Your Name

About Me

Responsible AI | NLP & AI Fairness | AI for Social Good

Welcome! I am a PhD candidate in Natural Language Processing at RMIT University, specialising in fairness and bias mitigation in NLP systems. My research focuses on developing responsible AI solutions that address equity concerns in automated systems.

Research Interests

  • NLP
  • Evaluation
  • Summarisation
  • Ethics, bias & fairness
  • Responsible AI

Research

My research explores fairness and bias mitigation in Natural Language Processing. I develop evaluation methodologies and mitigation techniques to ensure AI systems produce equitable outcomes across diverse populations and viewpoints.

Selected Publications

2025

Less Is More? Examining Fairness in Pruned Large Language Models for Summarising Opinions

Nannan Huang, Haytham M. Fayek, Xiuzhen Zhang

In Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing, pages 18005–18029, Suzhou, China. Association for Computational Linguistics.

2025

REFER: Mitigating Bias in Opinion Summarisation via Frequency Framed Prompting

Nannan Huang, Haytham M. Fayek, Xiuzhen Zhang

In Proceedings of The 5th New Frontiers in Summarization Workshop (EMNLP2025), pages 74–93, Suzhou, China. Association for Computational Linguistics.

2024

Bias in Opinion Summarisation from Pre-training to Adaptation: A Case Study in Political Bias

Nannan Huang, Haytham M. Fayek, Xiuzhen Zhang

In In Proceedings of the 18th Conference of the European Chapter of the Association for Computational Linguistics (Volume 1: Long Papers), pages 1041–1055, St. Julian’s, Malta. Association for Computational Linguistics.

2023

Examining Bias in Opinion Summarisation through the Perspective of Opinion Diversity

Nannan Huang, Haytham M. Fayek, Xiuzhen Zhang

In In Proceedings of the 13th Workshop on Computational Approaches to Subjectivity, Sentiment, & Social Media Analysis (ACL 2023), pages 149–161, Toronto, Canada. Association for Computational Linguistics.

Teaching

Current Courses

Foundations of Artificial Intelligence. RMIT University, Australia

July 2023, March 2024, July 2024, January 2025, July 2025.

Introduction to Python. Monash University, Australia

March 2022, May 2022, September 2022, November 2022, March 2023, May 2023, September 2023, November 2023, March 2024, May 2024, September 2024, November 2024, March 2025, May 2025, September 2025, November 2025 .

Data Wrangling. Monash University, Australia

July 2022, November 2022, July 2023, November 2023, July 2024, November 2024, July 2025, November 2025 .

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