Fariha Anjum Shifa

Fariha Anjum Shifa

PhD Student | Dept. of Computer Science
Virginia Tech

About Me

I am Fariha, a PhD student in Computer Science at Virginia Tech. I am supervised by Dr. David H. Smith IV in the ASCEND Lab. I completed my Bachelor's and Master's degrees in Computer Science and Engineering at the University of Dhaka, Bangladesh.

My research centers on how we can measure what a programming student actually knows as they learn. I work with learning analytics, knowledge tracing, and learning-curve modeling, with a particular interest in where these models break down — where a single "skill" turns out to be several distinct sub-skills the model cannot separate. I am also drawn to the learning science underneath these methods: how students acquire skills, how they retain them, and what our models should be measuring in the first place.

Research Interests

Natural Language Processing
Human-Computer Interaction
Educational Data Mining

Research Problems I am interested in

  • [Low-Resource Understanding]
    How can LLMs truly understand and reason in Bangla and other low-resource languages?
  • [Cultural & Social Knowledge]
    How can we model and evaluate culture-specific and socially grounded knowledge in NLP systems?
  • [Efficient Adaptation]
    How can parameter-efficient and multilingual tuning close the gap between high- and low-resource languages?
  • [GenAI in Computing Education]
    How does GenAI improve computing education in a multilingual setting?

Latest News

  • Jul 2026 📄 Our paper "Print("¡Hola!", "কেমন আছেন?", "안녕"): A Systematic Review of Translanguaging & Language Mixing in CS Education" was accepted at SIGCSE Virtual 2026!
  • Dec 2025 🎉 My master's thesis results were finally published!
  • Oct 2025 📄 My first first-authored paper was accepted at IJCNLP-AACL Findings!
  • Nov 2024 🎤 Presented my poster "A Framework for Accurate Prediction of Plastic-Degrading Enzymes..." at the 23rd Science Council of Asia Conference.
  • Aug 2024 🎓 Joined the Data and Design Lab, University of Dhaka, as a Research Assistant.