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When you submit this form, each recommender will receive an automatically generated request for a letter on your behalf.
This assumption is necessary since the tool needs to compare the generated request after performing an action with the input log.
To detect this user-input action, the algorithm fills the text-box using a predefined value (here "sampleText") and compares the generated request with the next expected request.
A naive approach to handle randomness in requests, would be to compare the generated request with a request in the user-log based on a similarity function [7]; if the similarity between two requests is more than a threshold, the requests are considered a match.
When the session reconstruction tool observes that the value of a parameter in the log differs from the value of the same parameter in the generated request after execution of an action, it should categorize the parameter as constant or non-constant.
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The proxy responds to the generated requests using the recorded log ("HTTP Request" / "HTTP Response" loop). .
Fig. 7 a A simple page and generated requests after clicking on each element.
However, the session reconstruction algorithm still needs to handle randomness in the client-side generated requests.
However, the application may still have randomness in the generated requests.
During the reconstruction, the browser tries different actions and the SR-Proxy verifies the generated requests.
Different test scenarios in which the nodes' roles and the number of generated requests were varied were conducted.
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Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com