Currently, I work on small language models and LLM fairness at Tilburg University. Publications and citations are on Google Scholar.

Research

Master's Thesis: Thematic Bias in Book Recommender Systems

Radboud University · 2025

Explored thematic bias in book recommender systems and its impact on users.

Read the thesis or read the shorter version here.

OSAI Index

Open Source AI Index · 2025

Contributed to a community-driven resource on model openness, licensing, and EU regulation for generative AI systems.

Visit OSAI Index

Projects

An AI Story Blueprint Generator

Jun 2025 - Present

Built an end-to-end RAG pipeline that turns book metadata into creative story blueprints using Groq LLM and Qdrant.

Deployed a modular Streamlit app with a responsive, accessible interface.

Skills: RAG, vector databases, Python, NLP

GitHub · Live demo

An Open-Source Conversational AI Agent

Sep 2024 - Dec 2024

Built a modular conversational AI pipeline with speech recognition, dialogue management, and text-to-speech using Rhasspy.

Integrated APIs for external data and a T5 paraphrasing model to improve response fluency.

Skills: Rhasspy, LLMs, speech recognition, text-to-speech, Python

GitHub

REFLECT: Self-Regulation and Mental Contrasting

Jan 2024 - Jun 2024

Built a mobile application to help students set goals, reflect weekly, and receive AI-driven feedback.

Inspired by the Comenius project on self-regulated learning.

Skills: JavaScript, React Native, usability testing, GPT-3

Project reference

Beyond Medical Records: Endometriosis Storytelling on Reddit

Sep 2023 - Jan 2024

Analyzed Reddit discussions using emotion classification and topic modeling to surface themes of struggles, pain, and surgery.

Validated themes with coherence analysis and compared results to existing research.

Skills: NLP, deep learning, Python, LLMs

GitHub