About

I am a CS master’s student at University of Saskatchewan. I work with Professor Michael Horsch and Roy Ka-wei Lee. I am also a member of SocialAI.Studio based at SUTD.

I am running a Dhaka-based reading group on NLP research since summer21 [website].

Research

My current research focuses developing deep learning systems for low-resource languages, specifically, building models and datasets for social value tasks in nlp. My long term goal is studying compositionality and reasoning in langugage and out-of-distribution generalization in deep learning.

  • NLP for Social Good – MUSCAT: Multilingual Rumor Verification in Social Media Conversations (submitted to COLING22). Cross-lingual meta-training for low-resource hate speech (submitted to KDD22). Joint learning target and emotion for hate speech detection (PAKDD21).
  • Efficient Transfer & Modular ML – Efficient and flexible multi-task learning with multilingual pre-trained sentence encoders (in progress). Efficient transfer learning and preventing negative transfer. Learning from small data [slides] and modular fast adaptation on novel tasks.
  • Out-of-distribution Generalization - Handling distribution shift, adapting to changing environments. Domain Adaptation as a Problem of Inference on Graphical Models (course project)

Updates

  • Feb 13, 2021: Our work on multitask hate speech detection AngryBERT accpeted at PAKDD21.
  • Oct 2, 2020: Paper accepted at NLP+CSS workshop @EMNLP
  • Sep 27, 2020: My talk on “Online abuse and emotion during COVID-19” at TWIML NLP Slides
  • May 27, 2020: On Analyzing Annotation Consistency in Online Abusive Behavior Datasets got accepted in ICWSM-2020.
  • May 22, 2020: Got selected at machine learning summer school @Indonesia (MLSS-INDO ‘20)!
  • Jan 6, 2020: Talk on undergraduate research and opportunities at AI startup, @Noakhali S&T Univ

Pointers

  • 🎉👋 Winter NLP Reading 22 @NLPDhaka
  • Applying for MS/Phd? Check Resource section for resources.
  • Tired of surfing? Grab some coffee and listen this track or this.
  • My third person bio page.

Recent Books

  1. #Novel A Wild Sheep Chase by Haruki Murakami
  2. #Novel Sputnik Sweetheart by Haruki Murakami
  3. #Novel The Unbearable Lightness of Being by Milan Kundera
  4. #Tech The Laws of Simplicity by John Maeda
  5. #Tech The Design of Everyday Things by Don Norman

Contact

Please send me an email if you are interested in collaboration or anything related to deep learning research. r.awal @ usask dot ca
awalrabiul6 @ gmail dot com

updated May 2022