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Paper Abstract and Keywords
Presentation 2026-03-02 15:24
Comparison of Viewer Emotions Estimated from Film Screenplay Dialogue and Emotions Experienced During Viewing
Iori Nakamoto, Yuriko Takeshima, Kai Lenz (TUT)
Abstract (in Japanese) (See Japanese page) 
(in English) In film production, screenplays function as essential materials for determining whether a project proceeds to adaptation. However, quantitative methods for predicting viewers’ emotional responses from screenplays remain underdeveloped. This study compares emotion values estimated from screenplay dialogue using natural language processing with emotion values collected in real time from viewers during film viewing. A measurement system using handheld devices was developed, and sentiment analysis was conducted using three BERT-based models. The results show that a review-trained model strongly correlates with non-empathetic viewers’ responses, while divergences between viewer stances were observed in specific scenes. These findings suggest the potential of screenplay-based emotion analysis to support data-informed decision making in film planning and production.
Keyword (in Japanese) (See Japanese page) 
(in English) Screenplay-Based Emotion Analysis / Natural Language Processing / Real-Time Viewer Emotion Measurement / / / / /  
Reference Info. ITE Tech. Rep., vol. 50, no. 7, AIT2026-84, pp. 170-173, March 2026.
Paper # AIT2026-84 
Date of Issue 2026-02-23 (AIT) 
ISSN Online edition: ISSN 2424-1970
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Conference Information
Committee AIT IIEEJ AS CG-ARTS  
Conference Date 2026-03-02 - 2026-03-02 
Place (in Japanese) (See Japanese page) 
Place (in English) Tokyo Polytechnic Univ. (Nakano) 
Topics (in Japanese) (See Japanese page) 
Topics (in English) Expressive Japan 2026 
Paper Information
Registration To AIT 
Conference Code 2026-03-AIT-IIEEJ-AS-ARTS 
Language Japanese 
Title (in Japanese) (See Japanese page) 
Sub Title (in Japanese) (See Japanese page) 
Title (in English) Comparison of Viewer Emotions Estimated from Film Screenplay Dialogue and Emotions Experienced During Viewing 
Sub Title (in English)  
Keyword(1) Screenplay-Based Emotion Analysis  
Keyword(2) Natural Language Processing  
Keyword(3) Real-Time Viewer Emotion Measurement  
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1st Author's Name Iori Nakamoto  
1st Author's Affiliation Tokyo University of Technology (TUT)
2nd Author's Name Yuriko Takeshima  
2nd Author's Affiliation Tokyo University of Technology (TUT)
3rd Author's Name Kai Lenz  
3rd Author's Affiliation Tokyo University of Technology (TUT)
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Speaker Author-1 
Date Time 2026-03-02 15:24:00 
Presentation Time 12 minutes 
Registration for AIT 
Paper # AIT2026-84 
Volume (vol) vol.50 
Number (no) no.7 
Page pp.170-173 
#Pages
Date of Issue 2026-02-23 (AIT) 


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