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Yash Mathur

2 accepted papers

2024

De-Identification of Sensitive Personal Data in Datasets Derived from IIT-CDIP

EMNLP 2024main

The IIT-CDIP document collection is the source of several widely used and publicly accessible document understanding datasets. In this paper, manual inspection of 5 datasets derived from IIT-CDIP uncovers the presence of thousands of instances of sensitive personal data, including US Social Security…

2024

Program-Aided Reasoners (Better) Know What They Know

NAACL 2024long

Prior work shows that program-aided reasoning, in which large language models (LLMs) are combined with programs written in programming languages such as Python, can significantly improve accuracy on various reasoning tasks. However, while accuracy is essential, it is also important for such reasoner…