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Alternative Architectures and Paradigms

A workshop on next-generation NLG architectures, co-located with INLG 2026

A half-day workshop co-located with the 19th International Conference on Natural Language Generation (INLG 2026), Utrecht, Netherlands.

Join us on Sunday, 18 October 2026, at the Spoorwegmuseum. Lunch is provided at the venue free of charge.


Program and Registration

The workshop program and accepted papers are now available, featuring a keynote and presentations of accepted work.

Read the accepted papers →

View the workshop program →

Register through INLG 2026 →


Autoregressive transformers have dominated Natural Language Generation for years. While scaling these models has brought remarkable results, next-token prediction is not the only path forward. This workshop creates a dedicated forum — the Alternative Architectures and Paradigms (AAP) Workshop — to broaden the academic focus and look beyond traditional Transformers.

We aim to bring together foundational AI builders and language generation experts to explore non-traditional architectures that learn, process, and generate language differently: structures that scale efficiently, update their memories dynamically, and make language systems more transparent and factually accurate.


Important Dates

EventDate
Workshop Paper Submission Due9 August 2026
Paper Acceptance Notification12 September 2026
15 September 2026
Camera-Ready Papers Due16 September 2026
23 September 2026
INLG 2026 Conference17–21 October 2026
AAP Workshop18 October 2026

Keynote Speaker

Chen Shani

Chen Shani

Chen Shani is a Senior Lecturer at Tel Aviv University, where she leads the CoAI Lab, studying concepts, knowledge, and cognition in AI systems. Her research focuses on understanding what language models represent, how their knowledge is organized, and how these representations can be deliberately shaped. Before joining Tel Aviv University, she was a postdoctoral researcher at Stanford University and a researcher at Amazon. She holds a PhD in Computer Science from the Hebrew University of Jerusalem.

Keynote: From Found to Designed: Concepts as a Design Axis for Large Language Models

View the keynote in the workshop program →


Organizers

This workshop is organised by members of the NLP@Utrecht community, a research group spanning Utrecht University and UMC Utrecht. The group works at the intersection of natural language processing, machine learning, and real-world applications — combining expertise in language model evaluation, explainable AI, and clinical NLP.

Meet the organizers →


Contact: r.j.a.kuiper@umcutrecht.nl · a.bagheri@uu.nl

© AAP 2026 — Alternative Architectures and Paradigms 2026