY) and OpenAlex.