A Computational Framework for IP Co-Creation: SnowNLP-Based Sentiment Analysis and LDA Topic Modeling of the Nezha Franchise

With the emergence of Ne Zha 2 (2025) in the film market, its continuous breakthroughs have made Ne Zha a representative of China's local cultural IP. This article collects comments from the Chinese short video platform Bilibili from four dimensions: character image and identity, cultural resonance and symbolic meaning, visual and technical expression and narrative expectations, and sequel logic. It combines sentiment analysis (SnowNLP) and theme modeling (LDA) to explore the interactive mechanism between audience emotions and narrative IP development strategies in Ne Zha 2. Based on this framework, a "user-driven IP value co-creation model" is introduced to explain the role of audience participation in shaping IP symbolism, emotional engagement, and commercial potential. This provides a theoretical framework and empirical support for media narrative research and the development of Chinese local IP.

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Publication Details

Published
2025-06-20
DOI
https://doi.org/10.1145/3756580.3756657
Primary Topic
FinTech, Crowdfunding, Digital Finance
Type
article
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article

A Computational Framework for IP Co-Creation: SnowNLP-Based Sentiment Analysis and LDA Topic Modeling of the Nezha Franchise

Chong Bu
FinTech, Crowdfunding, Digital Finance
article

A Computational Framework for IP Co-Creation: SnowNLP-Based Sentiment Analysis and LDA Topic Modeling of the Nezha Franchise

Chong Bu
article en

Abstract

With the emergence of Ne Zha 2 (2025) in the film market, its continuous breakthroughs have made Ne Zha a representative of China's local cultural IP. This article collects comments from the Chinese short video platform Bilibili from four dimensions: character image and identity, cultural resonance and symbolic meaning, visual and technical expression and narrative expectations, and sequel logic. It combines sentiment analysis (SnowNLP) and theme modeling (LDA) to explore the interactive mechanism between audience emotions and narrative IP development strategies in Ne Zha 2. Based on this framework, a "user-driven IP value co-creation model" is introduced to explain the role of audience participation in shaping IP symbolism, emotional engagement, and commercial potential. This provides a theoretical framework and empirical support for media narrative research and the development of Chinese local IP.

University of Manchester (GB)
Openalex Percentile: Top 58%
FinTech, Crowdfunding, Digital Finance
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