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We used a second-order Markov model to learn the subsequent tokens in a command with a probability. This probability helps us to detect which tokens are random or constants. Learning the random parts makes it easy to define the commands' syntax and structure.

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This page is a summary of: Learning the Structure of Commands by Detecting Random Tokens Using Markov Model, March 2023, ACM (Association for Computing Machinery),
DOI: 10.1145/3589883.3589892.
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