Sabiá: Um Chatbot de Inteligência Artificial Generativa para Suporte no Dia a Dia do Ensino Superior
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arXiv
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| Main Authors: | , , , , , , |
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| Format: | Preprint |
| Published: |
2025
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| _version_ | 1866909901054279680 |
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| author | Rodrigues, Guilherme Biava Beal, Franciele Marcon, Marlon Souza, Alinne Cristinne Corrêa Ortoncelli, André Roberto Souza, Francisco Carlos Monteiro Silva, Rodolfo Adamshuk |
| author_facet | Rodrigues, Guilherme Biava Beal, Franciele Marcon, Marlon Souza, Alinne Cristinne Corrêa Ortoncelli, André Roberto Souza, Francisco Carlos Monteiro Silva, Rodolfo Adamshuk |
| contents | Students often report difficulties in accessing day-to-day academic information, which is usually spread across numerous institutional documents and websites. This fragmentation results in a lack of clarity and causes confusion about routine university information. This project proposes the development of a chatbot using Generative Artificial Intelligence (GenAI) and Retrieval-Augmented Generation (RAG) to simplify access to such information. Several GenAI models were tested and evaluated based on quality metrics and the LLM-as-a-Judge approach. Among them, Gemini 2.0 Flash stood out for its quality and speed, and Gemma 3n for its good performance and open-source nature. |
| format | Preprint |
| id |
arxiv_https___arxiv_org_abs_2511_10787 |
| institution | arXiv |
| publishDate | 2025 |
| record_format | arxiv |
| spellingShingle | Sabiá: Um Chatbot de Inteligência Artificial Generativa para Suporte no Dia a Dia do Ensino Superior Rodrigues, Guilherme Biava Beal, Franciele Marcon, Marlon Souza, Alinne Cristinne Corrêa Ortoncelli, André Roberto Souza, Francisco Carlos Monteiro Silva, Rodolfo Adamshuk Computation and Language Students often report difficulties in accessing day-to-day academic information, which is usually spread across numerous institutional documents and websites. This fragmentation results in a lack of clarity and causes confusion about routine university information. This project proposes the development of a chatbot using Generative Artificial Intelligence (GenAI) and Retrieval-Augmented Generation (RAG) to simplify access to such information. Several GenAI models were tested and evaluated based on quality metrics and the LLM-as-a-Judge approach. Among them, Gemini 2.0 Flash stood out for its quality and speed, and Gemma 3n for its good performance and open-source nature. |
| title | Sabiá: Um Chatbot de Inteligência Artificial Generativa para Suporte no Dia a Dia do Ensino Superior |
| topic | Computation and Language |
| url | https://arxiv.org/abs/2511.10787 |