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

This work introduces an automated pipeline for generating synthetic datasets of emails reflecting realistic workplace scenarios, along with long- and short-form questions and gold answers grounded in the data, and underscores the importance of realistic, high-complexity evaluation data for developing stronger real-worl...

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