Datasets:
File size: 4,035 Bytes
7a30326 3d5bb85 24a88de 7a30326 3d5bb85 7a30326 6f88997 3d5bb85 6f88997 3d5bb85 6f88997 14edf0a 6f88997 3d5bb85 f3561b9 3d5bb85 b480258 3d5bb85 c1fe567 6f88997 99cb663 14edf0a 99cb663 14edf0a 3d5bb85 |
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 |
---
annotations_creators:
- expert-generated
language_creators: []
language:
- pl
license:
- cc-by-sa-4.0
multilinguality:
- monolingual
size_categories:
- 1K<n<10K
- 10K<n<100K
source_datasets:
- original
task_categories:
- question-answering
- text-retrieval
task_ids:
- extractive-qa
- document-retrieval
pretty_name: 'PUGG: KBQA, MRC, IR dataset for Polish'
tags:
- knowledge graph
- KBQA
- wikipedia
- wikidata
configs:
- config_name: kbqa_all
data_files:
- split: train
path: kbqa/*/train.jsonl
- split: test
path: kbqa/*/test.jsonl
- config_name: kbqa_natural
data_files:
- split: train
path: kbqa/natural/train.jsonl
- split: test
path: kbqa/natural/test.jsonl
- config_name: kbqa_template-based
data_files:
- split: train
path: kbqa/template-based/train.jsonl
- split: test
path: kbqa/template-based/test.jsonl
- config_name: mrc
data_files:
- split: train
path: mrc/train.jsonl
- split: test
path: mrc/test.jsonl
- config_name: ir_corpus
data_files:
- split: test
path: ir/corpus.jsonl
- config_name: ir_queries
data_files:
- split: test
path: ir/queries.jsonl
- config_name: ir_qrels
data_files:
- split: test
path: ir/qrels/test.jsonl
---
# 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) **(this repository)** - 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)
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
# loading KBQA (all)
dataset = load_dataset("clarin-pl/PUGG", "kbqa_all")
print(dataset)
# loading KBQA (natural)
dataset = load_dataset("clarin-pl/PUGG", "kbqa_natural")
print(dataset)
# loading KBQA (template-based)
dataset = load_dataset("clarin-pl/PUGG", "kbqa_template-based")
print(dataset)
# loading MRC
dataset = load_dataset("clarin-pl/PUGG", "mrc")
print(dataset)
# loading IR
## corpus
dataset = load_dataset("clarin-pl/PUGG", "ir_corpus")
print(dataset)
## queries
dataset = load_dataset("clarin-pl/PUGG", "ir_queries")
print(dataset)
## qrels
dataset = load_dataset("clarin-pl/PUGG", "ir_qrels")
print(dataset)
```
|