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social-movement-framing-elements
juliamendelsohn/social-movement-framing-elements
social-movement-framing-elements is a machine learning model from juliamendelsohn. Use it for the machine learning task on the model card, and read the license before you ship it in a product. It is set up for transformers.
RoBERTa model for detecting framing elements in tweets related to social movements.
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At a glance
- Library
- transformers
- Model type
- roberta
- Access
- Public
- Created
- Jun 19, 2024
- Updated
- Jun 20, 2024
- SHA
- 488179ad
Model card
From the Hugging Face model README
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.
- Library
- transformers
- Type
- roberta
- Created
- Jun 19, 2024
- Updated
- Jun 20, 2024