2 papers
cs.AI2026
WinSyn: An Automated Pipeline for Realistic Enterprise Question-Answering Evaluation
Amey Varhade, Ananya Sutradhar, Ravishankar Krishnaswamy +1
Enterprise settings provide a challenging environment for question-answering agents, which often rely on Retrieval-Augmented Generation, Deep Research (DR), and related techniques.…
cs.LG2025
Learning Filter-Aware Distance Metrics for Nearest Neighbor Search with Multiple Filters
Ananya Sutradhar, Suryansh Gupta, Ravishankar Krishnaswamy +3
Filtered Approximate Nearest Neighbor (ANN) search retrieves the closest vectors for a query vector from a dataset. It enforces that a specified set of discrete labels for the…