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README.md

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+---
+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.
+
+[//]: # (- **WikidataFull**: The complete knowledge graph.)
+
+### How We Created the Graphs
+
+1. We used the Wikidata dump from 2023-10-16. The dump is available on S3 via the DVC tool (see [code repository](https://github.com/CLARIN-PL/PUGG)).
+2. We collected all answer and topic entities from the PUGG dataset.
+3. We traversed the graph from each answer and topic entity for *n* hops.
+4. We filtered out entities that do not have labels in Polish.
+5. We saved the subgraphs in various structures:
+    * triples
+    * labels_pl
+    * labels_en
+    * aliases (Polish) 
+    * descriptions (Polish)
+    * attributes
+    * times
+
+See [Usage](#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](https://huggingface.co/datasets/clarin-pl/PUGG_KBQA)  - 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) (this repository)
+
+
+## Links
+
+* Code:
+  * [Github](https://github.com/CLARIN-PL/PUGG)
+* Paper:
+  * ACL - TBA
+  * Arxiv - TBA
+ 
+## Usage 
+
+```python
+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)
+```
+
+
+## Citation
+
+TBA
+
+## Contact
+
+[email protected]