Willing to participate to a workshop where you can discuss work in progress and blue sky ideas ?

Are you surprised about the ability of LLMs to perform complex reasoning tasks?

Do you have a particular keenness for cracking the code of their inner workings?

If the answer to the three questions is yes,

this is the workshop for you!

Observing properties and understanding the inner workings are two sides of the same coin. Another way is possible (e.g., https://aclanthology.org/2025.findings-acl.785/ Position Paper: MeMo: Towards Language Models with Associative Memory Mechanisms - ACL Anthology)!

The workshop aims to accept focused contributions on:

* Mechanistic Interpretability by-design * Neuro-symbolic approaches by-design

Work in progress and blue sky ideas are in the spirit of the workshop.

Your contribution must be between four pages and six pages, excluding references, and should be prepared using the https://www.overleaf.com/read/gyxkgssbstfr#85e729 Overleaf Submission Template. The proceedings will be submitted to http://ceur-ws.org/ CEUR-WS.org for online publication. Please submit your contribution via EasyChair at the designated submission https://easychair.org/conferences/?conf=memomina2026 link. The reviewing process is single-blind.

Submission Deadline: 31/5/2026 12:00 PM AoE Acceptance Notification Date: 14/6/2026 Camera ready: 21/6/2026 Workshop Date: 24/6/2026

Venue: University of Rome Tor Vergata (Rome, Italy) & Online

Registration fees: cheaper than cheap (it's free)