metadata

annotations_creators: []
language_creators: []
language:
  - pl
  - en
license:
  - cc-by-sa-4.0
multilinguality:
  - monolingual
  - multilingual
size_categories: []
source_datasets:
  - found
task_categories: []
task_ids: []
pretty_name: 'PUGG: KG for KBQA task in Polish'
tags:
  - knowledge graph
  - KBQA
  - wikipedia
  - wikidata
configs:
  - config_name: 1H_triples
    data_files:
      - split: train
        path: 1/triples.jsonl
  - config_name: 1H_attributes
    data_files:
      - split: train
        path: 1/attributes.jsonl
  - config_name: 1H_labels_en
    data_files:
      - split: train
        path: 1/labels_en.jsonl
  - config_name: 1H_descriptions
    data_files:
      - split: train
        path: 1/descriptions.jsonl
  - config_name: 1H_aliases
    data_files:
      - split: train
        path: 1/aliases.jsonl
  - config_name: 1H_labels_pl
    data_files:
      - split: train
        path: 1/labels_pl.jsonl
  - config_name: 1H_times
    data_files:
      - split: train
        path: 1/times.jsonl
  - config_name: 2H_triples
    data_files:
      - split: train
        path: 2/triples.jsonl
  - config_name: 2H_attributes
    data_files:
      - split: train
        path: 2/attributes.jsonl
  - config_name: 2H_labels_en
    data_files:
      - split: train
        path: 2/labels_en.jsonl
  - config_name: 2H_descriptions
    data_files:
      - split: train
        path: 2/descriptions.jsonl
  - config_name: 2H_aliases
    data_files:
      - split: train
        path: 2/aliases.jsonl
  - config_name: 2H_labels_pl
    data_files:
      - split: train
        path: 2/labels_pl.jsonl
  - config_name: 2H_times
    data_files:
      - split: train
        path: 2/times.jsonl

PUGG: KBQA, MRC, IR Dataset for Polish

Description

This repository contains the knowledge graph dedicated for the KBQA (Knowledge Base Question Answering) task within the PUGG dataset. This repository does not contain directly any task, but it provides the knowledge graph that can be used to solve the KBQA task from the PUGG dataset.

Graphs

We provide sampled versions of the knowledge graph based on Wikidata:

Wikidata1H: A subgraph created by traversing 1 relation from each answer and topic entity.
Wikidata2H: A subgraph created by traversing 2 relations from each answer and topic entity.

How We Created the Graphs

We used the Wikidata dump from 2023-10-16. The dump is available on S3 via the DVC tool (see code repository).
We collected all answer and topic entities from the PUGG dataset.
We traversed the graph from each answer and topic entity for n hops.
We filtered out entities that do not have labels in Polish.
We saved the subgraphs in various structures:
- triples
- labels_pl
- labels_en
- aliases (Polish)
- descriptions (Polish)
- attributes
- times

See Usage for more information on how to load the graphs.

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 PUGG dataset is available in the following repositories:

General - contains all tasks (KBQA, MRC, IR)

For more straightforward usage, the tasks are also available in separate repositories:

The knowledge graph for KBQA task is available in the following repository:

Knowledge Graph (this repository)

Note: If you want to utilize the IR task in the BEIR format (qrels in .tsv format), please download the IR repository.

Citation

@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

from datasets import load_dataset

dataset_1H_triples = load_dataset("clarin-pl/PUGG_KG", '1H_triples')
print(dataset_1H_triples)

dataset_1H_labels_pl = load_dataset("clarin-pl/PUGG_KG", '1H_labels_pl')
print(dataset_1H_labels_pl)

dataset_1H_labels_en = load_dataset("clarin-pl/PUGG_KG", '1H_labels_en')
print(dataset_1H_labels_en)

dataset_1H_aliases = load_dataset("clarin-pl/PUGG_KG", '1H_aliases')
print(dataset_1H_aliases)

dataset_1H_descriptions = load_dataset("clarin-pl/PUGG_KG", '1H_descriptions')
print(dataset_1H_descriptions)

dataset_1H_attributes = load_dataset("clarin-pl/PUGG_KG", '1H_attributes')
print(dataset_1H_attributes)

dataset_1H_times = load_dataset("clarin-pl/PUGG_KG", '1H_times')
print(dataset_1H_times)

dataset_2H_triples = load_dataset("clarin-pl/PUGG_KG", '2H_triples')
print(dataset_2H_triples)

dataset_2H_labels_pl = load_dataset("clarin-pl/PUGG_KG", '2H_labels_pl')
print(dataset_2H_labels_pl)

dataset_2H_labels_en = load_dataset("clarin-pl/PUGG_KG", '2H_labels_en')
print(dataset_2H_labels_en)

dataset_2H_aliases = load_dataset("clarin-pl/PUGG_KG", '2H_aliases')
print(dataset_2H_aliases)

dataset_2H_descriptions = load_dataset("clarin-pl/PUGG_KG", '2H_descriptions')
print(dataset_2H_descriptions)

dataset_2H_attributes = load_dataset("clarin-pl/PUGG_KG", '2H_attributes')
print(dataset_2H_attributes)

dataset_2H_times = load_dataset("clarin-pl/PUGG_KG", '2H_times')
print(dataset_2H_times)

Datasets:

clarin-pl
/

PUGG_KG