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Joris Baan
PhD Candidate Machine Learning and Natural Language ProcessingI am an ELLIS PhD candidate at the University of Amsterdam working with Wilker Aziz, Barbara Plank and Raquel Fernández.
I am interested in understanding how large language models represent uncertainty, and if we can disentangle uncertainty that arises from the data (e.g., underspecified, subjective or ambiguous language) from uncertainty related to a model (e.g., lack of knowledge or reasoning). Ultimately, I think that uncertainty should power better decision-making.
I am part of the Dialogue Modeling Group in Amsterdam and MaiNLP at LMU in Munich. Previously, I interned at the Allen Institute for Artificial Intelligence in Seattle and spent 2.5 years as ML engineer at DPG Media working on large scale news recommendation.
News
- Jan 2025 - New 2-part blogpost series about building and deploying an AI app from scratch (see below).
- March 2024 - Check our new EACL-main position paper being presented in Malta: “Interpreting Predictive Probabilities: Model Confidence or Human Label Variation?”
- December 2023 - I presented our “What Comes Next” paper as an oral talk at EMNLP in Singapore.
- November 2023 - I am teaching assistant for two master AI courses at the UvA: NLP1 and DL1.
- October 2023 - We’re organising the First Workshop on Uncertainty-aware NLP (UncertaiNLP), co-located with EACL in Malta! Check out the website at https://uncertainlp.github.io/ and consider submitting your work!
- October 2023 - One paper accepted at EMNLP (main conference): camera ready coming soon!
- August 2023 - New preprint! “Uncertainty in Natural Language Generation: From Theory to Applications”
- July 2023 - Super excited to join AllenAI in Seattle as a research intern to work with Sarah Wiegreffe!
- May 2023 - New preprint! “What Comes Next? Evaluating Uncertainty in Neural Text Generators Against Human Production Variability”
Blogposts
Occasionally I write blogposts. You can find them below.
Thoughts on using AI for scientific research and software engineering
As a PhD candidate doing AI research, and a former ML engineer, I am not...
Posted by Joris Baan on July 09, 2025 · 10 mins read
Designing, Building & Deploying an AI Chat App from Scratch (Part 2)
Cloud Deployment and Scaling
Posted by Joris Baan on January 14, 2025 · 34 mins read
Designing, Building & Deploying an AI Chat App from Scratch (Part 1)
Microservices Architecture and Local Development
Posted by Joris Baan on January 14, 2025 · 31 mins read
Implementing a Transformer From Scratch
7 Things You Might Not Know About the Transformer
Posted by Joris Baan on March 25, 2022 · 18 mins read