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Can Sequence-to-Sequence Models Crack Substitution Ciphers?

Aldarrab and May · 2021 · Proceedings of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing (Volume 1: Long Papers)

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Methods survey: cryptanalysis	SRC0D8NJBCE48D0
Survey: inductive methods from fourteen fields	SRC0D8NJDAY13ME

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Aldarrab, N., May, J. 2021. Can Sequence-to-Sequence Models Crack Substitution Ciphers?. Proceedings of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing (Volume 1: Long Papers).

@article{aldarrab2021can,
  author = {Aldarrab, Nada and May, Jonathan},
  title = {Can Sequence-to-Sequence Models Crack Substitution Ciphers?},
  journal = {Proceedings of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing (Volume 1: Long Papers)},
  year = {2021},
  doi = {10.18653/v1/2021.acl-long.561},
  url = {https://doi.org/10.18653/v1/2021.acl-long.561}
}

DOI: 10.18653/v1/2021.acl-long.561
Web: https://doi.org/10.18653/v1/2021.acl-long.561
Licence: CC-BY-4.0
Cite key: aldarrab2021can
SHA-256: 55df859c71a5303fc827ec288fde6b58fa701c9a5e193684d13dc33815ff9426

In the research Session 6: Phase 2: registered tests, brute force, five surveys; book v1.1ConsultedSession 9: The inquiry framework, the inductive battery, generated hypotheses and readingsConsulted

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v1 · 25 Oct 2026 · Voynich Manuscript: sync from the research ledger