Multi-Intent Detection in User Provided Annotations for Programming by Examples Systems

no code implementations • 8 Jul 2023 • Nischal Ashok Kumar, Nitin Gupta, Shanmukha Guttula, Hima Patel

This can lead to multiple intents or ambiguity in the input and output samples.

Intent Detection Program Synthesis

Data Quality Toolkit: Automatic assessment of data quality and remediation for machine learning datasets

no code implementations • 12 Aug 2021 • Nitin Gupta, Hima Patel, Shazia Afzal, Naveen Panwar, Ruhi Sharma Mittal, Shanmukha Guttula, Abhinav Jain, Lokesh Nagalapatti, Sameep Mehta, Sandeep Hans, Pranay Lohia, Aniya Aggarwal, Diptikalyan Saha

We attempt to re-look at the data quality issues in the context of building a machine learning pipeline and build a tool that can detect, explain and remediate issues in the data, and systematically and automatically capture all the changes applied to the data.

BIG-bench Machine Learning

Development of an Enterprise-Grade Contract Understanding System

no code implementations • NAACL 2021 • Arvind Agarwal, Laura Chiticariu, Poornima Chozhiyath Raman, Marina Danilevsky, Diman Ghazi, Ankush Gupta, Shanmukha Guttula, Yannis Katsis, Rajasekar Krishnamurthy, Yunyao Li, Shubham Mudgal, Vitobha Munigala, Nicholas Phan, Dhaval Sonawane, Sneha Srinivasan, Sudarshan R. Thitte, Mitesh Vasa, Ramiya Venkatachalam, Vinitha Yaski, Huaiyu Zhu

Contracts are arguably the most important type of business documents.