DynamicTOC: Persona-based Table of Contents for Consumption of Long Documents

no code implementations • NAACL 2022 • Himanshu Maheshwari, Nethraa Sivakumar, Shelly Jain, Tanvi Karandikar, Vinay Aggarwal, Navita Goyal, Sumit Shekhar

Linearly consuming (via scrolling or navigation through default table of content) these documents is time-consuming and challenging.

CLAUSEREC: A Clause Recommendation Framework for AI-aided Contract Authoring

no code implementations • EMNLP 2021 • Vinay Aggarwal, Aparna Garimella, Balaji Vasan Srinivasan, Anandhavelu N, Rajiv Jain

We propose a two-staged pipeline to first predict if a specific clause type is relevant to be added in a contract, and then recommend the top clauses for the given type based on the contract context.

Federated Learning with Personalization Layers

4 code implementations • 2 Dec 2019 • Manoj Ghuhan Arivazhagan, Vinay Aggarwal, Aaditya Kumar Singh, Sunav Choudhary

The emerging paradigm of federated learning strives to enable collaborative training of machine learning models on the network edge without centrally aggregating raw data and hence, improving data privacy.

BIG-bench Machine Learning Federated Learning