2 papers
cs.CL2026
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…
cs.CV2025
AI-Generated Lecture Slides for Improving Slide Element Detection and Retrieval
Suyash Maniyar, Vishvesh Trivedi, Ajoy Mondal +2
Lecture slide element detection and retrieval are key problems in slide understanding. Training effective models for these tasks often depends on extensive manual annotation. Howev…