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navigational-vs-transactional-vs-informational-classifier
splore/navigational-vs-transactional-vs-informational-classifier
navigational-vs-transactional-vs-informational-classifier is a text classification model from splore. Use it when you need a label for a piece of text. It is set up for sentence-transformers. The card lists the license as apache-2.0.
Query classification model trained using Metaflow.
All-time downloads
615
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Repo size
876 MB
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At a glance
- Task
- Text Classification
- Library
- sentence-transformers
- License
- apache-2.0
- Model type
- mpnet
- Access
- Public
- Created
- Jun 23, 2023
- Updated
- Jun 23, 2023
- SHA
- 88e66f52
Try a prompt
Model card
From the Hugging Face model README
splore/navigational-vs-transactional-vs-informational-classifier
Query classification model trained using Metaflow.
Query types
- Navigational
- Transactional
- Informational
Usage
from setfit import SetFitModel
model = SetFitModel.from_pretrained("splore/navigational-vs-transactional-vs-informational-classifier")
predictions = model.predict(["What type of query is this?"])
probabilities = model.predict_proba(["Predictions with probabilities"])
Evaluation
Tests have only been done on a small dataset of 40 manually created queries.
| metric | value |
|---|---|
| accuracy | 0.942 |
| exact match | 0.875 |
- Task
- Text Classification
- Library
- sentence-transformers
- Type
- mpnet
- License
- apache-2.0
- Created
- Jun 23, 2023
- Updated
- Jun 23, 2023