Scifi_TV_Shows / README.md
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metadata
language_creators:
  - found
languages:
  - en
licenses:
  - cc-by-4.0
multilinguality:
  - monolingual
pretty_name: Scifi_TV_Shows
size_categories:
  - unknown
source_datasets:
  - original
task_categories:
  - other
task_ids:
  - other-other-story-generation
tags:
  - Story Generation
paperswithcode_id: scifi-tv-plots

Dataset Card for Science Fiction TV Show Plots Corpus

Table of Contents

Dataset Description

A collection of long-running (80+ episodes) science fiction TV show plot synopses, scraped from Fandom.com wikis. Collected Nov 2017. Each episode is considered a "story".

Contains plot summaries from:

Total: 2276 stories

Dataset is "eventified" and generalized (see LJ Martin, P Ammanabrolu, X Wang, W Hancock, S Singh, B Harrison, and MO Riedl. Event Representations for Automated Story Generation with Deep Neural Nets, Thirty-Second AAAI Conference on Artificial Intelligence (AAAI), 2018. for details on these processes.) and split into train-test-validation sets—separated by story so that full stories will stay together—for converting events into full sentences.

Format

Dataset Split Number of Stories in Split Number of Lines in Split
Train 1738 257,184
Validation 194 32,855
Test 450 30,938

Dataset Structure

  • File names: scifi-val.txt, scifi-test.txt, & scifi-train.txt
  • Each sentence of the stories are split into smaller sentences and the events are extracted.
  • Each line of the file contains information about a single sentence, delimited by "|||". Each line contains, in order:
    • The story number
    • The line number (within the story)
    • 5-tuple events in a list (subject, verb, direct object, modifier noun, preposition) [[u'Voyager', u'run', 'EmptyParameter', u'deuterium', u'out'], [u'Voyager', u'force', u'go', 'EmptyParameter', 'EmptyParameter'], [u'Voyager', u'go', 'EmptyParameter', u'mode', u'into']]
    • generalized 5-tuple events in a list [['<VESSEL>0', 'function-105.2.1', 'EmptyParameter', "Synset('atom.n.01')", u'out'], ['<VESSEL>0', 'urge-58.1-1', u'escape-51.1-1', 'EmptyParameter', 'EmptyParameter'], ['<VESSEL>0', u'escape-51.1-1', 'EmptyParameter', "Synset('statistic.n.01')", u'into']]
    • original sentence The USS Voyager is running out of deuterium as a fuel and is forced to go into Gray mode.
    • generalized sentence the <VESSEL>0 is running out of Synset('atom.n.01') as a Synset('matter.n.03') and is forced to go into Synset('horse.n.01') Synset('statistic.n.01').
    • a dictionary of numbered entities by tag within the entire story (e.g. the second entity in the "<ORGANIZATION>" list in the dictionary would be <ORGANIZATION>1 in the story above—index starts at 0) {'<ORGANIZATION>': ['seven of nine', 'silver blood'], '<LOCATION>': ['sickbay', 'astrometrics', 'paris', 'cavern', 'vorik', 'caves'], '<DATE>': ['an hour ago', 'now'], '<MISC>': ['selected works', 'demon class', 'electromagnetic', 'parises', 'mimetic'], '<DURATION>': ['less than a week', 'the past four years', 'thirty seconds', 'an hour', 'two hours'], '<NUMBER>': ['two', 'dozen', '14', '15'], '<ORDINAL>': ['first'], '<PERSON>': ['tom paris', 'harry kim', 'captain kathryn janeway', 'tuvok', 'chakotay', 'jirex', 'neelix', 'the doctor', 'seven', 'ensign kashimuro nozawa', 'green', 'lt jg elanna torres', 'ensign vorik'], '<VESSEL>': ['uss voyager', 'starfleet']}

Files in OriginalStoriesSeparated Directory

  • Contains unedited, unparsed original stories scraped from the respective Fandom wikis.
  • Each line is a story with sentences space-separated. After each story, there is a <EOS> tag on a new line.
  • There is one file for each of the 11 domains listed above.

Additional Information

Citation

@inproceedings{Ammanabrolu2020AAAI, 
title={Story Realization: Expanding Plot Events into Sentences}, 
author={Prithviraj Ammanabrolu and Ethan Tien and Wesley Cheung and Zhaochen Luo and William Ma and Lara J. Martin and Mark O. Riedl}, 
journal={Proceedings of the AAAI Conference on Artificial Intelligence (AAAI)}, 
year={2020}, 
volume={34},
number={05},
url={https://ojs.aaai.org//index.php/AAAI/article/view/6232}
}

Licensing

The Creative Commons Attribution 4.0 International License. https://creativecommons.org/licenses/by/4.0/