Ben-Sarc / README.md
sanzanalora's picture
paper added
3bc2ba2 verified
|
raw
history blame
7.68 kB
metadata
license: cc-by-nc-sa-4.0
task_categories:
  - text-classification
language:
  - bn
pretty_name: Ben-Sarc
size_categories:
  - 10K<n<100K
tags:
  - sarcasm
  - bengali sarcasm
  - bengali sarcasm detection
source_datasets:
  - original

Dataset Card for 'Ben-Sarc'

This repository contains the dataset of the paper titled "Ben-Sarc: A Self-Annotated Corpus for Sarcasm Detection from Bengali Social Media Comments and Its Baseline Evaluation" published in Natural Language Processing(formerly known as Natural Language Engineering) journal by Cambridge University Press.

Dataset Details

Dataset Description

We are releasing a large-scale self-annotated Bengali corpus for sarcasm detection research problem in the Bengali language named Ben-Sarc containing 25,636 comments, manually collected from different public Facebook pages and evaluated by external evaluators.

Dataset Sources

  • Repository: https://github.com/sanzanalora/Ben-Sarc
  • Paper: Ben-Sarc: A Self-Annotated Corpus for Sarcasm Detection from Bengali Social Media Comments and Its Baseline Evaluation

    Direct Use

    The Ben-Sarc corpus can be used any kind of used for low-resource NLP applications.

    Dataset Structure

    Data Instances

    The Ben-Sarc dataset is in .xlsx format. One example from the Ben-Sarc dataset is given below:

    |----|------------------------------------------------------------------------------------------------------------|----------|
    | id |                                           Text                                                             | Polarity |
    |----|------------------------------------------------------------------------------------------------------------|----------|
    | 589|তোমারে ভাবিয়া সারারাত জাগিয়া ঘুম মোর হয়েছে নষ্ট বুকের বামপাশে চিনচিন ব্যাথা করে একি গ্যাস্ট্রিক না প্রেম হচ্ছে না স্পষ্ট ।          |    1     |
    |----|------------------------------------------------------------------------------------------------------------|----------|
    

    Data Fields

    • id: A string representing the text ID.
    • Text : A string containing the text.
    • Polarity : A number containing the polarity of the text

    Polarity of the Ben-Sarc is defined as follows:

                `0` indicates Non-Sarcastic Text
                
                `1` indicates Sarcastic Text
    

    Dataset Creation

    Curation Rationale

    Detailed in the paper

    Source Data

    Detailed in the paper

    Data Collection and Processing

    Detailed in the paper

    Who are the source data producers?

    Detailed in the paper

    Annotations

    Detailed in the paper

    Annotation process

    Detailed in the paper

    Who are the annotators?

    Detailed in the paper

    Additional Information

    Citation

    If you use our dataset, please cite the following paper:

    @article{Lora_Shahariar_Nazmin_Rahman_Rahman_Bhuiyan_Shah_2024,
      title={Ben-Sarc: A self-annotated corpus for sarcasm detection from Bengali social media comments and its baseline evaluation},
      DOI={10.1017/nlp.2024.11},
      journal={Natural Language Processing},
      author={Lora, Sanzana Karim and Shahariar, G. M. and Nazmin, Tamanna and Rahman, Noor Nafeur and Rahman, Rafsan and Bhuiyan, Miyad and Shah, Faisal Muhammad},
      year={2024},
      pages={1–26}}