BAAD16 / README.md
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metadata
annotations_creators:
  - found
  - crowdsourced
  - expert-generated
language_creators:
  - found
  - crowdsourced
language:
  - bn
license:
  - cc-by-4.0
multilinguality:
  - monolingual
pretty_name: 'BAAD16: Bangla Authorship Attribution Dataset (16 Authors)'
source_datasets:
  - original
task_categories:
  - text-classification
task_ids:
  - multi-class-classification

Description

BAAD16 is an Authorship Attribution dataset for Bengali Literature. It was collected and analyzed by the authors of this paper. It was created by scraping text from an online Bangla e-library using custom web crawler and contains literary works of various famous Bangla writers. It contains novels, stories, series, and other works of 16 authors. Each sample document is created with 750 words. The dataset is imbalanced and resembles real-world scenarios more closely, where not all the authors will have a large number of sample texts. The following table gives more details about the dataset.

Author Name Number of Samples Word Count Unique Word
zahir rayhan 185 138k 20k
nazrul 223 167k 33k
manik bandhopaddhay 469 351k 44k
nihar ronjon gupta 476 357k 43k
bongkim 562 421k 62k
tarashonkor 775 581k 84k
shottojit roy 849 636k 67k
shordindu 888 666k 84k
toslima nasrin 931 698k 76k
shirshendu 1048 786k 69k
zafar iqbal 1100 825k 53k
robindronath 1259 944k 89k
shorotchandra 1312 984k 78k
shomresh 1408 1056k 69k
shunil gongopaddhay 1963 1472k 109k
humayun ahmed 4518 3388k 161k
Total 17,966 13,474,500 590,660
Average 1,122.875 842,156.25 71,822.25

Citation

If you use this dataset, please cite the paper Authorship Attribution in Bangla literature using Character-level CNN. Archive link.

 @inproceedings{BAAD16Dataset,
  title={Authorship Attribution in Bangla literature using Character-level CNN},
  author={Khatun, Aisha and Rahman, Anisur and Islam, Md Saiful and others},
  booktitle={2019 22nd International Conference on Computer and Information Technology (ICCIT)},
  pages={1--5},
  year={2019},
  organization={IEEE}
  doi={10.1109/ICCIT48885.2019.9038560}
}

This dataset is also available in Mendeley: BAAD16 dataset. Always make sure to use the latest version of the dataset. Cite the dataset directly by:

@misc{BAAD6Dataset,
  author = {Khatun, Aisha and Rahman, Anisur and Islam, Md. Saiful},
  title = {BAAD16: Bangla Authorship Attribution Dataset},
  year={2019},
  doi = {10.17632/6d9jrkgtvv.4},
  howpublished= {\url{https://data.mendeley.com/datasets/6d9jrkgtvv/4}}
  }