mlsanityData to 7 Oct 2026

CitiLink: Enhancing Municipal Transparency and Citizen Engagement through Searchable Meeting Minutes

arXiv 2601.18374 ↗First posted 26 Jan 2026cs.CLcited by 1

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Abstract (arXiv)

City council minutes are typically lengthy and formal documents with a bureaucratic writing style. Although publicly available, their structure often makes it difficult for citizens or journalists to efficiently find information. In this demo, we present CitiLink, a platform designed to transform unstructured municipal meeting minutes into structured and searchable data, demonstrating how NLP and IR can enhance the accessibility and transparency of local government. The system employs LLMs to extract metadata, discussed subjects, and voting outcomes, which are then indexed in a database to support full-text search with BM25 ranking and faceted filtering through a user-friendly interface. The developed system was built over a collection of 120 minutes made available by six Portuguese municipalities. To assess its usability, CitiLink was tested through guided sessions with municipal personnel, providing insights into how real users interact with the system. In addition, we evaluated Gemini's performance in extracting relevant information from the minutes, highlighting its effectiveness in data extraction.

Key facts. Cited by 1 paper in the map (data through 7 Oct 2026). Builds on 2 of its 11 references that are in the map. First posted on arXiv 26 Jan 2026.

Builds on

2 of 11 references.

References · 2

  1. 2022Councils in Action: Automating the Curation of Municipal Governance Data for Researchcited by 6
  2. 2024User Experience In Dataset Searchcited by 1

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Cited by year (2026 to 7 Oct)

Citing papers per year: 2026: 1.

1 paper.