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This transformer model is fine-tuned to understand by the context of the sentence the definition of the homonym "ααα α" (Transl: "Bari")
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The model identifies 3 definitions: label_0 - "Shovel", label_1 - "Lowland", label_2 - "Cafe-Restaurant."
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My fine-tuned transformer model is based on a pre-trained transformer model which was downloaded from: https://huggingface.co/Davit6174/georgian-distilbert-mlm
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This transformer model is fine-tuned to understand by the context of the sentence the definition of the homonym "ααα α" (Transl: "Bari")
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It is a simple Transformer model fine-tuned on a hand classified dataset comprising 4800 hand-classified sentences.
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It shows 95% accuracy on a test set comprising 1200 hand-classified sentences.
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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>
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The model identifies 3 definitions: label_0 - "Shovel", label_1 - "Lowland", label_2 - "Cafe-Restaurant."
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My fine-tuned transformer model is based on a pre-trained transformer model which was downloaded from: https://huggingface.co/Davit6174/georgian-distilbert-mlm
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