Structure-Preserving Document Translation via Multi-Stage LLM Pipeline: A Case Study in Marathi

Manasi Waghe, Danish Chandargi, Mohammad Aamir Rayyan +2

Government documents in India are predominantly issued in regional languages such as Marathi, creating substantial accessibility barriers for non-native readers, interstate adminis…