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distilbert-base-uncased-empathetic-dialogues-context
bdotloh/distilbert-base-uncased-empathetic-dialogues-context
distilbert-base-uncased-empathetic-dialogues-context 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.
This is a distilbert-base-uncased model fine-tuned for the purpose of classifying (emotional) contexts in the Empathetic Dialogues dataset.
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At a glance
- Task
- Text Classification
- Library
- transformers
- Model type
- distilbert
- Access
- Public
- Created
- Sep 21, 2022
- Updated
- Sep 23, 2022
- SHA
- b6eb3994
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Model card
From the Hugging Face model README
Model Description
This is a distilbert-base-uncased model fine-tuned for the purpose of classifying (emotional) contexts in the Empathetic Dialogues dataset.
Limitations and bias
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))
- ...
Training data
see dataset
Training procedure
Preprocessing
Evaluation results
Test results
Top 1 accuracy: 53.4 Top 5 accuracy: 86.1
- Task
- Text Classification
- Library
- transformers
- Type
- distilbert
- Languages
- en
- Created
- Sep 21, 2022
- Updated
- Sep 23, 2022