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  4. War of Words II: Enriched Models of Law-Making Processes
 
conference paper

War of Words II: Enriched Models of Law-Making Processes

Kristof, Victor  
•
Suresh, Aswin  
•
Grossglauser, Matthias  
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April 23, 2021
Proceedings of the Web Conference 2021 (WWW ’21)
The Web Conference 2021 (WWW '21)

The European Union law-making process is an instance of a peer- production system. We mine a rich dataset of law edits and intro- duce models predicting their adoption by parliamentary committees. Edits are proposed by parliamentarians, and they can be in conflict with edits of other parliamentarians and with the original proposition in the law. Our models combine three different categories of features: (a) Explicit features extracted from data related to the edits, the parliamentarians, and the laws, (b) latent features that capture bi-linear interactions between parliamentarians and laws, and (c) text features of the edits. We show experimentally that this combination enables us to accurately predict the success of the edits. Furthermore, it leads to model parameters that are interpretable, hence provides valuable insight into the law-making process.

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kristof2021war.pdf

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http://purl.org/coar/version/c_970fb48d4fbd8a85

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openaccess

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CC BY

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