Added BibTex citations for models and dataset
Browse files
README.md
CHANGED
@@ -10,7 +10,38 @@ widget:
|
|
10 |
---
|
11 |
# bcms-bertic-frenk-hate
|
12 |
|
13 |
-
Text classification model based on `classla/bcms-bertic` and fine-tuned on the [
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
14 |
|
15 |
## Fine-tuning hyperparameters
|
16 |
|
@@ -55,6 +86,8 @@ Comparison with `xlm-roberta-base`:
|
|
55 |
|Mann Whithney|0.00107|0.00108|
|
56 |
|Student t-test |4.83e-11 | 5.61e-11 |
|
57 |
|
|
|
|
|
58 |
## Use examples
|
59 |
|
60 |
```python
|
|
|
10 |
---
|
11 |
# bcms-bertic-frenk-hate
|
12 |
|
13 |
+
Text classification model based on [`classla/bcms-bertic`](https://huggingface.co/classla/bcms-bertic) and fine-tuned on the [FRENK dataset](https://www.clarin.si/repository/xmlui/handle/11356/1433) comprising of LGBT and migrant hatespeech. Only the Croatian subset of the data was used for fine-tuning and the dataset has been relabeled for binary classification (offensive or acceptable).
|
14 |
+
|
15 |
+
|
16 |
+
|
17 |
+
If you use the model, please cite the following paper on which the original model is based:
|
18 |
+
```
|
19 |
+
@inproceedings{ljubesic-lauc-2021-bertic,
|
20 |
+
title = "{BERT}i{\'c} - The Transformer Language Model for {B}osnian, {C}roatian, {M}ontenegrin and {S}erbian",
|
21 |
+
author = "Ljube{\v{s}}i{\'c}, Nikola and Lauc, Davor",
|
22 |
+
booktitle = "Proceedings of the 8th Workshop on Balto-Slavic Natural Language Processing",
|
23 |
+
month = apr,
|
24 |
+
year = "2021",
|
25 |
+
address = "Kiyv, Ukraine",
|
26 |
+
publisher = "Association for Computational Linguistics",
|
27 |
+
url = "https://www.aclweb.org/anthology/2021.bsnlp-1.5",
|
28 |
+
pages = "37--42",
|
29 |
+
}
|
30 |
+
```
|
31 |
+
|
32 |
+
and the dataset used for fine-tuning:
|
33 |
+
```
|
34 |
+
@misc{ljubešić2019frenk,
|
35 |
+
title={The FRENK Datasets of Socially Unacceptable Discourse in Slovene and English},
|
36 |
+
author={Nikola Ljubešić and Darja Fišer and Tomaž Erjavec},
|
37 |
+
year={2019},
|
38 |
+
eprint={1906.02045},
|
39 |
+
archivePrefix={arXiv},
|
40 |
+
primaryClass={cs.CL},
|
41 |
+
url={https://arxiv.org/abs/1906.02045}
|
42 |
+
}
|
43 |
+
```
|
44 |
+
|
45 |
|
46 |
## Fine-tuning hyperparameters
|
47 |
|
|
|
86 |
|Mann Whithney|0.00107|0.00108|
|
87 |
|Student t-test |4.83e-11 | 5.61e-11 |
|
88 |
|
89 |
+
|
90 |
+
|
91 |
## Use examples
|
92 |
|
93 |
```python
|