Explainable propaganda detection

A system, comprising:

• a processor;
• and
• a memory, that includes instructions that when executed by the processor perform operations, including:
• parsing each sentence of a plurality of sentences in an article for structural details, wherein the plurality of sentences represent a threshold number of sentences selected from a beginning of the article;
• identifying, via a machine learning model, dimensional features across the plurality of sentences based on the structural details;
• identifying, via the machine learning model, a propagandizing tactic demonstrated in each sentence of the plurality of sentences based on a covariance score to the propagandizing tactic and the dimensional features identified for a given sentence;
• and
• displaying, in a user interface that includes the article, propaganda labels corresponding to the propagandizing tactic identified for each sentence of the plurality of sentences.

A memory apparatus that includes instructions that when executed by a processor perform operations, comprising:

• parsing each sentence of a plurality of sentences in an article for structural details, wherein the plurality of sentences represent a threshold number of sentences selected from a beginning of the article;
• identifying, via a machine learning model, dimensional features across the plurality of sentences based on the structural details;
• identifying, via the machine learning model, a propagandizing tactic demonstrated in each sentence of the plurality of sentences based on a covariance score to the propagandizing tactic and the dimensional features identified for a given sentence;
• and
• displaying, in a user interface that includes the article, propaganda labels corresponding to the propagandizing tactic identified for each sentence of the plurality of sentences.