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MindMiner-Binary
j-hartmann/MindMiner-Binary
MindMiner-Binary is a text classification model from j-hartmann. Use it when you need a label for a piece of text. It is set up for transformers.
This RoBERTa-based model ("MindMiner") can classify the degree of mind perception in English language text in 2 classes:
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At a glance
- Task
- Text Classification
- Library
- transformers
- Model type
- roberta
- Access
- Public
- Created
- Mar 2, 2022
- Updated
- Jul 7, 2023
- SHA
- 2cb76a50
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Model card
From the Hugging Face model README
This RoBERTa-based model ("MindMiner") can classify the degree of mind perception in English language text in 2 classes:
- high mind perception 👩
- low mind perception 🤖
The model was fine-tuned on 997 manually annotated open-ended survey responses. The hold-out accuracy is 75.5% (vs. a balanced 50% random-chance baseline).
Hartmann, J., Bergner, A., & Hildebrand, C. (2023). MindMiner: Uncovering Linguistic Markers of Mind Perception as a New Lens to Understand Consumer-Smart Object Relationships. Journal of Consumer Psychology, Forthcoming.
- Task
- Text Classification
- Library
- transformers
- Type
- roberta
- Languages
- en
- Created
- Mar 2, 2022
- Updated
- Jul 7, 2023