Author

Ravishankar Krishnaswamy

2 papers indexed here

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#artificial intelligence Preprint Sep 2026

WinSyn: An Automated Pipeline for Realistic Enterprise Question-Answering Evaluation

Enterprise settings provide a challenging environment for question-answering agents, which often rely on Retrieval-Augmented Generation, Deep Research (DR), and related techniques. Much of this challenge comes from the complexity of enterprise data: information is often spread across evolving and potentially conflict-...

Amey Varhade, Ananya Sutradhar, Ravishankar Krishnaswamy et al. · 0 citations

#machine learning Preprint Sep 2026

EigenLI: Spectral Approximations to Late Interaction

This work introduces EigenLI, a spectral approximation framework that compresses late-interaction representations via document-specific low-dimensional subspaces and consistently outperforms comparable single-vector surrogates such as MUVERA.

S. Archish, Sabyasachi Basu, Ankit Garg et al. · 0 citations