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language: en
tags:
- sentence-classification
- sentence-transformers
- text-classification
library_name: scikit-learn
---
# Sentence Function Classifier
This model classifies English sentences as: declarative, exclamatory, imperative, interrogative, optative.
It embeds sentences with `sentence-transformers/all-MiniLM-L6-v2` and predicts the final
class with a logistic regression classifier trained on a balanced seed dataset.
## Intended Use
This is designed for educational demos and lightweight sentence-function
analysis. It is not intended as a grammar authority for high-stakes assessment.
## Evaluation
- Dataset size: 125
- Held-out test split: 0.2
- Accuracy: 0.760
The seed dataset is small, so the metrics should be treated as a smoke test
rather than a final benchmark.
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