Tracking Environmental Policy Changes in the Brazilian Federal Official Gazette

Author(s):Show less -

Cacao, Flavio Nakasato ; Reali Costa, Anna Helena ; Unterstell, Natalie ; Yonaha, Liuca ; Stec, Taciana ; Ishisaki, Fabio ; Pinheiro, V ; Gamallo, P ; Amaro, R ; Scarton, C ; Batista, F ; Silva, D ; Magro, C ; Pinto, H

• Document type: Journal article
• Source: COMPUTATIONAL PROCESSING OF THE PORTUGUESE LANGUAGE, PROPOR 2022; v. 13208, p. 11-pg., 2022-01-01.

Abstract

Even though most of its energy generation comes from renewable sources, Brazil is one of the largest emitters of greenhouse gases in the world, due to intense farming and deforestation of biomes such as the Amazon Rainforest, whose preservation is essential for compliance with the Paris Agreement. Still, regardless of lobbies or prevailing political orientation, all government legal actions are published daily in the Brazilian Federal Official Gazette (BFOG, or "Diario Oficial da Uniao" in Portuguese). However, with hundreds of decrees issued every day by the authorities, it is absolutely burdensome to manually analyze all these processes and find out which ones can pose serious environmental hazards. In this paper, we present a strategy to compose automated techniques and domain expert knowledge to process all the data from the BFOG. We also provide the fff, a highly curated dataset, in Portuguese, annotated by domain experts, on federal government acts about the Brazilian environmental policies. Finally, we build and compared four different NLP models on the classification task in this dataset. Our best model achieved a F1-score of 0.714 +/- 0.031. In the future, this system should serve to scale up the high-quality tracking of all official documents with a minimum of human supervision and contribute to increasing society's awareness of government actions. (AU)

• FAPESP's process: 19/07665-4 - Center for Artificial Intelligence
• Grantee: Fabio Gagliardi Cozman
• Support Opportunities: Research Grants - Research Program in eScience and Data Science - Research Centers in Engineering Program