Research on multimodal social media information popularity prediction based on large language model

Research on multimodal social media information popularity prediction based on large language model

To address the limitations of strong feature dependency, insufficient generalization, and inadequate performance in few-shot/cold-start settings in existing multimodal social media popularity prediction algorithms, a MultiSmpLLM model based on large language model with instruction fine-tuning and hu...

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Bibliographic Details
Main Authors: WANG Jie, WANG Zitong, PENG Yan, HAO Bowen
Format: Article
Language:zho
Published: Editorial Department of Journal on Communications 2024-11-01
Series:Tongxin xuebao
Subjects:
large language model
popularity prediction
instruction fine-tuning
human alignment
Online Access:http://www.joconline.com.cn/zh/article/doi/10.11959/j.issn.1000-436x.2024193/
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