Research

I started working in Natural Language Processing, but after 15+ years, I have worked in Vision, Speech, and various exotic datatypes (auction data, log data, time series, ..), in addition to natural language. My ‘research taste’ is in the state-of-the-art that enables magical product experiences.

Current Research Interests

LLMs
Agents
LLMs for non-natural datasets
Knowledge Priors
Low resource Modeling
Alignment & Explainability
Multilingual modeling
Multimodal modeling
Instruction-finetuning
Datasets

I am also interested in “exploring the automation spectrum”, particularly where humans and machines work as one unit. The displacement of humans by AI is inevitable, but how that happens is something we should absolutely control. If I were to give a one-sentence description of my current/future work thesis, it would be “active strategies to enable progress and plan for a controlled displacement of humans by AIs.”