Accessibility platform

A method comprising:

• receiving, by one or more processors, a request for a markup language document
• obtaining, by the one or more processors, the markup language document;
• processing a first portion of the markup language document with a machine learning technique to generate a first dictation corresponding to the first portion of the markup language document, the machine learning technique being trained to establish a relationship between a plurality of training markup language documents and training dictations corresponding to the training markup language documents;
• replacing the first portion of the markup language document with the first dictation, wherein replacing the first portion of the markup language document with the first dictation generates a first version of the markup language document, and further comprising:
• transcribing the first portion of the markup language document to generate a second version of the markup language document;
• applying a Monte Carlo simulation to randomly present the first version of the markup language document to a first group of users and randomly presenting the second version of the markup language document to a second group of users;
• and
• generating a survey indicating task completion of the first group of users and the second group of users.

A system comprising:

• one or more processors coupled to a memory comprising non-transitory computer instructions that when executed by the one or more processors perform operations comprising:
• receiving a request for a markup language document;
• obtaining the markup language document;
• processing a first portion of the markup language document with a machine learning technique to generate a first dictation corresponding to the first portion of the markup language document, the machine learning technique being trained to establish a relationship between a plurality of training markup language documents and training dictations corresponding to the training markup language documents, the machine learning technique being trained by:
• obtaining a first batch of training data comprising a first set of the plurality of training markup language documents and a first set of the corresponding training dictations;
• processing the first set of training markup language documents with the machine learning technique to generate estimated dictations for the training markup language documents;
• computing a loss function based on a deviation between the estimated dictations for the training markup language documents and the corresponding training dictations;
• and
• updating parameters of the machine learning technique based on the computed loss function;
• and
• replacing the first portion of the markup language document with the first dictation.

A non-transitory computer readable medium comprising non-transitory computer-readable instructions for performing operations comprising:

• receiving a request for a markup language document;
• obtaining the markup language document;
• processing a first portion of the markup language document with a machine learning technique to generate a first dictation corresponding to the first portion of the markup language document, the machine learning technique being trained to establish a relationship between a plurality of training markup language documents and training dictations corresponding to the training markup language documents, the machine learning technique being trained by:
• obtaining a first batch of training data comprising a first set of the plurality of training markup language documents and a first set of the corresponding training dictations;
• processing the first set of training markup language documents with the machine learning technique to generate estimated dictations for the training markup language documents;
• computing a loss function based on a deviation between the estimated dictations for the training markup language documents and the corresponding training dictations;
• and
• updating parameters of the machine learning technique based on the computed loss function;
• and
• replacing the first portion of the markup language document with the first dictation.