Big AI is Accelerating the Metacrisis: What Can We Do?

Steven Bird


Abstract
The world is in the grip of ecological, meaning, and language crises that are converging into a metacrisis. Big AI is accelerating them all. LLM engineering sits at the core. Despite the public good motives of language engineers and the promise of LLMs, this work is being leveraged to create unprecedented wealth and power for a handful of individuals and corporations while causing existential harm to life on earth. As a profession, we urgently need to come together to explore alternatives and to design a life-affirming future for our field of natural language processing that is centered on human flourishing on a living planet.
Anthology ID:
2026.acl-short.6
Volume:
Proceedings of the 64th Annual Meeting of the Association for Computational Linguistics (Volume 2: Short Papers)
Month:
July
Year:
2026
Address:
San Diego, California, United States
Editors:
Maria Liakata, Viviane P. Moreira, Jiajun Zhang, David Jurgens
Venue:
ACL
SIG:
Publisher:
Association for Computational Linguistics
Note:
Pages:
50–61
Language:
URL:
https://preview.aclanthology.org/ingest-acl/2026.acl-short.6/
DOI:
Bibkey:
Cite (ACL):
Steven Bird. 2026. Big AI is Accelerating the Metacrisis: What Can We Do?. In Proceedings of the 64th Annual Meeting of the Association for Computational Linguistics (Volume 2: Short Papers), pages 50–61, San Diego, California, United States. Association for Computational Linguistics.
Cite (Informal):
Big AI is Accelerating the Metacrisis: What Can We Do? (Bird, ACL 2026)
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PDF:
https://preview.aclanthology.org/ingest-acl/2026.acl-short.6.pdf
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 2026.acl-short.6.checklist.pdf