3 papers
cs.AI2026
Active Context Compression: Autonomous Memory Management in LLM Agents
Nikhil Verma
Large Language Model (LLM) agents struggle with long-horizon software engineering tasks due to "Context Bloat." As interaction history grows, computational costs explode, latency i…
cs.CL2025
Quality-Aware Translation Tagging in Multilingual RAG system
Hoyeon Moon, Byeolhee Kim, Nikhil Verma
Multilingual Retrieval-Augmented Generation (mRAG) often retrieves English documents and translates them into the query language for low-resource settings. However, poor translatio…
cs.CL2024
Large Language Models for Page Stream Segmentation
Hunter Heidenreich, Ratish Dalvi, Rohith Mukku +2
Page Stream Segmentation (PSS) is an essential prerequisite for automated document processing at scale. However, research progress has been limited by the absence of realistic publ…