Nikhil Saini

Nikhil Saini

Chief Engineer

Samsung Research Institute Bangalore

Biography

Hey πŸ‘‹ β€” grab a coffee and let’s talk shop.

I’m Nikhil Saini, Chief Engineer on the Language AI team at Samsung Research Institute Bangalore. I work at the intersection of NLP and ML, with a focus on making language models actually useful.

These days I’m thinking about diffusion models for text and agentic systems β€” two areas I think are underexplored and worth serious attention. If you’re working on either, I’d love to compare notes.

Previously: My background spans Machine Translation, Disfluency Correction, On-device LLMs, Quantization, and Reinforcement Learning β€” mostly in the text domain. During my post-gradπŸ‘¨β€πŸŽ“ at IIT Bombay, I worked at the CFILT and CSALT lab with Prof. Pushpak Bhattacharyya and Prof. Preethi Jyothi,tackling problems at the boundary of Speech and NLP.

PC Member: LREC 2022, ICON, LREC-COLING 2024, COLING 2025, LREC 2026.

Interests

  • Natural Language Processing
  • Generative AI

Education

  • M.Tech (Research), 2021

    IIT Bombay

  • B.E, 2018

    MSU Baroda

Experience

 
 
 
 
 

Lead Engineer

Samsung Research Institute Bangalore

Mar 2023 – Present Bengaluru, Karnataka

Domain:

  • Generative AI - Large Language Models
  • OnDevice LLMs
  • Multimodal Assistants for Bixby
 
 
 
 
 

Senior Software Engineer

Samsung Research Institute Bangalore

Jul 2021 – Mar 2023 Bengaluru, Karnataka

Domain:

  • Natural Language Understanding: Text Classification Enhancement
  • Explainable AI
  • Reviewer in LREC, ICON
 
 
 
 
 

Research Assistant

Computer Center, IIT Bombay

Jul 2018 – Jun 2021 Powai, Mumbai

Responsibilities include:

  • System Administration
  • Monitoring
  • Networking

Honours & awards

Annual Award 2021-2022

The Ascendant Stars - Voice Intelligence Team (Young Achiever of the Year Award)

Samsung Software Expert Academy - Professional Coder

Professional level coder amongst all Samsung Employees.

Samsung Excellence Award

This award recognizes an individual for his/her contribution and excellence in work, extraordinary commitment, leveraging & development of talent, extension of support and achievements beyond functional scope and process improvements.

Excellence in Research Award

Research Excellence for M.Tech Thesis Project 2020-21 is awarded to the graduating student by taking into account both qualitative aspects of the nominations as well as the output (publications, software, and other artifacts produced).
See certificate

Recent Publications

(2026). Learn to Unlearn in Large Language Models. In ICASSP.

PDF

(2021). Disfluency Correction using Unsupervised and Semi-supervised Learning. In EACL.

PDF Video

(2021). Load Balancing in Heterogeneous Distributed Systems Using Singleton Model. In PDGC.

PDF DOI

Recent Posts

News

Life Events / Random Stuff

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