Latent Ability
A browsable workshop site for the latent-ability-aware evaluation material, organized by section, activities, and supporting notes.
The workshop is organized as a progression from unsupervised evaluation to binary IRT, and then to Beta4-IRT and CLAIRE. This site was designed to make navigation easier during the session, especially for participants who need a cleaner entry point than the repository root.
Workshop Structure
Section 1
Unsupervised evaluation and the limitation of treating all instances as equally difficult.
Section 2
Binary IRT, 1PL intuition, 2PL-IRT, and how to interpret ICCs.
Section 3
Beta4-IRT, CLAIRE, agreement-based response matrices, and item-level inspection.
Suggested Rhythm
15 minutesof theory per section15 minutesof guided hands-on explanation per section30 minutesof participant activity per section
Total estimated duration: 3 hours.
Repository
- Main repository: latent-ability-ml
- Roadmap notebook: 00_workshop_roadmap.ipynb
- Portuguese script: 99_script_portuguese.md
- English script: 99_script_english.md
Guide
The workshop guide is also available through the site navigation, so participants can access the repository overview without leaving the website.