White Paper: Human-AI Collaboration in Conflict Analysis: Text Classifier Development with Peacebuilders

This paper documents a collaborative research process involving peacebuilders and data scientists in Kenya and Sudan to develop AI-based text classifiers for monitoring online polarization and hatespeech. The method describes a participatory annotation process in which practitioners and domain experts contributed to problem definition, annotation design, iterative validation, and model evaluation. Fine-tuned BERT-based classifiers were … Read more

Case Study on Social Media Analysis of Elections in Kenya (2026)

This paper was written by Caleb Gichuhi in the book Disinformation: A Multidisciplinary Analysis. This case study analyzes how disinformation was used on social media to influence perceptions during Kenya’s 2022 general election, specifically examining disinformation tactics across three electoral phases; pre-election, during-election, and post-election. Data gathered from Facebook, TikTok, and Twitter reveal a persistent … Read more

Very Large Online Platforms: how big is your polarization footprint? (2025)

Introduction All is not well in our digital ecosystem. The social media platforms through which we as citizens engage with what is going on in the world are designed to optimise for engagement. This business model underpinning how news and public debate gets prioritised and framed risks fragmenting users into separate information bubbles. Engagement based … Read more

Addressing Digital Harms in Conflict: a Review of Best Practices (2025)

This paper was authored by Helena Puig Larrauri, Megan Grazier, and Rita Costa Cots from Build Up. This report considers different categories of digital harm, and what we know about their impact on conflict. It looks into how people and organizations working in the peacebuilding and mediation fields might identify, track, and understand digital harms … Read more

Archetypes of Polarization on Social Media (2025 pre-print)

This paper was written by Julie Hawke, Mira El Mawla, Caleb Gichuhi and Helena Puig Larrauri. The presentation of online hate signals the structure and intensity of societal divisions, but when these seeds of discord are planted, what constitutes a fertile soil to grow and spread? This chapter examines the composition of online affective polarization … Read more

Sealing the cracks: An intersectional feminist perspective on digital peacebuilding

This paper was written by Krystel Tabet, Mira El Mawla, Claudia Meier, Helena Puig Larrauri and Rita Costa Cots of Build Up and was commissioned by the Berghof Foundation and the Plattform Zivile Konfliktbearbeitung / Platform Peaceful Conflict Transformation. This paper fills a gap in existing literature and practice where intersectional feminist approaches to technology … Read more

New Technologies: The Future of Alternative Infrastructures for Peace

This paper was written by Helena Puig Larrauri, Rodrigo Davies, Michaela Ledesma & Jennifer Welch and published by the Geneva Peacebuilding Platform. The past decade has seen a rapid expansion of information, communication and networking technologies. This paper explores the processes that are being set in motion in the peacebuilding space by this technological growth. … Read more