Measuring Semantic Flow Without Direction: A Rhizomatic Protocol for Stereotype Translation in Cross-Cultural Language Technology

Gustavo Aviña Cerecer


Abstract
We present an open-source measurement protocol for stereotype interpretation that quantifies how users translate or interprets provocative discourse without assuming a normative direction. Building on Deleuze and Guattari’s rhizomatic framework, we operationalize three modes of semantic movement —Reaffirm, De-signify, and Escape (RDE)— through an abstract-machine operator detector that combines transparent linguistic patterns (526 patterns across 8 languages) with optional contextual embeddings. The protocol is direction-agnostic: it measures equally well a user who reproduces their own semantic territory and one who departs from it, capturing diasporic, assimilationist, and escape trajectories that English-centric, Chomskyan-hierarchical taxonomies obscure. We demonstrate the protocol on five extreme user profiles (Russian conservative, Russian diaspora, trans Russian exile, Mexican malinchista, Mapuche speaker), each producing coherent and distinct RDE signatures. Deployed in a free-tier web service, the protocol enables both individual reflective use and corporate calibration of tolerable territoriality ranges for personnel engaged in intercultural translation and interpretation tasks.
Anthology ID:
2026.stereacult-1.8
Volume:
Proceedings of the 1st Workshop on Stereotypes Across Cultures in Language Technologies (StereACuLT 2026)
Month:
July
Year:
2026
Address:
San Diego, California, United States
Editors:
Weicheng Ma, Soroush Vosoughi, Nabeel Gillani, Rolando Coto-Solano
Venues:
StereACuLT | WS
SIG:
Publisher:
Association for Computational Linguistics
Note:
Pages:
79–87
Language:
URL:
https://preview.aclanthology.org/ingest-acl-workshops/2026.stereacult-1.8/
DOI:
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Cite (ACL):
Gustavo Aviña Cerecer. 2026. Measuring Semantic Flow Without Direction: A Rhizomatic Protocol for Stereotype Translation in Cross-Cultural Language Technology. In Proceedings of the 1st Workshop on Stereotypes Across Cultures in Language Technologies (StereACuLT 2026), pages 79–87, San Diego, California, United States. Association for Computational Linguistics.
Cite (Informal):
Measuring Semantic Flow Without Direction: A Rhizomatic Protocol for Stereotype Translation in Cross-Cultural Language Technology (Cerecer, StereACuLT 2026)
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https://preview.aclanthology.org/ingest-acl-workshops/2026.stereacult-1.8.pdf