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just-another-emotion-classifier
bdotloh/just-another-emotion-classifier
just-another-emotion-classifier is a text classification model from bdotloh. Use it when you need a label for a piece of text. It is set up for transformers.
Yet another Transformer model fine-tuned for approximating another non-linear mapping between X and Y? That's right! This is your good ol' emotion classifier - given an input text, the model outputs a probability dist…
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At a glance
- Task
- Text Classification
- Library
- transformers
- Model type
- bert
- Access
- Public
- Created
- Sep 19, 2022
- Updated
- Oct 27, 2022
- SHA
- 53eb9450
Try a prompt
Model card
From the Hugging Face model README
Model Description
Yet another Transformer model fine-tuned for approximating another non-linear mapping between X and Y? That's right! This is your good ol' emotion classifier - given an input text, the model outputs a probability distribution over a set of pre-selected emotion words. In this case, it is 32, which is the number of emotion classes in the Empathetic Dialogues dataset.
This model is built "on top of" a distilbert-base-uncased model fine-tuned on the go-emotions dataset. Y'all should really check out that model, it even contains a jupyter notebook file that illustrates how the model was trained (bhadresh-savani if you see this, thank you!).
Training data
Training procedure
Preprocessing
Evaluation results
Limitations and bias
Well where should we begin...
EmpatheticDialogues:
- Unable to ascertain the degree of cultural specificity for the context that a respondent described when given an emotion label (i.e., p(description | emotion, culture))
- ...
- Task
- Text Classification
- Library
- transformers
- Type
- bert
- Languages
- en
- Created
- Sep 19, 2022
- Updated
- Oct 27, 2022