File size: 1,034 Bytes
b276c51
 
 
 
 
 
1f71b4b
6d1d3bf
 
 
 
 
 
1f71b4b
5eb0e9a
 
 
 
 
 
 
0843618
 
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
---
license: mit
datasets:
- davmel/ka_homonym_disambiguation
language:
- ka
---
<iframe
	src="https://davmel-georgian-homonym-disambiguation.hf.space"
	frameborder="0"
	width="850"
	height="450"
></iframe>

This model is capable of determining the definition of the homonym "ბარი" located at the position marked by the [MASK] token.

It is a simple Transformer model trained on a hand classified dataset comprising 6000 hand-classified sentences.

I've masked the homonyms from the sentences and replaced them with their synonyms according to the definitions used. For example, I replaced ”ბარი” with ”დაბლობი” (lowland) where the homonym referred to the field.

The model predicts "თო" when it interprets the homonym as "Shovel," "დაბ" when it interprets it as "lowland," and "კაფე" when it interprets it as "Cafe."

My fine-tuned transformer model is based on a pre-trained transformer model which was downloaded from: https://huggingface.co/Davit6174/georgian-distilbert-mlm