PEAF 2026 is a full-day workshop. The detailed schedule with accepted papers and exact timings will be published after the review process.

Schedule Overview

Morning

Session Description  
Welcome and Introduction Introduction to the workshop, including defining shared terms, an overview of current work, and emerging challenges of evaluating the pedagogical quality of automated feedback.  
Interactive Session Attendees evaluate real-world examples of automated feedback from various disciplines in small groups (K-12 English and mathematics, higher education mathematics, mechanical engineering, and other STEM subjects).  
Lightning Talks Short 5-minute presentations from participants on their submitted work  
Discussion of Presentations Attendees rotate around presenter tables for in-depth discussion of each submitted work.  
Morning Summary Organisers summarise key elements of the lightning talks, discussion, and interactive sessions.  

Afternoon

Session Description
Afternoon Opening Introduction to the afternoon’s objectives and structure. Organisers and attendees (via MentiMeter) provide a list of topics as potential research avenues.
Structured Research Design Attendees split into groups by topic of interest for structured discussion: related theory and literature, formulating research questions, methodology and data. Each stage is followed by group feedback to the wider workshop.
Research Design Report and Collaboration Discussion Groups present their research ideas to the broader community, followed by open discussion and exploration of potential collaborations.
Closing Organisers close the workshop with a summary of discussions throughout the day.