@inproceedings{whittington-etal-2025-tokenisation,
title = "Tokenisation is {NP}-Complete",
author = "Whittington, Philip and
Bachmann, Gregor and
Pimentel, Tiago",
editor = "Che, Wanxiang and
Nabende, Joyce and
Shutova, Ekaterina and
Pilehvar, Mohammad Taher",
booktitle = "Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers)",
month = jul,
year = "2025",
address = "Vienna, Austria",
publisher = "Association for Computational Linguistics",
url = "https://preview.aclanthology.org/ingestion-acl-25/2025.acl-long.1365/",
pages = "28133--28153",
ISBN = "979-8-89176-251-0",
abstract = "In this work, we prove the NP-completeness of two variants of tokenisation, defined here as the problem of compressing a dataset to at most $\delta$ symbols by either finding a vocabulary directly ({\_}direct{\_} tokenisation), or selecting a sequence of merge operations ({\_}bottom-up{\_} tokenisation)."
}
Markdown (Informal)
[Tokenisation is NP-Complete](https://preview.aclanthology.org/ingestion-acl-25/2025.acl-long.1365/) (Whittington et al., ACL 2025)
ACL
- Philip Whittington, Gregor Bachmann, and Tiago Pimentel. 2025. Tokenisation is NP-Complete. In Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers), pages 28133–28153, Vienna, Austria. Association for Computational Linguistics.