|
--- |
|
license: apache-2.0 |
|
language: |
|
- ind |
|
pretty_name: "Reddit Indonesia Sarcastic" |
|
--- |
|
|
|
# Reddit Indonesia Sarcastic |
|
|
|
Reddit Indonesia Sarcastic is a dataset intended for sarcasm detection in the Indonesian language. This dataset is inspired by the data collection procedure introduced in [Ranti, K.S., & Girsang, A.S (2020)](http://www.warse.org/IJETER/static/pdf/file/ijeter10892020.pdf), whereby Reddit comments from r/indonesia subreddit are collected and filtered by the existence of an `/s` tag at the end of the comment. We collected Reddit comments from 2020-01 to 2023-09 from [Academic Torrents](https://academictorrents.com/details/89d24ff9d5fbc1efcdaf9d7689d72b7548f699fc) and applied the aforementioned procedure. Further, we performed deduplication with minHash LSH, PII masking to remove usernames, hashtags, emails, URLs, and finally a random sampling to limit the non-sarcastic comments. Following [SemEval-2022 Task 6: iSarcasmEval](https://aclanthology.org/2022.semeval-1.111/), we used a 1:3 ratio to balance sarcastic with non-sarcastic comments. |
|
|
|
## Dataset Structure |
|
|
|
### Data Instances |
|
|
|
```py |
|
{ |
|
"author": "curuya", |
|
"created_utc": 1584876528, |
|
"score": 7, |
|
"permalink": "/r/indonesia/comments/fmxhfe/jangan_takut_sama_corona_takut_sama_allah/fl6n993/", |
|
"subreddit": "indonesia", |
|
"body": 'taat perintah tuhan : "kalau ada razia mendingan kabur" /s', |
|
"lang_fastText": "id", |
|
"label": 1, |
|
"text": 'taat perintah tuhan : "kalau ada razia mendingan kabur"', |
|
} |
|
``` |
|
|
|
### Data Fields |
|
|
|
- `author`: Comment author. |
|
- `created_utc`: Comment creation time, in UTC. |
|
- `score`: Comment's Reddit voting score. |
|
- `permalink`: Permalink to the Reddit comment. |
|
- `subreddit`: Subreddit name. |
|
- `body`: Raw Reddit comment content. |
|
- `lang_fastText`: Language detected by [fasttext-langdetect](https://github.com/zafercavdar/fasttext-langdetect). |
|
- `label`: `0` for non-sarcastic, `1` for sarcastic. |
|
- `text`: Sarcastic tag-removed, PII-masked version of `body`. |
|
|
|
### Data Splits |
|
|
|
| Split | #sarcastic | #non sarcastic | #total | |
|
| ------------------ | :--------: | :------------: | :-----: | |
|
| `train` | 2470 | 7411 | 9881 | |
|
| `test` | 706 | 2118 | 2824 | |
|
| `validation` | 353 | 1058 | 1411 | |
|
| Total (balanced) | 3529 | 10587 | 14116 | |
|
| Total (unbalanced) | 3529 | 2616335 | 2619864 | |
|
|
|
### Dataset Directory |
|
|
|
```sh |
|
reddit_indonesia_sarcastic/ |
|
├── README.md |
|
├── data # re-balanced dataset |
|
│ ├── test.json |
|
│ ├── train.json |
|
│ └── validation.json |
|
└── raw_data # raw unbalanced dataset |
|
└── reddit_indonesia_sarcastic.json |
|
``` |
|
|
|
## Authors |
|
|
|
Reddit Indonesia Sarcastic is prepared by: |
|
|
|
<a href="https://github.com/w11wo"> |
|
<img src="https://github.com/w11wo.png" alt="GitHub Profile" style="border-radius: 50%;width: 64px;border: solid 1px #fff;margin:0 4px;"> |
|
</a> |
|
|
|
## References |
|
|
|
```bibtex |
|
@article{Ranti2020IndonesianSD, |
|
title={Indonesian Sarcasm Detection Using Convolutional Neural Network}, |
|
author={Kiefer Stefano Ranti and Abba Suganda Girsang}, |
|
journal={International Journal of Emerging Trends in Engineering Research}, |
|
year={2020}, |
|
url={https://doi.org/10.30534/ijeter/2020/10892020} |
|
} |
|
|
|
@article{academicReddit, |
|
title= {Reddit comments/submissions 2005-06 to 2023-09}, |
|
journal= {}, |
|
author= {stuck_in_the_matrix, Watchful1, RaiderBDev}, |
|
year= {}, |
|
url= {}, |
|
abstract= {Reddit comments and submissions from 2005-06 to 2023-09 collected by pushshift and u/RaiderBDev. These are zstandard compressed ndjson files. Example python scripts for parsing the data can be found here https://github.com/Watchful1/PushshiftDumps}, |
|
keywords= {reddit}, |
|
terms= {}, |
|
license= {}, |
|
superseded= {} |
|
} |
|
|
|
@inproceedings{abu-farha-etal-2022-semeval, |
|
title = "{S}em{E}val-2022 Task 6: i{S}arcasm{E}val, Intended Sarcasm Detection in {E}nglish and {A}rabic", |
|
author = "Abu Farha, Ibrahim and |
|
Oprea, Silviu Vlad and |
|
Wilson, Steven and |
|
Magdy, Walid", |
|
editor = "Emerson, Guy and |
|
Schluter, Natalie and |
|
Stanovsky, Gabriel and |
|
Kumar, Ritesh and |
|
Palmer, Alexis and |
|
Schneider, Nathan and |
|
Singh, Siddharth and |
|
Ratan, Shyam", |
|
booktitle = "Proceedings of the 16th International Workshop on Semantic Evaluation (SemEval-2022)", |
|
month = jul, |
|
year = "2022", |
|
address = "Seattle, United States", |
|
publisher = "Association for Computational Linguistics", |
|
url = "https://aclanthology.org/2022.semeval-1.111", |
|
doi = "10.18653/v1/2022.semeval-1.111", |
|
pages = "802--814", |
|
} |
|
``` |
