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--- |
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language_creators: |
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- found |
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languages: |
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- en |
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licenses: |
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- cc-by-4.0 |
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multilinguality: |
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- monolingual |
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pretty_name: Scifi_TV_Shows |
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size_categories: |
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- unknown |
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source_datasets: |
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- original |
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task_categories: |
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- other |
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task_ids: |
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- other-other-story-generation |
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tags: |
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- Story Generation |
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paperswithcode_id: scifi-tv-plots |
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--- |
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# Dataset Card for Science Fiction TV Show Plots Corpus |
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## Table of Contents |
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- [Dataset Description](#dataset-description) |
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- [Format](#format) |
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- [Raw Dataset Structure](#dataset-structure) |
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- [_all-sci-fi-data.txt_](#all-data) |
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- [Files in _Test-Train-Val_ Directory](#test-train-val) |
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- [Files in _Input_OutputFiles_ Directory](#input-output) |
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- [Files in _OriginalStoriesSeparated_ Directory](#original-stories) |
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- [Additional Information](#additional-information) |
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- [Citation](#citation) |
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- [Licensing](#licensing) |
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## Dataset Description |
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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". |
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Contains plot summaries from: |
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- Babylon 5 (https://babylon5.fandom.com/wiki/Main_Page) - 84 stories |
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- Doctor Who (https://tardis.fandom.com/wiki/Doctor_Who_Wiki) - 311 stories |
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- Doctor Who spin-offs - 95 stories |
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- Farscape (https://farscape.fandom.com/wiki/Farscape_Encyclopedia_Project:Main_Page) - 90 stories |
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- Fringe (https://fringe.fandom.com/wiki/FringeWiki) - 87 stories |
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- Futurama (https://futurama.fandom.com/wiki/Futurama_Wiki) - 87 stories |
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- Stargate (https://stargate.fandom.com/wiki/Stargate_Wiki) - 351 stories |
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- Star Trek (https://memory-alpha.fandom.com/wiki/Star_Trek) - 701 stories |
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- Star Wars books (https://starwars.fandom.com/wiki/Main_Page) - 205 stories, each book is a story |
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- Star Wars Rebels - 65 stories |
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- X-Files (https://x-files.fandom.com/wiki/Main_Page) - 200 stories |
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Total: 2276 stories |
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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. |
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## Format |
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| Dataset Split | Number of Stories in Split | Number of Lines in Split | |
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| ------------- |--------------------------- |------------------------- | |
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| Train | 1738 | 257,184 | |
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| Validation | 194 | 32,855 | |
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| Test | 450 | 30,938 | |
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--- |
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## Raw Dataset Structure |
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### _all-sci-fi-data.txt_ |
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* Each line of the stories contains data in the format: 5-tuple events in a list (subject, verb, direct object, modifier noun, preposition) ||| generalized 5-tuple events in a list ||| original sentence ||| generalized sentence |
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e.g., |
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`` |
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[[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']]|||[['<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']]|||The USS Voyager is running out of deuterium as a fuel and is forced to go into Gray mode.|||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'). |
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`` |
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* Stories end with <EOS> (end of story) tag on its own line |
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* On the line after <EOS>, there is a defaultdict of entities found in the story by tag and in order (e.g. the second entity in the "<ORGANIZATION>" list in the dictionary would be <ORGANIZATION>1 in the story above—index starts at 0). These lines start with "%%%%%%%%%%%%%%%%%". |
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e.g., |
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`` |
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%%%%%%%%%%%%%%%%%defaultdict(<type 'list'>, {'<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']}) |
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`` |
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### Files in _Test-Train-Val_ Directory |
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* File names: all-sci-fi-val.txt, all-sci-fi-test.txt, & all-sci-fi-train.txt |
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* Each line of the stories contains data in the format: 5-tuple events in a list ||| generalized 5-tuple events in a list ||| original sentence ||| generalized sentence |
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e.g., |
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`` |
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[[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']]|||[['<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']]|||The USS Voyager is running out of deuterium as a fuel and is forced to go into Gray mode.|||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'). |
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`` |
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* No <EOS> tags or dictionary. |
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* Separated 80-10-10 for train-test-val, but by story instead of individual lines. |
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### Files in _Input_OutputFiles_ Directory |
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**Files ending with _*\_input.txt_** |
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* 5-tuple generalized event on each line; formatted as a string instead of a list |
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e.g., |
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`` |
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<VESSEL>0 function-105.2.1 EmptyParameter Synset('atom.n.01') out |
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`` |
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**Files ending with _*\_output.txt_** |
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* Corresponding generalized sentence for events in the matching _input.txt file |
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e.g., |
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`` |
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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'). |
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`` |
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### Files in _OriginalStoriesSeparated_ Directory |
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* Contains unedited, unparsed original stories scraped from the respective Fandom wikis. |
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* Each line is a story with sentences space-separated. After each story, there is a <EOS> tag on a new line. |
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* There is one file for each of the 11 domains listed above. |
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--- |
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## Additional Information |
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### Citation |
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``` |
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@inproceedings{Ammanabrolu2020AAAI, |
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title={Story Realization: Expanding Plot Events into Sentences}, |
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author={Prithviraj Ammanabrolu and Ethan Tien and Wesley Cheung and Zhaochen Luo and William Ma and Lara J. Martin and Mark O. Riedl}, |
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journal={Proceedings of the AAAI Conference on Artificial Intelligence (AAAI)}, |
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year={2020}, |
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volume={34}, |
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number={05}, |
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url={https://ojs.aaai.org//index.php/AAAI/article/view/6232} |
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} |
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``` |
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--- |
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### Licensing |
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The Creative Commons Attribution 4.0 International License. https://creativecommons.org/licenses/by/4.0/ |
