--- annotations_creators: - crowdsourced language_creators: - found language: - en license: - cc-by-sa-3.0 multilinguality: - monolingual size_categories: - 10KSimpsons is an American animated television sitcom starring the animated \nSimpson family, ... Since its debut on December 17, 1989, the show has \nbroadcast 673 episodes and its 30th season started ... The Simpsons first season \nwas the Fox network's first TV series to rank among a season's top 30 highest-\nrated shows.', 'The Simpsons is an American animated sitcom created by Matt Groening for the \nFox ... Since its debut on December 17, 1989, 674 episodes of The Simpsons \nhave been broadcast. ... When producer James L. Brooks was working on the \ntelevision variety show The Tracey Ullman Show, he decided to include small \nanimated ...', '... in shorts from The Tracey Ullman Show as their television debut in 1987. The \nSimpsons shorts are a series of animated shorts that aired as a recurring \nsegment on Fox variety television series The Tracey ... The final short to air was "\nTV Simpsons", originally airing on May 14, 1989. The Simpsons later debuted on\n ...', 'The first season of the American animated television series The Simpsons \noriginally aired on the Fox network between December 17, 1989, and May 13, \n1990, beginning with the Christmas special "Simpsons Roasting on an Open Fire\n". The executive producers for the first production season were Matt Groening, ...', 'The Simpsons is an American animated television sitcom created by Matt \nGroening for the Fox ... Since its debut on December 17, 1989, The Simpsons \nhas broadcast 674 episodes. The show holds several American television \nlongevity ...', 'The opening sequence of the American animated television series The Simpsons \nis among the most popular opening sequences in television and is accompanied \nby one of television's most recognizable theme songs. The first episode to use \nthis intro was the series' second episode "Bart the ... was the first episode of The \nSimpsons to air in 720p high-definition television, ...', '"Simpsons Roasting on an Open Fire", titled onscreen as "The Simpsons \nChristmas Special", is the premiere episode of the American animated TV series \nThe Simpsons, ... The show was originally intended to debut earlier in 1989 with "\nSome Enchanted Evening", but due to animation problems with that episode, the \nshow ...', '"Stark Raving Dad" is the first episode of the third season of the American \nanimated television series The Simpsons. It first aired on the Fox network in the \nUnited States on September 19, 1991. ... The Simpsons was the second highest \nrated show on Fox the week it aired, behind Married... with Children. "Stark \nRaving Dad," ...', 'The Simpsons' twentieth season aired on Fox from September 28, 2008 to May \n17, 2009. With this season, the show tied Gunsmoke as the longest-running \nAmerican primetime television series in terms of total number ... It was the first-\never episode of the show to air in Europe before being seen in the United States.', 'The animated TV show The Simpsons is an American English language \nanimated sitcom which ... The Simpsons was dubbed for the first time in Punjabi \nand aired on Geo TV in Pakistan. The name of the localised Punjabi version is \nTedi Sim ...'], 'title': ['History of The Simpsons', 'The Simpsons', 'The Simpsons shorts', 'The Simpsons (season 1)', 'List of The Simpsons episodes', 'The Simpsons opening sequence', 'Simpsons Roasting on an Open Fire', 'Stark Raving Dad', 'The Simpsons (season 20)', 'Non-English versions of The Simpsons']}]}, 'viewed_doc_titles': ['The Simpsons']} ``` ### Data Fields Full ``` {'id': Value(dtype='string', id=None), 'question': Value(dtype='string', id=None), 'annotations': Sequence(feature={'type': Value(dtype='string', id=None), 'answer': Sequence(feature=Value(dtype='string', id=None), length=-1, id=None), 'qaPairs': Sequence(feature={'question': Value(dtype='string', id=None), 'answer': Sequence(feature=Value(dtype='string', id=None), length=-1, id=None)}, length=-1, id=None)}, length=-1, id=None), 'viewed_doc_titles': Sequence(feature=Value(dtype='string', id=None), length=-1, id=None), 'used_queries': Sequence(feature={'query': Value(dtype='string', id=None), 'results': Sequence(feature={'title': Value(dtype='string', id=None), 'snippet': Value(dtype='string', id=None)}, length=-1, id=None)}, length=-1, id=None), 'nq_answer': Sequence(feature=Value(dtype='string', id=None), length=-1, id=None), 'nq_doc_title': Value(dtype='string', id=None)} ``` In the original data format `annotations` have different keys depending on the `type` field = `singleAnswer` or `multipleQAs`. But this implementation uses an empty list `[]` for the unavailable keys please refer to Dataset Contents(https://github.com/shmsw25/AmbigQA#dataset-contents) for more details. ``` for example in train_light_dataset: for i,t in enumerate(example['annotations']['type']): if t =='singleAnswer': # use the example['annotations']['answer'][i] # example['annotations']['qaPairs'][i] - > is [] print(example['annotations']['answer'][i]) else: # use the example['annotations']['qaPairs'][i] # example['annotations']['answer'][i] - > is [] print(example['annotations']['qaPairs'][i]) ``` please refer to Dataset Contents(https://github.com/shmsw25/AmbigQA#dataset-contents) for more details. Light version only has `id`, `question`, `annotations` fields ### Data Splits - train: 10036 - validation: 2002 ## Dataset Creation ### Curation Rationale [More Information Needed] ### Source Data - Wikipedia - NQ-open: ``` @article{ kwiatkowski2019natural, title={ Natural questions: a benchmark for question answering research}, author={ Kwiatkowski, Tom and Palomaki, Jennimaria and Redfield, Olivia and Collins, Michael and Parikh, Ankur and Alberti, Chris and Epstein, Danielle and Polosukhin, Illia and Devlin, Jacob and Lee, Kenton and others }, journal={ Transactions of the Association for Computational Linguistics }, year={ 2019 } } ``` #### 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 [CC BY-SA 3.0](http://creativecommons.org/licenses/by-sa/3.0/) ### Citation Information ``` @inproceedings{ min2020ambigqa, title={ {A}mbig{QA}: Answering Ambiguous Open-domain Questions }, author={ Min, Sewon and Michael, Julian and Hajishirzi, Hannaneh and Zettlemoyer, Luke }, booktitle={ EMNLP }, year={2020} } ``` ### Contributions Thanks to [@cceyda](https://github.com/cceyda) for adding this dataset.