Vivi: Uma Assistente Virtual no Auxílio a Comunidade Trans em Situação de Vulnerabilidade

Despite advances in public policies aimed at the LGBTQIAPN+ population, there is still a lack of consistent data on this community – particularly on trans individuals – due to social visibility and a history of prejudice. This article presents the development of Vivi, a virtual assistant designed to support and guide trans people who are victims of violence, fostering connections with support networks and specialized services. The methodology included a literature review, automated data collection through web scraping from public sources, preprocessing with Python, and the construction of a vector database using FAISS with embeddings generated by the paraphrase-MiniLM-L6-v2 model. Response generation was carried out using CEIA-UFG/Gemma-3-Gaia-PT-BR-4b-it-model, integrated into the RGA architecture. The interface was developed with Streamlit, incorporating visual elements inspired by the trans flag. Results demonstrate the technical feasibility and social potential of the solution, although validation with real users is still required to confirm its effectiveness.

Publication Details

Journal
Journal of the Association for Information Systems
Published
2025-12-31
Primary Topic
Geochemistry and Geologic Mapping
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Vivi: Uma Assistente Virtual no Auxílio a Comunidade Trans em Situação de Vulnerabilidade

Journal of the Association for Information Systems
Geochemistry and Geologic Mapping
article

Vivi: Uma Assistente Virtual no Auxílio a Comunidade Trans em Situação de Vulnerabilidade

article en

Abstract

Despite advances in public policies aimed at the LGBTQIAPN+ population, there is still a lack of consistent data on this community – particularly on trans individuals – due to social visibility and a history of prejudice. This article presents the development of Vivi, a virtual assistant designed to support and guide trans people who are victims of violence, fostering connections with support networks and specialized services. The methodology included a literature review, automated data collection through web scraping from public sources, preprocessing with Python, and the construction of a vector database using FAISS with embeddings generated by the paraphrase-MiniLM-L6-v2 model. Response generation was carried out using CEIA-UFG/Gemma-3-Gaia-PT-BR-4b-it-model, integrated into the RGA architecture. The interface was developed with Streamlit, incorporating visual elements inspired by the trans flag. Results demonstrate the technical feasibility and social potential of the solution, although validation with real users is still required to confirm its effectiveness.

Journal of the Association for Information Systems
Gender equality
Openalex Percentile: Top 36%
Geochemistry and Geologic Mapping
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.