Datasets:
Tasks:
Text Retrieval
Sub-tasks:
document-retrieval
Languages:
Polish
Size:
10K<n<100K
ArXiv:
Tags:
wikipedia
License:
annotations_creators: | |
- expert-generated | |
language_creators: [] | |
language: | |
- pl | |
license: | |
- cc-by-sa-4.0 | |
multilinguality: | |
- monolingual | |
size_categories: | |
- 10K<n<100K | |
source_datasets: | |
- original | |
task_categories: | |
- text-retrieval | |
task_ids: | |
- document-retrieval | |
pretty_name: 'PUGG: IR dataset for Polish' | |
tags: | |
- wikipedia | |
# PUGG: KBQA, MRC, IR Dataset for Polish | |
## Description | |
This repository contains the PUGG dataset designed for three NLP tasks in the Polish language: | |
- KBQA (Knowledge Base Question Answering) | |
- MRC (Machine Reading Comprehension) | |
- IR (Information Retrieval) | |
## Paper | |
For more detailed information, please refer to our research paper titled: | |
**"Developing PUGG for Polish: A Modern Approach to KBQA, MRC, and IR Dataset Construction"** | |
Authored by: | |
* Albert Sawczyn | |
* Katsiaryna Viarenich | |
* Konrad Wojtasik | |
* Aleksandra Domogała | |
* Marcin Oleksy | |
* Maciej Piasecki | |
* Tomasz Kajdanowicz | |
**The paper was accepted for ACL 2024 (findings).** | |
## Repositories | |
The dataset is available in the following repositories: | |
* [General](https://huggingface.co/datasets/clarin-pl/PUGG) - contains all tasks (KBQA, MRC, IR*) | |
For more straightforward usage, the tasks are also available in separate repositories: | |
* [KBQA](https://huggingface.co/datasets/clarin-pl/PUGG_KBQA) | |
* [MRC](https://huggingface.co/datasets/clarin-pl/PUGG_MRC) | |
* [IR](https://huggingface.co/datasets/clarin-pl/PUGG_IR) **(this repository)** | |
The knowledge graph for KBQA task is available in the following repository: | |
* [Knowledge Graph](https://huggingface.co/datasets/clarin-pl/PUGG_KG) | |
Note: If you want to utilize the IR task in the BEIR format (`qrels` in `.tsv` format), please | |
download the [IR](https://huggingface.co/datasets/clarin-pl/PUGG_IR) repository. | |
## Links | |
* Code: | |
* [Github](https://github.com/CLARIN-PL/PUGG) | |
* Paper: | |
* ACL - TBA | |
* [Arxiv](https://arxiv.org/abs/2408.02337) | |
## Citation | |
```bibtex | |
@misc{sawczyn2024developingpuggpolishmodern, | |
title={Developing PUGG for Polish: A Modern Approach to KBQA, MRC, and IR Dataset Construction}, | |
author={Albert Sawczyn and Katsiaryna Viarenich and Konrad Wojtasik and Aleksandra Domogała and Marcin Oleksy and Maciej Piasecki and Tomasz Kajdanowicz}, | |
year={2024}, | |
eprint={2408.02337}, | |
archivePrefix={arXiv}, | |
primaryClass={cs.AI}, | |
url={https://arxiv.org/abs/2408.02337}, | |
} | |
``` | |
## Contact | |
albert.sawczyn@pwr.edu.pl | |
## Usage | |
```python | |
from datasets import load_dataset | |
dataset_corpus = load_dataset("clarin-pl/PUGG_IR", "corpus") | |
print(dataset) | |
dataset_queries = load_dataset("clarin-pl/PUGG_IR", "queries") | |
print(dataset) | |
dataset_qrels = load_dataset("clarin-pl/PUGG_IR", "qrels") | |
print(dataset) | |
``` | |