arxivcs.CLcs.LG2026-06-27
Structure-Preserving Document Translation via Multi-Stage LLM Pipeline: A Case Study in Marathi
Manasi Waghe, Danish Chandargi, Mohammad Aamir Rayyan, Raviraj Joshi, A. R. Deshpande
Government documents in India are predominantly issued in regional languages such as Marathi, creating substantial accessibility barriers for non-native readers, interstate administrative bodies, and policy analysts. Although recent advances in neural machine translation have imp…