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Jeffrey Stanton

3 accepted papers

2022

A Survey of Machine Narrative Reading Comprehension Assessments

IJCAI 2022poster

As the body of research on machine narrative comprehension grows, there is a critical need for consideration of performance assessment strategies as well as the depth and scope of different benchmark tasks. Based on narrative theories, reading comprehension theories, as well as existing machine narr…

Cited by 16SourcePDFScholar
2022

MBTI Personality Prediction for Fictional Characters Using Movie Scripts

EMNLP 2022finding

An NLP model that understands stories should be able to understand the characters in them. To support the development of neural models for this purpose, we construct a benchmark, Story2Personality. The task is to predict a movie character’s MBTI or Big 5 personality types based on the narratives of…

2022

TVShowGuess: Character Comprehension in Stories as Speaker Guessing

NAACL 2022long

We propose a new task for assessing machines’ skills of understanding fictional characters in narrative stories. The task, TVShowGuess, builds on the scripts of TV series and takes the form of guessing the anonymous main characters based on the backgrounds of the scenes and the dialogues. Our human…