Mukul Singh

An empirical study of validating synthetic data for formula generation

2025

Large language models (LLMs) can be leveraged to help write formulas in spreadsheets, but formula data resources are scarce, impacting both the base performance of pre-trained models and limiting the ability to fine-tune them.Given a …

Ordered Semantically Diverse Sampling for Textual Data

2025 · arXiv (Cornell University)

The goal of diversity sampling is to select a representative subset of data in a way that maximizes information contained in the subset while keeping its cardinality small. We introduce the ordered diverse sampling problem …