2017
EMNLP
EMNLP 2017
Connotation Frames of Power and Agency in Modern Films
Abstract
AbstractThe framing of an action influences how we perceive its actor. We introduce connotation frames of power and agency, a pragmatic formalism organized using frame semantic representations, to model how different levels of power and agency are implicitly projected on actors through their actions. We use the new power and agency frames to measure the subtle, but prevalent, gender bias in the portrayal of modern film characters and provide insights that deviate from the well-known Bechdel test. Our contributions include an extended lexicon of connotation frames along with a web interface that provides a comprehensive analysis through the lens of connotation frames.
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Interdisciplinary Bridge
— Interdisciplinary and Natural Language Processing
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Trend Setter
— Lexical Semantics
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Keyword Pioneer
— film analysis
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Hot Topic Early Bird
— semantic representation
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Cross-Pollinator
— Artificial Intelligence, Computer Science, Computer Vision, Data Science & Analytics, Deep Learning, Healthcare & Medicine, Interdisciplinary, Knowledge & Reasoning, Machine Learning, Mathematics & Optimization, Natural Language Processing, Reinforcement Learning, Robotics, Speech & Audio
Authors
Topics
Natural Language Processing > Resources & Methods > Lexical Semantics
Interdisciplinary > Linguistics > Semantics
Interdisciplinary > Social > Affective Computing
Interdisciplinary > Social > Social Media Analysis
Natural Language Processing > Applications > Sentiment Analysis
Natural Language Processing > Understanding > Lexical Semantics