I am currently a Ph.D. student at the University of Michigan, Ann Arbor, specializing in Natural Language Processing (NLP) and Argument Mining under the guidance of Prof. Lu Wang. Prior to that, I was a Research Associate at Adobe Research Labs, Bangalore where I worked on a wide range of Machine Learning projects in Document intelligence, Natural Language Processing, Information Extraction and Legal Artificial Intelligence. I recieved my Bachelor of Technology (BTech.) in Electrical Engineering with Minor in Computer Science and Engineering from Indian Institute of Technology, Bombay (IIT Bombay) in 2021.
Research
I am broadly interested in Machine Learning, Natural Language Processing (NLP) and related fields. At Adobe, I have primarily worked in document intelligence projects involving NLP techniques like semantic / topical structure analysis and information extraction. During my undergraduate studies, I worked with Prof. Suyash Awate to repurpose a generative modelling framework for the task of one-class classification and anomaly detection. Under the guidance of Prof. Shivaram Kalyanakrishnan, I worked in developing a PAC algorithm for mode estimation of discrete distribution with efficient sample complexity.
Publications
Adrian Kochsiek, Apoorv Umang Saxena, Inderjeet Nair, Rainer Gemulla; Friendly Neighbors: Contextualized Sequence-to-Sequence Link Prediction; Accepted to ACL 2023 Workshop RepL4NLP
Inderjeet Nair, Natwar Modani; Exploiting Language Characteristics for Legal Domain-Specific Language Model Pretraining; Accepted to EACL 2023 Findings
Inderjeet Nair, Aparna Garimella, Balaji Vasan Srinivasan, Natwar Modani, Niyati Chhaya, Srikrishna Karanam, Sumit Shekhar; A Neural CRF-based Hierarchical Approach for Linear Text Segmentation; Accepted to EACL 2023 Findings
Aishwarya Agarwal, Anuj Srivastava, Inderjeet Nair, Swasti Shreya Mishra, Vineeth Dorna, Sharmila Reddy Nangi, Balaji Vasan Srinivasan; SketchBuddy: Context-Aware Sketch Enrichment and Enhancement; Accepted to 2023 ACM Multimedia Systems
Shubham Anand Jain, Rohan Shah, Sanit Gupta, Denil Mehta, Inderjeet Nair, Jian Vora, Sushil Khyalia, Sourav Das, Vinay J Ribeiro, Shivaram Kalyanakrishnan; PAC Mode Estimation using PPR Martingale Confidence Sequences; Accepted to the 2022 International Conference on Artificial Intelligence and Statistics
Natwar Modani, Anurag Maurya, Gaurav Verma, Inderjeet Nair, Vaidehi Patil, Anirudh Kanfade; Detecting Document Versions and Their Ordering in a Collection; Accepted to the 2021 International Conference on Web Information Systems Engineering; Best Paper Runners-up Award
Patents
Inderjeet Nair, Aparna Garimella, Balaji Vasan Srinivasan, Natwar Modani, Niyati Chhaya, Srikrishna Karanam, Sumit Shekhar ; Reader-driven Zoom in – Zoom out: Segmentation to enable non-linear navigation of long form documents; US Patent Application to be filed; Adobe Inc.
Inderjeet Nair, Anirudh Phukan, Aravind Veluri, Lakshya J., Mohar Kundu, Akhash Amarnath, Niyati Chhaya, Sumit Shekhar; Reflowing Infographics for Enhanced Cross-Device Consumption; US Patent Application to be filed; Adobe Inc.
Inderjeet Nair, Akshay Singhal, Kumud Lakara, Pritika Ramu, Vikas Balani, Anandhavelu N; Minimally Guided Semantic Extraction; US Patent Application to be filed; Adobe Inc.
Inderjeet Nair, Natwar Modani; Exploiting Legal Domain Characteristics for Legal Language Model Pretraining; US Patent Application to be filed; Adobe Inc.
Inderjeet Nair, Natwar Modani; Integrated Reading Experience for Contracts and their Amendments; US Patent Application 17/954,558; Adobe Inc.
Ayush Maheshwari, Inderjeet Nair, Navita Goyal, Natwar Modani, Ani Nenkova; Assisted Review of Text Content using a Machine Learning Model; US Patent Application 17/549,270; Adobe Inc.
Natwar Modani, Vaidehi Patil, Inderjeet Nair, Gaurav Verma, Anurag Maurya, Anirudh Kanfade; Systems for Generating Indications of Relationships between Electronic Documents; US Patent Application 17/534,744; Adobe Inc.
Work Experience
Adobe Research Labs, Bangalore
Research Associate - July 2021 - Present
Adobe, Research Labs, Bangalore
Research Intern — June 2020 - August 2020
Stamp My Visa, Mumbai
Production Engineer — June 2019 - August 2019
CV
Contact
inderjeetnair1 [at] gmail.com
inair [at] adobe.com