trivia_qa / README.md
albertvillanova's picture
Convert dataset to Parquet (#8)
0f7faf3
|
raw
history blame
26.7 kB
metadata
annotations_creators:
  - crowdsourced
language_creators:
  - machine-generated
language:
  - en
license:
  - unknown
multilinguality:
  - monolingual
size_categories:
  - 10K<n<100K
  - 100K<n<1M
source_datasets:
  - original
task_categories:
  - question-answering
  - text2text-generation
task_ids:
  - open-domain-qa
  - open-domain-abstractive-qa
  - extractive-qa
  - abstractive-qa
paperswithcode_id: triviaqa
pretty_name: TriviaQA
dataset_info:
  - config_name: rc
    features:
      - name: question
        dtype: string
      - name: question_id
        dtype: string
      - name: question_source
        dtype: string
      - name: entity_pages
        sequence:
          - name: doc_source
            dtype: string
          - name: filename
            dtype: string
          - name: title
            dtype: string
          - name: wiki_context
            dtype: string
      - name: search_results
        sequence:
          - name: description
            dtype: string
          - name: filename
            dtype: string
          - name: rank
            dtype: int32
          - name: title
            dtype: string
          - name: url
            dtype: string
          - name: search_context
            dtype: string
      - name: answer
        struct:
          - name: aliases
            sequence: string
          - name: normalized_aliases
            sequence: string
          - name: matched_wiki_entity_name
            dtype: string
          - name: normalized_matched_wiki_entity_name
            dtype: string
          - name: normalized_value
            dtype: string
          - name: type
            dtype: string
          - name: value
            dtype: string
    splits:
      - name: train
        num_bytes: 12749651131
        num_examples: 138384
      - name: validation
        num_bytes: 1662321188
        num_examples: 17944
      - name: test
        num_bytes: 1577710503
        num_examples: 17210
    download_size: 8998808983
    dataset_size: 15989682822
  - config_name: rc.nocontext
    features:
      - name: question
        dtype: string
      - name: question_id
        dtype: string
      - name: question_source
        dtype: string
      - name: entity_pages
        sequence:
          - name: doc_source
            dtype: string
          - name: filename
            dtype: string
          - name: title
            dtype: string
          - name: wiki_context
            dtype: string
      - name: search_results
        sequence:
          - name: description
            dtype: string
          - name: filename
            dtype: string
          - name: rank
            dtype: int32
          - name: title
            dtype: string
          - name: url
            dtype: string
          - name: search_context
            dtype: string
      - name: answer
        struct:
          - name: aliases
            sequence: string
          - name: normalized_aliases
            sequence: string
          - name: matched_wiki_entity_name
            dtype: string
          - name: normalized_matched_wiki_entity_name
            dtype: string
          - name: normalized_value
            dtype: string
          - name: type
            dtype: string
          - name: value
            dtype: string
    splits:
      - name: train
        num_bytes: 106882730
        num_examples: 138384
      - name: validation
        num_bytes: 14059830
        num_examples: 17944
      - name: test
        num_bytes: 3667903
        num_examples: 17210
    download_size: 63926518
    dataset_size: 124610463
  - config_name: rc.web
    features:
      - name: question
        dtype: string
      - name: question_id
        dtype: string
      - name: question_source
        dtype: string
      - name: entity_pages
        sequence:
          - name: doc_source
            dtype: string
          - name: filename
            dtype: string
          - name: title
            dtype: string
          - name: wiki_context
            dtype: string
      - name: search_results
        sequence:
          - name: description
            dtype: string
          - name: filename
            dtype: string
          - name: rank
            dtype: int32
          - name: title
            dtype: string
          - name: url
            dtype: string
          - name: search_context
            dtype: string
      - name: answer
        struct:
          - name: aliases
            sequence: string
          - name: normalized_aliases
            sequence: string
          - name: matched_wiki_entity_name
            dtype: string
          - name: normalized_matched_wiki_entity_name
            dtype: string
          - name: normalized_value
            dtype: string
          - name: type
            dtype: string
          - name: value
            dtype: string
    splits:
      - name: train
        num_bytes: 9408851139
        num_examples: 76496
      - name: validation
        num_bytes: 1232155138
        num_examples: 9951
      - name: test
        num_bytes: 1171663999
        num_examples: 9509
    download_size: 6626625832
    dataset_size: 11812670276
  - config_name: rc.web.nocontext
    features:
      - name: question
        dtype: string
      - name: question_id
        dtype: string
      - name: question_source
        dtype: string
      - name: entity_pages
        sequence:
          - name: doc_source
            dtype: string
          - name: filename
            dtype: string
          - name: title
            dtype: string
          - name: wiki_context
            dtype: string
      - name: search_results
        sequence:
          - name: description
            dtype: string
          - name: filename
            dtype: string
          - name: rank
            dtype: int32
          - name: title
            dtype: string
          - name: url
            dtype: string
          - name: search_context
            dtype: string
      - name: answer
        struct:
          - name: aliases
            sequence: string
          - name: normalized_aliases
            sequence: string
          - name: matched_wiki_entity_name
            dtype: string
          - name: normalized_matched_wiki_entity_name
            dtype: string
          - name: normalized_value
            dtype: string
          - name: type
            dtype: string
          - name: value
            dtype: string
    splits:
      - name: train
        num_bytes: 58523085
        num_examples: 76496
      - name: validation
        num_bytes: 7694557
        num_examples: 9951
      - name: test
        num_bytes: 2024747
        num_examples: 9509
    download_size: 35123473
    dataset_size: 68242389
  - config_name: rc.wikipedia
    features:
      - name: question
        dtype: string
      - name: question_id
        dtype: string
      - name: question_source
        dtype: string
      - name: entity_pages
        sequence:
          - name: doc_source
            dtype: string
          - name: filename
            dtype: string
          - name: title
            dtype: string
          - name: wiki_context
            dtype: string
      - name: search_results
        sequence:
          - name: description
            dtype: string
          - name: filename
            dtype: string
          - name: rank
            dtype: int32
          - name: title
            dtype: string
          - name: url
            dtype: string
          - name: search_context
            dtype: string
      - name: answer
        struct:
          - name: aliases
            sequence: string
          - name: normalized_aliases
            sequence: string
          - name: matched_wiki_entity_name
            dtype: string
          - name: normalized_matched_wiki_entity_name
            dtype: string
          - name: normalized_value
            dtype: string
          - name: type
            dtype: string
          - name: value
            dtype: string
    splits:
      - name: train
        num_bytes: 3340799992
        num_examples: 61888
      - name: validation
        num_bytes: 430166050
        num_examples: 7993
      - name: test
        num_bytes: 406046504
        num_examples: 7701
    download_size: 2293374081
    dataset_size: 4177012546
  - config_name: rc.wikipedia.nocontext
    features:
      - name: question
        dtype: string
      - name: question_id
        dtype: string
      - name: question_source
        dtype: string
      - name: entity_pages
        sequence:
          - name: doc_source
            dtype: string
          - name: filename
            dtype: string
          - name: title
            dtype: string
          - name: wiki_context
            dtype: string
      - name: search_results
        sequence:
          - name: description
            dtype: string
          - name: filename
            dtype: string
          - name: rank
            dtype: int32
          - name: title
            dtype: string
          - name: url
            dtype: string
          - name: search_context
            dtype: string
      - name: answer
        struct:
          - name: aliases
            sequence: string
          - name: normalized_aliases
            sequence: string
          - name: matched_wiki_entity_name
            dtype: string
          - name: normalized_matched_wiki_entity_name
            dtype: string
          - name: normalized_value
            dtype: string
          - name: type
            dtype: string
          - name: value
            dtype: string
    splits:
      - name: train
        num_bytes: 48359645
        num_examples: 61888
      - name: validation
        num_bytes: 6365273
        num_examples: 7993
      - name: test
        num_bytes: 1643156
        num_examples: 7701
    download_size: 28803950
    dataset_size: 56368074
  - config_name: unfiltered
    features:
      - name: question
        dtype: string
      - name: question_id
        dtype: string
      - name: question_source
        dtype: string
      - name: entity_pages
        sequence:
          - name: doc_source
            dtype: string
          - name: filename
            dtype: string
          - name: title
            dtype: string
          - name: wiki_context
            dtype: string
      - name: search_results
        sequence:
          - name: description
            dtype: string
          - name: filename
            dtype: string
          - name: rank
            dtype: int32
          - name: title
            dtype: string
          - name: url
            dtype: string
          - name: search_context
            dtype: string
      - name: answer
        struct:
          - name: aliases
            sequence: string
          - name: normalized_aliases
            sequence: string
          - name: matched_wiki_entity_name
            dtype: string
          - name: normalized_matched_wiki_entity_name
            dtype: string
          - name: normalized_value
            dtype: string
          - name: type
            dtype: string
          - name: value
            dtype: string
    splits:
      - name: train
        num_bytes: 23292199425
        num_examples: 87622
      - name: validation
        num_bytes: 3038803743
        num_examples: 11313
      - name: test
        num_bytes: 2906455311
        num_examples: 10832
    download_size: 16695552268
    dataset_size: 29237458479
  - config_name: unfiltered.nocontext
    features:
      - name: question
        dtype: string
      - name: question_id
        dtype: string
      - name: question_source
        dtype: string
      - name: entity_pages
        sequence:
          - name: doc_source
            dtype: string
          - name: filename
            dtype: string
          - name: title
            dtype: string
          - name: wiki_context
            dtype: string
      - name: search_results
        sequence:
          - name: description
            dtype: string
          - name: filename
            dtype: string
          - name: rank
            dtype: int32
          - name: title
            dtype: string
          - name: url
            dtype: string
          - name: search_context
            dtype: string
      - name: answer
        struct:
          - name: aliases
            sequence: string
          - name: normalized_aliases
            sequence: string
          - name: matched_wiki_entity_name
            dtype: string
          - name: normalized_matched_wiki_entity_name
            dtype: string
          - name: normalized_value
            dtype: string
          - name: type
            dtype: string
          - name: value
            dtype: string
    splits:
      - name: train
        num_bytes: 63300226
        num_examples: 87622
      - name: validation
        num_bytes: 8296870
        num_examples: 11313
      - name: test
        num_bytes: 2320660
        num_examples: 10832
    download_size: 38364033
    dataset_size: 73917756
  - config_name: unfiltered.web
    features:
      - name: question
        dtype: string
      - name: question_id
        dtype: string
      - name: question_source
        dtype: string
      - name: entity_pages
        sequence:
          - name: doc_source
            dtype: string
          - name: filename
            dtype: string
          - name: title
            dtype: string
          - name: wiki_context
            dtype: string
      - name: search_results
        sequence:
          - name: description
            dtype: string
          - name: filename
            dtype: string
          - name: rank
            dtype: int32
          - name: title
            dtype: string
          - name: url
            dtype: string
          - name: search_context
            dtype: string
      - name: answer
        struct:
          - name: aliases
            sequence: string
          - name: normalized_aliases
            sequence: string
          - name: matched_wiki_entity_name
            dtype: string
          - name: normalized_matched_wiki_entity_name
            dtype: string
          - name: normalized_value
            dtype: string
          - name: type
            dtype: string
          - name: value
            dtype: string
    splits:
      - name: train
      - name: validation
      - name: test
    download_size: 3298328560
    dataset_size: 0
  - config_name: unfiltered.web.nocontext
    features:
      - name: question
        dtype: string
      - name: question_id
        dtype: string
      - name: question_source
        dtype: string
      - name: entity_pages
        sequence:
          - name: doc_source
            dtype: string
          - name: filename
            dtype: string
          - name: title
            dtype: string
          - name: wiki_context
            dtype: string
      - name: search_results
        sequence:
          - name: description
            dtype: string
          - name: filename
            dtype: string
          - name: rank
            dtype: int32
          - name: title
            dtype: string
          - name: url
            dtype: string
          - name: search_context
            dtype: string
      - name: answer
        struct:
          - name: aliases
            sequence: string
          - name: normalized_aliases
            sequence: string
          - name: matched_wiki_entity_name
            dtype: string
          - name: normalized_matched_wiki_entity_name
            dtype: string
          - name: normalized_value
            dtype: string
          - name: type
            dtype: string
          - name: value
            dtype: string
    splits:
      - name: train
      - name: validation
      - name: test
    download_size: 632549060
    dataset_size: 0
  - config_name: unfiltered.wikipedia
    features:
      - name: question
        dtype: string
      - name: question_id
        dtype: string
      - name: question_source
        dtype: string
      - name: entity_pages
        sequence:
          - name: doc_source
            dtype: string
          - name: filename
            dtype: string
          - name: title
            dtype: string
          - name: wiki_context
            dtype: string
      - name: search_results
        sequence:
          - name: description
            dtype: string
          - name: filename
            dtype: string
          - name: rank
            dtype: int32
          - name: title
            dtype: string
          - name: url
            dtype: string
          - name: search_context
            dtype: string
      - name: answer
        struct:
          - name: aliases
            sequence: string
          - name: normalized_aliases
            sequence: string
          - name: matched_wiki_entity_name
            dtype: string
          - name: normalized_matched_wiki_entity_name
            dtype: string
          - name: normalized_value
            dtype: string
          - name: type
            dtype: string
          - name: value
            dtype: string
    splits:
      - name: train
      - name: validation
      - name: test
    download_size: 3298328560
    dataset_size: 0
  - config_name: unfiltered.wikipedia.nocontext
    features:
      - name: question
        dtype: string
      - name: question_id
        dtype: string
      - name: question_source
        dtype: string
      - name: entity_pages
        sequence:
          - name: doc_source
            dtype: string
          - name: filename
            dtype: string
          - name: title
            dtype: string
          - name: wiki_context
            dtype: string
      - name: search_results
        sequence:
          - name: description
            dtype: string
          - name: filename
            dtype: string
          - name: rank
            dtype: int32
          - name: title
            dtype: string
          - name: url
            dtype: string
          - name: search_context
            dtype: string
      - name: answer
        struct:
          - name: aliases
            sequence: string
          - name: normalized_aliases
            sequence: string
          - name: matched_wiki_entity_name
            dtype: string
          - name: normalized_matched_wiki_entity_name
            dtype: string
          - name: normalized_value
            dtype: string
          - name: type
            dtype: string
          - name: value
            dtype: string
    splits:
      - name: train
      - name: validation
      - name: test
    download_size: 632549060
    dataset_size: 0
configs:
  - config_name: rc
    data_files:
      - split: train
        path: rc/train-*
      - split: validation
        path: rc/validation-*
      - split: test
        path: rc/test-*
  - config_name: rc.nocontext
    data_files:
      - split: train
        path: rc.nocontext/train-*
      - split: validation
        path: rc.nocontext/validation-*
      - split: test
        path: rc.nocontext/test-*
  - config_name: rc.web
    data_files:
      - split: train
        path: rc.web/train-*
      - split: validation
        path: rc.web/validation-*
      - split: test
        path: rc.web/test-*
  - config_name: rc.web.nocontext
    data_files:
      - split: train
        path: rc.web.nocontext/train-*
      - split: validation
        path: rc.web.nocontext/validation-*
      - split: test
        path: rc.web.nocontext/test-*
  - config_name: rc.wikipedia
    data_files:
      - split: train
        path: rc.wikipedia/train-*
      - split: validation
        path: rc.wikipedia/validation-*
      - split: test
        path: rc.wikipedia/test-*
  - config_name: rc.wikipedia.nocontext
    data_files:
      - split: train
        path: rc.wikipedia.nocontext/train-*
      - split: validation
        path: rc.wikipedia.nocontext/validation-*
      - split: test
        path: rc.wikipedia.nocontext/test-*
  - config_name: unfiltered
    data_files:
      - split: train
        path: unfiltered/train-*
      - split: validation
        path: unfiltered/validation-*
      - split: test
        path: unfiltered/test-*
  - config_name: unfiltered.nocontext
    data_files:
      - split: train
        path: unfiltered.nocontext/train-*
      - split: validation
        path: unfiltered.nocontext/validation-*
      - split: test
        path: unfiltered.nocontext/test-*

Dataset Card for "trivia_qa"

Table of Contents

Dataset Description

Dataset Summary

TriviaqQA is a reading comprehension dataset containing over 650K question-answer-evidence triples. TriviaqQA includes 95K question-answer pairs authored by trivia enthusiasts and independently gathered evidence documents, six per question on average, that provide high quality distant supervision for answering the questions.

Supported Tasks and Leaderboards

More Information Needed

Languages

English.

Dataset Structure

Data Instances

rc

  • Size of downloaded dataset files: 2.67 GB
  • Size of the generated dataset: 16.02 GB
  • Total amount of disk used: 18.68 GB

An example of 'train' looks as follows.


rc.nocontext

  • Size of downloaded dataset files: 2.67 GB
  • Size of the generated dataset: 126.27 MB
  • Total amount of disk used: 2.79 GB

An example of 'train' looks as follows.


unfiltered

  • Size of downloaded dataset files: 3.30 GB
  • Size of the generated dataset: 29.24 GB
  • Total amount of disk used: 32.54 GB

An example of 'validation' looks as follows.


unfiltered.nocontext

  • Size of downloaded dataset files: 632.55 MB
  • Size of the generated dataset: 74.56 MB
  • Total amount of disk used: 707.11 MB

An example of 'train' looks as follows.


Data Fields

The data fields are the same among all splits.

rc

  • question: a string feature.
  • question_id: a string feature.
  • question_source: a string feature.
  • entity_pages: a dictionary feature containing:
    • doc_source: a string feature.
    • filename: a string feature.
    • title: a string feature.
    • wiki_context: a string feature.
  • search_results: a dictionary feature containing:
    • description: a string feature.
    • filename: a string feature.
    • rank: a int32 feature.
    • title: a string feature.
    • url: a string feature.
    • search_context: a string feature.
  • aliases: a list of string features.
  • normalized_aliases: a list of string features.
  • matched_wiki_entity_name: a string feature.
  • normalized_matched_wiki_entity_name: a string feature.
  • normalized_value: a string feature.
  • type: a string feature.
  • value: a string feature.

rc.nocontext

  • question: a string feature.
  • question_id: a string feature.
  • question_source: a string feature.
  • entity_pages: a dictionary feature containing:
    • doc_source: a string feature.
    • filename: a string feature.
    • title: a string feature.
    • wiki_context: a string feature.
  • search_results: a dictionary feature containing:
    • description: a string feature.
    • filename: a string feature.
    • rank: a int32 feature.
    • title: a string feature.
    • url: a string feature.
    • search_context: a string feature.
  • aliases: a list of string features.
  • normalized_aliases: a list of string features.
  • matched_wiki_entity_name: a string feature.
  • normalized_matched_wiki_entity_name: a string feature.
  • normalized_value: a string feature.
  • type: a string feature.
  • value: a string feature.

unfiltered

  • question: a string feature.
  • question_id: a string feature.
  • question_source: a string feature.
  • entity_pages: a dictionary feature containing:
    • doc_source: a string feature.
    • filename: a string feature.
    • title: a string feature.
    • wiki_context: a string feature.
  • search_results: a dictionary feature containing:
    • description: a string feature.
    • filename: a string feature.
    • rank: a int32 feature.
    • title: a string feature.
    • url: a string feature.
    • search_context: a string feature.
  • aliases: a list of string features.
  • normalized_aliases: a list of string features.
  • matched_wiki_entity_name: a string feature.
  • normalized_matched_wiki_entity_name: a string feature.
  • normalized_value: a string feature.
  • type: a string feature.
  • value: a string feature.

unfiltered.nocontext

  • question: a string feature.
  • question_id: a string feature.
  • question_source: a string feature.
  • entity_pages: a dictionary feature containing:
    • doc_source: a string feature.
    • filename: a string feature.
    • title: a string feature.
    • wiki_context: a string feature.
  • search_results: a dictionary feature containing:
    • description: a string feature.
    • filename: a string feature.
    • rank: a int32 feature.
    • title: a string feature.
    • url: a string feature.
    • search_context: a string feature.
  • aliases: a list of string features.
  • normalized_aliases: a list of string features.
  • matched_wiki_entity_name: a string feature.
  • normalized_matched_wiki_entity_name: a string feature.
  • normalized_value: a string feature.
  • type: a string feature.
  • value: a string feature.

Data Splits

name train validation test
rc 138384 18669 17210
rc.nocontext 138384 18669 17210
unfiltered 87622 11313 10832
unfiltered.nocontext 87622 11313 10832

Dataset Creation

Curation Rationale

More Information Needed

Source Data

Initial Data Collection and Normalization

More Information Needed

Who are the source language producers?

More Information Needed

Annotations

Annotation process

More Information Needed

Who are the annotators?

More Information Needed

Personal and Sensitive Information

More Information Needed

Considerations for Using the Data

Social Impact of Dataset

More Information Needed

Discussion of Biases

More Information Needed

Other Known Limitations

More Information Needed

Additional Information

Dataset Curators

More Information Needed

Licensing Information

The University of Washington does not own the copyright of the questions and documents included in TriviaQA.

Citation Information


@article{2017arXivtriviaqa,
       author = {{Joshi}, Mandar and {Choi}, Eunsol and {Weld},
                 Daniel and {Zettlemoyer}, Luke},
        title = "{triviaqa: A Large Scale Distantly Supervised Challenge Dataset for Reading Comprehension}",
      journal = {arXiv e-prints},
         year = 2017,
          eid = {arXiv:1705.03551},
        pages = {arXiv:1705.03551},
archivePrefix = {arXiv},
       eprint = {1705.03551},
}

Contributions

Thanks to @thomwolf, @patrickvonplaten, @lewtun for adding this dataset.