An Information-Theoretic Foundation for the Subregular Hierarchy

Mai Phan Quoc Hung, Khanh Nguyen Quoc, {\DJ}o\`an Minh Luong, Duong Thu Ngan, Duong Thi Phuong Thao, Tuan Do


Abstract
The Subregular Hypothesis posits that phonological patterns in natural languages occupy a restricted region of the formal language hierarchy, yet the cognitive basis for this restriction remains unclear. We propose an information-theoretic characterization: Strictly Local languages, when formalized as shifts of finite type, are exactly those admitting stationary Markov sources, which exhibit zero conditional mutual information between distant positions given intervening symbols. We prove that certain non-subregular patterns such as first-last assimilation admit no such Markov realization, explaining their unlearnability. Empirical validation on English phonotactics versus Finnish, Turkish, and Hungarian vowel harmony confirms that MI profiles statistically distinguish SL-like from TSL-like patterns (p < 0.001, r = 0.84). This work bridges formal language theory and information theory, offering a unified framework for understanding computational restrictions on natural language phonology.
Anthology ID:
2026.acl-long.2153
Volume:
Proceedings of the 64th Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers)
Month:
July
Year:
2026
Address:
San Diego, California, United States
Editors:
Maria Liakata, Viviane P. Moreira, Jiajun Zhang, David Jurgens
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ACL
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Publisher:
Association for Computational Linguistics
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Pages:
46417–46429
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URL:
https://preview.aclanthology.org/ingest-acl/2026.acl-long.2153/
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Cite (ACL):
Mai Phan Quoc Hung, Khanh Nguyen Quoc, {\DJ}o\`an Minh Luong, Duong Thu Ngan, Duong Thi Phuong Thao, and Tuan Do. 2026. An Information-Theoretic Foundation for the Subregular Hierarchy. In Proceedings of the 64th Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers), pages 46417–46429, San Diego, California, United States. Association for Computational Linguistics.
Cite (Informal):
An Information-Theoretic Foundation for the Subregular Hierarchy (Hung et al., ACL 2026)
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https://preview.aclanthology.org/ingest-acl/2026.acl-long.2153.pdf
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