# Kambhatla 2018: Decipherment of Substitution Ciphers with Neural Language Models

> Nishant Kambhatla, Anahita Mansouri Bigvand, Anoop Sarkar, 2018. 2 records on Mysteries Department cite it. The cryptanalysis and inductive-methods…

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[Sources](https://mysteriesdept.com/sources)[Voynich Manuscript](https://mysteriesdept.com/mysteries/voynich-manuscript)Kambhatla 2018

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# Decipherment of Substitution Ciphers with Neural Language Models

Nishant Kambhatla, Anahita Mansouri Bigvand, Anoop Sarkar, 2018. _Proceedings of the 2018 Conference on Empirical Methods in Natural Language Processing_.

Replaces n-gram models with neural language models in beam-search decipherment of substitution ciphers and improves the results.

**Voynich Manuscript** Articledoi: **[10.18653/v1/d18-1102](https://doi.org/10.18653/v1/d18-1102)** Checked against the original0

## What it's used for here

The cryptanalysis and inductive-methods surveys list it among current decipherment solvers to run against the text.

## Cited by on this site 2 records

[2 methods surveys]

Cryptanalysis, inductive methods

SRC

## Cite it

```
Kambhatla, N., Mansouri Bigvand, A., & Sarkar, A. (2018). Decipherment of Substitution Ciphers with Neural Language Models. Proceedings of the 2018 Conference on Empirical Methods in Natural Language Processing. https://doi.org/10.18653/v1/d18-1102
```

[Read it free at doi.org](https://doi.org/10.18653/v1/d18-1102)[PDF stored here · 6 pages](https://mysteriesdept.com/sources/SRC0D8MRCTA3TW7/decipherment-of-substitution-ciphers-with-neural-language/pdf)

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