Datasets:
Tasks:
Text Classification
Formats:
csv
Sub-tasks:
hate-speech-detection
Languages:
Romanian
Size:
1K - 10K
Tags:
hate-speech-detection
License:
Update README.md
Browse files
README.md
CHANGED
@@ -1,3 +1,191 @@
|
|
1 |
---
|
2 |
license: apache-2.0
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
3 |
---
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
---
|
2 |
license: apache-2.0
|
3 |
+
annotations_creators:
|
4 |
+
- expert-generated
|
5 |
+
language_creators:
|
6 |
+
- found
|
7 |
+
task_categories:
|
8 |
+
- text-classification
|
9 |
+
language:
|
10 |
+
- ro
|
11 |
+
multilinguality:
|
12 |
+
- monolingual
|
13 |
+
source_datasets:
|
14 |
+
- original
|
15 |
+
tags:
|
16 |
+
- hate-speech-detection
|
17 |
+
task_ids:
|
18 |
+
- hate-speech-detection
|
19 |
+
pretty_name: News-RO-Offense
|
20 |
+
size_categories:
|
21 |
+
- 1K<n<10K
|
22 |
+
extra_gated_prompt: 'Warning: this repository contains harmful content (abusive language,
|
23 |
+
hate speech).'
|
24 |
---
|
25 |
+
|
26 |
+
|
27 |
+
# Dataset Card for "RO-FB-Offense"
|
28 |
+
|
29 |
+
## Table of Contents
|
30 |
+
- [Dataset Description](#dataset-description)
|
31 |
+
- [Dataset Summary](#dataset-summary)
|
32 |
+
- [Supported Tasks and Leaderboards](#supported-tasks-and-leaderboards)
|
33 |
+
- [Languages](#languages)
|
34 |
+
- [Dataset Structure](#dataset-structure)
|
35 |
+
- [Data Instances](#data-instances)
|
36 |
+
- [Data Fields](#data-fields)
|
37 |
+
- [Data Splits](#data-splits)
|
38 |
+
- [Dataset Creation](#dataset-creation)
|
39 |
+
- [Curation Rationale](#curation-rationale)
|
40 |
+
- [Source Data](#source-data)
|
41 |
+
- [Annotations](#annotations)
|
42 |
+
- [Personal and Sensitive Information](#personal-and-sensitive-information)
|
43 |
+
- [Considerations for Using the Data](#considerations-for-using-the-data)
|
44 |
+
- [Social Impact of Dataset](#social-impact-of-dataset)
|
45 |
+
- [Discussion of Biases](#discussion-of-biases)
|
46 |
+
- [Other Known Limitations](#other-known-limitations)
|
47 |
+
- [Additional Information](#additional-information)
|
48 |
+
- [Dataset Curators](#dataset-curators)
|
49 |
+
- [Licensing Information](#licensing-information)
|
50 |
+
- [Citation Information](#citation-information)
|
51 |
+
- [Contributions](#contributions)
|
52 |
+
|
53 |
+
## Dataset Description
|
54 |
+
|
55 |
+
- **Homepage:** [https://github.com/readerbench/news-ro-offense](https://github.com/readerbench/news-ro-offense)
|
56 |
+
- **Repository:** [https://github.com/readerbench/news-ro-offense](https://github.com/readerbench/news-ro-offense)
|
57 |
+
- **Paper:** News-RO-Offense - A Romanian Offensive Language Dataset and Baseline Models Centered on News Article Comments
|
58 |
+
- **Point of Contact:** [Andrei Paraschiv](https://github.com/AndyTheFactory)
|
59 |
+
|
60 |
+
### Dataset Summary
|
61 |
+
a novel Romanian language dataset for offensive message detection with manually
|
62 |
+
annotated comment from a local Romanian news website (stiri de cluj) into five classes:
|
63 |
+
|
64 |
+
* non-offensive
|
65 |
+
* targeted insults
|
66 |
+
* racist
|
67 |
+
* homophobic
|
68 |
+
* sexist
|
69 |
+
|
70 |
+
Resulting in 4052 annotated messages
|
71 |
+
|
72 |
+
### Languages
|
73 |
+
|
74 |
+
Romanian
|
75 |
+
|
76 |
+
## Dataset Structure
|
77 |
+
|
78 |
+
|
79 |
+
### Data Instances
|
80 |
+
|
81 |
+
|
82 |
+
An example of 'train' looks as follows.
|
83 |
+
|
84 |
+
```
|
85 |
+
{
|
86 |
+
'comment_id': 5,
|
87 |
+
'reply_to_comment_id':2,
|
88 |
+
'comment_nr': 1,
|
89 |
+
'content_id': 23,
|
90 |
+
'comment_text':'PLACEHOLDER TEXT',
|
91 |
+
'LABEL': 3
|
92 |
+
}
|
93 |
+
```
|
94 |
+
|
95 |
+
|
96 |
+
### Data Fields
|
97 |
+
|
98 |
+
- `comment_id': 5,
|
99 |
+
'reply_to_comment_id':2,
|
100 |
+
'comment_nr': 1,
|
101 |
+
'content_id': 23,
|
102 |
+
'comment_text':'PLACEHOLDER TEXT',
|
103 |
+
'LABEL': 3
|
104 |
+
- `sender`: a `string` feature.
|
105 |
+
- 'no_reacts': a `integer`
|
106 |
+
- `text`: a `string`.
|
107 |
+
- `label`: categorical `OTHER`, `PROFANITY`, `INSULT`, `ABUSE`
|
108 |
+
|
109 |
+
|
110 |
+
### Data Splits
|
111 |
+
|
112 |
+
| name |train|test|
|
113 |
+
|---------|----:|---:|
|
114 |
+
|ro|x|x|
|
115 |
+
|
116 |
+
|
117 |
+
## Dataset Creation
|
118 |
+
|
119 |
+
### Curation Rationale
|
120 |
+
|
121 |
+
Collecting data for abusive language classification for Romanian Language.
|
122 |
+
|
123 |
+
### Source Data
|
124 |
+
|
125 |
+
News Articles comments
|
126 |
+
|
127 |
+
#### Initial Data Collection and Normalization
|
128 |
+
|
129 |
+
|
130 |
+
|
131 |
+
#### Who are the source language producers?
|
132 |
+
|
133 |
+
News Article readers
|
134 |
+
|
135 |
+
### Annotations
|
136 |
+
|
137 |
+
|
138 |
+
#### Annotation process
|
139 |
+
|
140 |
+
|
141 |
+
|
142 |
+
#### Who are the annotators?
|
143 |
+
|
144 |
+
Native speakers
|
145 |
+
|
146 |
+
### Personal and Sensitive Information
|
147 |
+
|
148 |
+
The data was public at the time of collection. No PII removal has been performed.
|
149 |
+
|
150 |
+
## Considerations for Using the Data
|
151 |
+
|
152 |
+
|
153 |
+
|
154 |
+
### Social Impact of Dataset
|
155 |
+
|
156 |
+
The data definitely contains abusive language. The data could be used to develop and propagate offensive language against every target group involved, i.e. ableism, racism, sexism, ageism, and so on.
|
157 |
+
|
158 |
+
### Discussion of Biases
|
159 |
+
|
160 |
+
|
161 |
+
### Other Known Limitations
|
162 |
+
|
163 |
+
|
164 |
+
## Additional Information
|
165 |
+
|
166 |
+
|
167 |
+
### Dataset Curators
|
168 |
+
|
169 |
+
|
170 |
+
### Licensing Information
|
171 |
+
|
172 |
+
This data is available and distributed under Apache-2.0 license
|
173 |
+
|
174 |
+
### Citation Information
|
175 |
+
|
176 |
+
```
|
177 |
+
@misc{cojocaru2022news,
|
178 |
+
title = {News-RO-Offense - A Romanian Offensive Language Dataset and Baseline Models Centered on News Article Comments},
|
179 |
+
author = {Cojocaru, Andreea and Paraschiv, Andrei and Dascălu, Mihai},
|
180 |
+
year = 2022,
|
181 |
+
journal = {RoCHI - International Conference on Human-Computer Interaction},
|
182 |
+
publisher = {MATRIX ROM},
|
183 |
+
doi = {10.37789/rochi.2022.1.1.12},
|
184 |
+
url = {http://dx.doi.org/10.37789/rochi.2022.1.1.12}
|
185 |
+
}
|
186 |
+
|
187 |
+
|
188 |
+
```
|
189 |
+
|
190 |
+
|
191 |
+
### Contributions
|