cyanic-selkie
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- README.md +131 -0
- test.parquet +3 -0
- train.parquet +3 -0
- validation.parquet +3 -0
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README.md
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---
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license: cc-by-sa-3.0
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task_categories:
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- token-classification
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language:
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- en
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tags:
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- wikidata
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- wikipedia
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- named-entity-linking
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pretty_name: AIDA CoNLL-YAGO Wikidata
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size_categories:
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- 10K<n<100K
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---
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# Dataset Card for AIDA CoNLL-YAGO Wikidata
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## Table of Contents
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- [Dataset Description](#dataset-description)
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- [Dataset Summary](#dataset-summary)
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- [Supported Tasks](#supported-tasks)
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- [Languages](#languages)
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- [Dataset Structure](#dataset-structure)
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- [Data Instances](#data-instances)
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- [Data Fields](#data-fields)
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- [Data Splits](#data-splits)
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- [Additional Information](#additional-information)
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- [Licensing Information](#licensing-information)
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## Dataset Description
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- **Repository:** [AIDA CoNLL-YAGO Wikidata repository](https://github.com/cyanic-selkie/aida-conll-yago-wikidata)
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### Dataset Summary
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The AIDA CoNLL-YAGO Wikidata dataset is the same as the original [AIDA CoNLL-YAGO](https://www.mpi-inf.mpg.de/departments/databases-and-information-systems/research/ambiverse-nlu/aida/downloads) dataset, but with Wikidata QIDs instead of Wikipedia titles as entity identifiers. They are automatically generated (with a few manual corrections) from Wikidata and Wikipedia dumps (March 1, 2023).
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The code for generating the dataset can be found [here](https://github.com/cyanic-selkie/aida-conll-yago-wikidata).
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### Supported Tasks
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- `named-entity-linking`: The dataset can be used to train a model for Named Entity Linking.
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### Languages
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The text in the dataset is in English. The associated BCP-47 code is `en`.
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## Dataset Structure
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### Data Instances
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A typical data point represents a sentence in a document (news article).
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The `text` field contains the original text in an NFC normalized, UTF-8 encoded string.
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The `entities` field contains a list of entities, each represented by a struct with the inclusive starting byte `start` field, exclusive ending byte `end` field, and a nullable `qid` field.
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Additionally, each sentence has `document_id` and `sentence_index` fields to be able to determine the sentence's context.
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Data points belonging to the same article appear next to each other in the dataset and are sorted in an ascending fashion by the `sentence_index` field.
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An example from the AIDA CoNLL-YAGO Wikidata test set looks as follows:
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```
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{
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"uuid": "f647d183-ed81-4513-b607-2c9cbc98930a"
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"document_id": 1393,
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"sentence_index": 9,
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"text": "He guided Ireland to two successive World Cup finals tournaments and to the 1988 European championship finals in Germany , after the Irish beat a well-fancied England team 1-0 in their group qualifier .",
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"entities": [
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{
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"start": 10,
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"end": 17,
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"qid": 163547
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},
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{
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"start": 36,
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"end": 45,
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"qid": 19317
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},
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{
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"start": 81,
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"end": 89,
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"qid": 46
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},
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{
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"start": 113,
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"end": 120,
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"qid": 183
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},
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{
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"start": 133,
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"end": 138,
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"qid": 163547
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},
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{
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"start": 159,
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"end": 166,
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"qid": 47762
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}
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]
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}
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```
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### Data Fields
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- `uuid`: a UTF-8 encoded string representing a v4 UUID that uniquely identifies the example
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- `document_id`: an integer that uniquely identifies the document this sentence belongs to
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- `sentence_index`: an integer that uniquely identifies the position of the sentence in its original document
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- `text`: an NFC normalized, UTF-8 encoded string representing the sentence
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- `entities`: a list of structs representing entities, each entity has:
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- `start`: an integer representing the inclusive starting UTF-8 code point of the entity
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- `end`: an integer representing the exclusive ending UTF-8 code point of the entity
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- `qid`: an integer representing the Wikidata QID this entity refers to; it can be null if the entity didn't exist in Wikidata at the time of the creation of the original dataset
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### Data Splits
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The data is split into training, validation and test sets; all of the sentences belonging to an article are in the same split. The final split sizes are as follows:
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| | Train | Validation | Test |
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| :----- | :------: | :-----: | :----: |
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| AIDA CoNLL-YAGO Wikidata - documents | 946 | 216 | 231 |
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| AIDA CoNLL-YAGO Wikidata - sentences | 13,938 | 3,225 | 3,421 |
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| AIDA CoNLL-YAGO Wikidata - entities | 23,374 | 5,912 | 5,608 |
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| AIDA CoNLL-YAGO Wikidata - entities with QIDs | 18,540 | 4,791 | 4,481 |
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## Additional Information
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### Licensing Information
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The licensing status of the dataset is the same as the licensing status of the original [AIDA CoNLL-YAGO](https://www.mpi-inf.mpg.de/departments/databases-and-information-systems/research/ambiverse-nlu/aida/downloads) dataset which is under a [Creative Commons Attribution-ShareAlike 3.0 Unported License](http://creativecommons.org/licenses/by-sa/3.0/deed.en_US).
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test.parquet
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size 219999
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train.parquet
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validation.parquet
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