Share this page:

Mitigating Bias for Question Answering Models by Tracking Bias Influence

Mingyu Derek Ma, Jiun-Yu Kao, Arpit Gupta, Yu-Hsiang Lin, Wenbo Zhao, Tagyoung Chung, Wei Wang, Kai-Wei Chang, and Nanyun Peng, in NAACL, 2024.

Download the full text


Abstract


Bib Entry

@inproceedings{ma2024mitigating,
  title = {Mitigating Bias for Question Answering Models by Tracking Bias Influence},
  author = {Ma, Mingyu Derek and Kao, Jiun-Yu and Gupta, Arpit and Lin, Yu-Hsiang and Zhao, Wenbo and Chung, Tagyoung and Wang, Wei and Chang, Kai-Wei and Peng, Nanyun},
  booktitle = {NAACL},
  year = {2024}
}

Related Publications

  1. A Meta-Evaluation of Measuring LLM Misgendering, COLM 2025, 2025
  2. White Men Lead, Black Women Help? Benchmarking Language Agency Social Biases in LLMs, ACL, 2025
  3. Controllable Generation via Locally Constrained Resampling, ICLR, 2025
  4. On Localizing and Deleting Toxic Memories in Large Language Models, NAACL-Finding, 2025
  5. Attribute Controlled Fine-tuning for Large Language Models: A Case Study on Detoxification, EMNLP-Finding, 2024
  6. Are you talking to ['xem'] or ['x', 'em']? On Tokenization and Addressing Misgendering in LLMs with Pronoun Tokenization Parity, NAACL-Findings, 2024
  7. Are Personalized Stochastic Parrots More Dangerous? Evaluating Persona Biases in Dialogue Systems, EMNLP-Finding, 2023
  8. Kelly is a Warm Person, Joseph is a Role Model: Gender Biases in LLM-Generated Reference Letters, EMNLP-Findings, 2023
  9. The Tail Wagging the Dog: Dataset Construction Biases of Social Bias Benchmarks, ACL (short), 2023
  10. Factoring the Matrix of Domination: A Critical Review and Reimagination of Intersectionality in AI Fairness, AIES, 2023
  11. How well can Text-to-Image Generative Models understand Ethical Natural Language Interventions?, EMNLP (Short), 2022
  12. On the Intrinsic and Extrinsic Fairness Evaluation Metrics for Contextualized Language Representations, ACL (short), 2022
  13. Societal Biases in Language Generation: Progress and Challenges, ACL, 2021
  14. "Nice Try, Kiddo": Investigating Ad Hominems in Dialogue Responses, NAACL, 2021
  15. BOLD: Dataset and metrics for measuring biases in open-ended language generation, FAccT, 2021
  16. Towards Controllable Biases in Language Generation, EMNLP-Finding, 2020
  17. The Woman Worked as a Babysitter: On Biases in Language Generation, EMNLP (short), 2019