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  • São Paulo State Univesity
  • São Paulo, Brazil
  • 19:18 (UTC -03:00)
  • LinkedIn in/joaovmcorreia

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joaovmcorreia/README.md

Hi, I'm João 👋

I'm an AI researcher at Recogna Lab (UNESP, Brazil), with a Master's in Computer Science. These days I work mostly on interpretability: I want models to be less opaque, especially in medicine, where why a model answered matters as much as what it answered. I like to think that by looking inside these machines, we also get a glimpse into our own minds.

Robotics was where I started, and I still build robots as a hobby 🤖

📄 Selected publications

  • Analysis of Automated Document Relevance Annotation for Information Retrieval in Oil and Gas Industry, EMNLP 2025 (Industry Track) · paper
  • Class of LLMs: Benchmarking Large Language Models on the Brazilian National Medical Examination, PROPOR 2026 · paper
  • Faithfulness and Uncertainty Calibration of Large Language Models in Portuguese Medical Question Answering, IEEE CBMS 2026
  • The Bode Family of Large Language Models: Investigating the Frontiers of LLMs in Brazilian Portuguese, Journal of the Brazilian Computer Society, 2025 · paper
  • Retrieval-Augmented Generation for Clinical Question Answering in Portuguese Drug Leaflets, PROPOR 2026 · paper

The full list is on Google Scholar.

🤖 On the robotics side

During my undergrad I played IEEE Very Small Size robot soccer with Carrossel Caipira, UNESP Bauru's team. I also rebuilt the embedded hardware and software of the Aedromo educational robots. My bachelor's thesis applied assisted deep reinforcement learning (DQN and DDPG) to control differential-drive robots. I keep tinkering with robots in my spare time.

🛠️ Tools I use

Python PyTorch Hugging Face TypeScript C++ LaTeX

📫 Find me

Website LinkedIn Google Scholar ORCID Lattes Email

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