Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely:  propose a novel approach to deciphering short monoalphabetic ciphers that combines both character-level and word-level language models.  formulate decipherment as tree search, and use Monte Carlo Tree Search (MCTS) as a fast alternative to beam search. Our experiments show a significant improvement over the state of the art on a benchmark suite of short ciphers. Our approach can also handle ciphers without spaces and ciphers with noise, which allows us to explore its applications to unsupervised transliteration and deniable encryption.
['Bradley Hauer', 'Ryan B. Hayward', 'Grzegorz Kondrak']
I am writing a research paper on a idea Solving Substitution Ciphers with Combined Language Models
[{"from": "human", "value": "I am writing a research paper on a idea Solving Substitution Ciphers with Combined Language Models"}, {"from": "gpt", "value": "Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely:  propose a novel approach to deciphering short monoalphabetic ciphers that combines both character-level and word-level language models.  formulate decipherment as tree search, and use Monte Carlo Tree Search (MCTS) as a fast alternative to beam search. Our experiments show a significant improvement over the state of the art on a benchmark suite of short ciphers. Our approach can also handle ciphers without spaces and ciphers with noise, which allows us to explore its applications to unsupervised transliteration and deniable encryption."}]