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Exploring Bill Similarity with Attention Mechanism for Enhanced Legislative Prediction

Common legislative prediction methods often emphasize bill content or social relationships. This paper, motivated by the insight that similar policy texts reflect comparable political ideologies and can lead to similar voting outcomes, proposes a deep learning method that exploits attention mechanis...

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Principais autores: Bofeng Wang, Yanyan Li, Cong Xu
Format: Artigo
Sprog:Inglês
Udgivet: Tsinghua University Press 2025-06-01
Serier:Journal of Social Computing
Fag:
legislative prediction
bill similarity
attention mechanism
roll call data
deep learning
Online adgang:https://www.sciopen.com/article/10.23919/JSC.2025.0005
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