3 papers
cs.CL2026
CTRAG: An In-Context Retrieval-based Framework for Automated Compliance Checking using LLMs
Muhammad Roman, Karen Rafferty, Barry Devereux
Trust is fundamental in modern regulatory ecosystems, and compliance checking plays a critical role in fostering that trust. Regulatory compliance verification is essential for bus…
cs.DL2025
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…
cs.LG2024
SynFinTabs: A Dataset of Synthetic Financial Tables for Information and Table Extraction
Ethan Bradley, Muhammad Roman, Karen Rafferty +1
Table extraction from document images is a challenging AI problem, and labelled data for many content domains is difficult to come by. Existing table extraction datasets often focu…