Enhancing Legal LLMs through Metadata-Enriched RAG Pipelines and Direct Preference Optimization

Suyash Maniyar, Deepali Singh, Rohith Reddy

Large Language Models (LLMs) perform well in short contexts but degrade on long legal documents, often producing hallucinations such as incorrect clauses or precedents. In the lega…