Datasets:
Tasks:
Question Answering
Modalities:
Text
Languages:
English
Size:
10K - 100K
Tags:
knowledge-base-qa
License:
annotations_creators: | |
- expert-generated | |
language: | |
- en | |
language_creators: | |
- machine-generated | |
license: | |
- cc-by-4.0 | |
multilinguality: | |
- monolingual | |
pretty_name: 'DBLP-QuAD: A Question Answering Dataset over the DBLP Scholarly Knowledge Graph' | |
size_categories: | |
- 1K<n<10K | |
source_datasets: | |
- original | |
tags: | |
- knowledge-base-qa | |
task_categories: | |
- question-answering | |
task_ids: [] | |
# Dataset Card for DBLP-QuAD | |
## Table of Contents | |
- [Dataset Description](#dataset-description) | |
- [Dataset Summary](#dataset-summary) | |
- [Supported Tasks and Leaderboards](#supported-tasks-and-leaderboards) | |
- [Languages](#languages) | |
- [Dataset Structure](#dataset-structure) | |
- [Data Instances](#data-instances) | |
- [Data Fields](#data-fields) | |
- [Data Splits](#data-splits) | |
- [Dataset Creation](#dataset-creation) | |
- [Curation Rationale](#curation-rationale) | |
- [Source Data](#source-data) | |
- [Annotations](#annotations) | |
- [Personal and Sensitive Information](#personal-and-sensitive-information) | |
- [Considerations for Using the Data](#considerations-for-using-the-data) | |
- [Social Impact of Dataset](#social-impact-of-dataset) | |
- [Discussion of Biases](#discussion-of-biases) | |
- [Other Known Limitations](#other-known-limitations) | |
- [Additional Information](#additional-information) | |
- [Dataset Curators](#dataset-curators) | |
- [Licensing Information](#licensing-information) | |
- [Citation Information](#citation-information) | |
- [Contributions](#contributions) | |
## Dataset Description | |
- **Homepage:** [DBLP-QuAD Homepage]() | |
- **Repository:** [DBLP-QuAD Repository](https://github.com/awalesushil/DBLP-QuAD) | |
- **Paper:** DBLP-QuAD: A Question Answering Dataset over the DBLP Scholarly Knowledge Graph | |
- **Point of Contact:** [Sushil Awale](mailto:[email protected]) | |
### Dataset Summary | |
DBLP-QuAD is a scholarly knowledge graph question answering dataset with 10,000 question - SPARQL query pairs targeting the DBLP knowledge graph. The dataset is split into 7,000 training, 1,000 validation and 2,000 test questions. | |
## Dataset Structure | |
### Data Instances | |
An example of a question is given below: | |
``` | |
{ | |
"id": "Q0577", | |
"query_type": "MULTI_FACT", | |
"question": { | |
"string": "What are the primary affiliations of the authors of the paper 'Graphical Partitions and Graphical Relations'?" | |
}, | |
"paraphrased_question": { | |
"string": "List the primary affiliations of the authors of 'Graphical Partitions and Graphical Relations'." | |
}, | |
"query": { | |
"sparql": "SELECT DISTINCT ?answer WHERE { <https://dblp.org/rec/journals/fuin/ShaheenS19> <https://dblp.org/rdf/schema#authoredBy> ?x . ?x <https://dblp.org/rdf/schema#primaryAffiliation> ?answer }" | |
}, | |
"template_id": "TP11", | |
"entities": [ | |
"<https://dblp.org/rec/journals/fuin/ShaheenS19>" | |
], | |
"relations": [ | |
"<https://dblp.org/rdf/schema#authoredBy>", | |
"<https://dblp.org/rdf/schema#primaryAffiliation>" | |
], | |
"temporal": false, | |
"held_out": true | |
} | |
``` | |
### Data Fields | |
- `id`: the id of the question | |
- `question`: a string containing the question | |
- `paraphrased_question`: a paraphrased version of the question | |
- `query`: a SPARQL query that answers the question | |
- `query_type`: the type of the query | |
- `query_template`: the template of the query | |
- `entities`: a list of entities in the question | |
- `relations`: a list of relations in the question | |
- `temporal`: a boolean indicating whether the question contains a temporal expression | |
- `held_out`: a boolean indicating whether the question is held out from the training set | |
### Data Splits | |
The dataset is split into 7,000 training, 1,000 validation and 2,000 test questions. | |
## Additional Information | |
### Licensing Information | |
DBLP-QuAD is licensed under the [Creative Commons Attribution 4.0 International License (CC BY 4.0)](https://creativecommons.org/licenses/by/4.0/). | |
### Citation Information | |
In review. | |
### Contributions | |
Thanks to [@awalesushil](https://github.com/awalesushil) for adding this dataset. | |