1 citations · 2 across the 5 of their papers we have counts for
Showing 2026 · cs.CLShow all
2 papers · 2 filters
cs.CL2026
TriageRAG: Failure-Aware Self-Training for Adapting Retrieval-Augmented Language Models to Specialized Domains
Samarth Varshney, Ritu Yadav
Retrieval-augmented generation (RAG) lets large language models (LLMs) answer knowledge-intensive questions from retrieved evidence, but adapting a general-purpose RAG system to a…
cs.CL2026
StateWise: Teaching Language Models to Track and Obey Evolving Constraints in Multi-Turn Dialogue
Samarth Varshney, Ritu Yadav
Users of conversational assistants rarely state all requirements up front: they add constraints, amend them, withdraw them, digress, and return. Instruction-tuned LLMs fail here in…