juliamendelsohn/social-movement-framing-elements

RoBERTa model for detecting framing elements in tweets related to social movements.

Multilabel classification of 7 categories:

problem identification (diagnostic core framing task)
blame attribution (diagnostic core framing task)
proposing solutions (prognostic core framing task)
discussing tactics (prognostic core framing task)
expressing solidarity / celebrating a movement (prognostic core framing task)
counterframing / challenging the opposite sides' arguments (prognostic core framing task)
motivational / calls to action (motivational core framing task)

The model is trained on Twitter data from three issue areas: guns, LGBTQ rights, and immigration. All data is in English and written in 2018-2019.