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ka_homonym_disambiguation_TC
davmel/ka_homonym_disambiguation_TC
ka_homonym_disambiguation_TC is a text classification model from davmel. Use it when you need a label for a piece of text. It is set up for transformers. The card lists the license as mit.
This transformer model is fine-tuned to understand by the context of the sentence the definition of the homonym "ბარი" (Transl: "Bari")
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At a glance
- Task
- Text Classification
- Library
- transformers
- License
- mit
- Model type
- distilbert
- Access
- Public
- Created
- Feb 12, 2024
- Updated
- Feb 19, 2024
- SHA
- 182ba0a8
Datasets
Model card
From the Hugging Face model README
This transformer model is fine-tuned to understand by the context of the sentence the definition of the homonym "ბარი" (Transl: "Bari")
It is a simple Transformer model fine-tuned on a dataset comprising 4800 hand-classified sentences.
It shows 95% accuracy on a test set comprising 1200 hand-classified sentences.
The original 6000 sentences were split into 80% training data and 20% testing data. <a href="https://huggingface.co/datasets/davmel/ka_homonym_disambiguation">link to dataset</a>
The model identifies 3 definitions: label_0 - "Shovel", label_1 - "Lowland", label_2 - "Cafe-Restaurant."
My fine-tuned transformer model is based on a pre-trained transformer model which was downloaded from: https://huggingface.co/Davit6174/georgian-distilbert-mlm
- Task
- Text Classification
- Library
- transformers
- Type
- distilbert
- License
- mit
- Languages
- ka
- Created
- Feb 12, 2024
- Updated
- Feb 19, 2024