davmel's picture
Update README.md
182ba0a verified
|
raw
history blame contribute delete
No virus
857 Bytes
metadata
license: mit
datasets:
  - davmel/ka_homonym_disambiguation
language:
  - ka

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. link to dataset

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