ctoraman/gender-hate-speech
收藏Hugging Face2023-11-30 更新2024-03-04 收录
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资源简介：
---
license: cc-by-nc-sa-4.0
task_categories:
- text-classification
language:
- en
tags:
- hate speech
- hate speech detection
- hate-speech
- tweets
- social media
- hate-speech-detection
- gender identity
- gender
---
The "gender identity" subset of the large-scale dataset published in the LREC 2022 paper "Large-Scale Hate Speech Detection with Cross-Domain Transfer".
This subset is used in the experiments of "Şahinuç, F., Yilmaz, E. H., Toraman, C., & Koç, A. (2023). The effect of gender bias on hate speech detection. Signal, Image and Video Processing, 17(4), 1591-1597."
The "gender identity" subset includes 20,000 tweets in English.
The published data split is the first fold of 10-fold cross-validation, used in the experiments mentioned above.
Train split has 18,000 tweets. Test split has 2,000 tweets.
HateLabel:
- 0 Normal
- 1 Offensive
- 2 Hate
# GitHub Repo:
https://github.com/avaapm/hatespeech
# If you use this dataset, please cite the following papers:
- Toraman, C., Şahinuç, F., & Yilmaz, E. (2022, June). Large-Scale Hate Speech Detection with Cross-Domain Transfer. In Proceedings of the Thirteenth Language Resources and Evaluation Conference (pp. 2215-2225).
- Şahinuç, F., Yilmaz, E. H., Toraman, C., & Koç, A. (2023). The effect of gender bias on hate speech detection. Signal, Image and Video Processing, 17(4), 1591-1597.
提供机构：
ctoraman
原始信息汇总
数据集概述
数据集名称
"gender identity" 子集
数据集来源
该子集源自LREC 2022论文"Large-Scale Hate Speech Detection with Cross-Domain Transfer"。
数据集用途
用于研究"Şahinuç, F., Yilmaz, E. H., Toraman, C., & Koç, A. (2023). The effect of gender bias on hate speech detection. Signal, Image and Video Processing, 17(4), 1591-1597."中的实验。
数据集内容
- 包含20,000条英文推文。
- 数据分割：10折交叉验证的第一折。
- 训练集：18,000条推文。
- 测试集：2,000条推文。
标签定义
- 0: Normal
- 1: Offensive
- 2: Hate
引用信息
- Toraman, C., Şahinuç, F., & Yilmaz, E. (2022, June). Large-Scale Hate Speech Detection with Cross-Domain Transfer. In Proceedings of the Thirteenth Language Resources and Evaluation Conference (pp. 2215-2225).
- Şahinuç, F., Yilmaz, E. H., Toraman, C., & Koç, A. (2023). The effect of gender bias on hate speech detection. Signal, Image and Video Processing, 17(4), 1591-1597.
