Usneek Singh

Comparative Analysis of Transformers for Modeling Tabular Data: A Casestudy using Industry Scale Dataset

2024

We perform a comparative analysis of transformer-based models designed for modeling tabular data, specifically on an industry-scale dataset. While earlier studies demonstrated promising outcomes on smaller public or synthetic datasets, the effectiveness did not extend …

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 …