A Prompt Array Keeps the Bias Away: Debiasing Vision-Language Models with Adversarial Learning. - Hugo Berg; Siobhan Mackenzie Hall; Yash Bhalgat; Hannah Kirk; Aleksandar Shtedritski; Max Bain (AACL/IJCNLP (1), 2022)

A Prompt Array Keeps the Bias Away: Debiasing Vision-Language Models with Adversarial Learning. - Hugo Berg; Siobhan Mackenzie Hall; Yash Bhalgat; Wonsuk Yang; Hannah Rose Kirk; Aleksandar Shtedritski; Max Bain (CoRR, 2022)

Ten simple rules for establishing a mentorship programme. - Anne M. Treasure; Siobhan Mackenzie Hall; Igor Lesko; Derek Moore; Malvika Sharan; Menno van Zaanen; Yo Yehudi; Anelda van der Walt (PLoS Comput. Biol., 2022)

VisoGender: A dataset for benchmarking gender bias in image-text pronoun resolution. - Siobhan Mackenzie Hall; Fernanda Gonçalves Abrantes; Hanwen Zhu; Grace Sodunke; Aleksandar Shtedritski; Hannah Rose Kirk (NeurIPS, 2023)

Balancing the Picture: Debiasing Vision-Language Datasets with Synthetic Contrast Sets. - Brandon Smith; Miguel Farinha; Siobhan Mackenzie Hall; Hannah Rose Kirk; Aleksandar Shtedritski; Max Bain (CoRR, 2023)

You are what you eat? Feeding foundation models a regionally diverse food dataset of World Wide Dishes. - Jabez Magomere; Shu Ishida; Tejumade Afonja; Aya Salama 001; Daniel Kochin; Foutse Yuehgoh; Imane Hamzaoui; Raesetje Sefala; Aisha Alaagib; Elizaveta Semenova; Lauren Crais; Siobhan Mackenzie Hall (CoRR, 2024)

Provocation: Who benefits from "inclusion" in Generative AI? - Samantha Dalal; Siobhan Mackenzie Hall; Nari Johnson (CoRR, 2024)

Ten simple rules for pushing boundaries of inclusion at academic events. - Siobhan Mackenzie Hall; Daniel Kochin; Carmel Carne; Patricia Herterich; Kristen Lenay Lewers; Mohamed Abdelhack; Arun Ramasubramanian; Juno Felecia Michael Alphonse; Visotheary Ung; Sara El-Gebali; Christopher Brian Currin; Esther Plomp; et al. (PLoS Comput. Biol., 2024)

The World Wide recipe: A community-centred framework for fine-grained data collection and regional bias operationalisation. - Jabez Magomere; Shu Ishida; Tejumade Afonja; Aya Salama 001; Daniel Kochin; Foutse Yuehgoh; Imane Hamzaoui; Raesetje Sefala; Aisha Alaagib; Samantha Dalal; Beatrice Marchegiani; Elizaveta Semenova; et al. (FAccT, 2025)

The Human Labour of Data Work: Capturing Cultural Diversity through World Wide Dishes. - Siobhan Mackenzie Hall; Samantha Dalal; Raesetje Sefala; Foutse Yuehgoh; Aisha Alaagib; Imane Hamzaoui; Shu Ishida; Jabez Magomere; Lauren Crais; Aya Salama 001; Tejumade Afonja (CoRR, 2025)

Enduring Disparities in the Workplace: A Pilot Study in the AI Community. - Yunusa Simpa Abdulsalam; Siobhan Mackenzie Hall; Ana María Quintero-Ossa; William Agnew; Carla Muntean; Sarah Tan; Ashley Heady; Savannah Thais; Jessica Schrouff (CoRR, 2025)