Skip to content
View neemiasbsilva's full-sized avatar
🎯
Focusing
🎯
Focusing

Sponsoring

@simonw
@am17an

Organizations

@CriticalMaking @MInDS-lab-UTFPR

Block or report neemiasbsilva

Block user

Prevent this user from interacting with your repositories and sending you notifications. Learn more about blocking users.

You must be logged in to block users.

Content in all repositories owned by your account will be closed.
Maximum 250 characters. Please don’t include any personal information such as legal names or email addresses. Markdown is supported. This note will only be visible to you.
Report abuse

Contact GitHub support about this user’s behavior. Learn more about reporting abuse.

Report abuse
neemiasbsilva/README.md

Hi, I'm an Applied Scientist and passionate about training multimodal LLMs on large-scale data. Currently working as an Artificial Intelligence Specialist at GAB and PhD Student at UTFPR in CPGEI, a program rated CAPES grade 7 (Brazil's highest), with a research extension at the University of Toronto. My research spans multimodal LLMs and computational social systems: how vision-language models perceive sentiment, and whether persona prompting produces valid variation in urban perception. I work with MInDS-Lab at UTFPR and the Critical Making Lab in Toronto, which hosts CIFAR-funded work on socially grounded AI safety.

More at neemiasbuceli.dev

Papers

Persona Prompting in Multimodal Urban Perception: Descriptive Convergence and Interpretive Variation - 2026-05-27

Stable Behavior, Limited Variation: Persona Validity in LLM Agents for Urban Sentiment Perception - 2026-04-30

Grandes Modelos de Linguagem Multimodais (MLLMs): Da Teoria à Prática - 2026-02-11

Multimodal LLMs See Sentiment - 2025-08-23

A convolutional neural network approach for counting and geolocating citrus-trees in UAV multispectral imagery - 2020-02-18

Regression in Convolutional Neural Networks applied to Plant Leaf Counting - 2019-09-09

More on Google Scholar

Recent projects

multimodal-LLMs-see-sentiment - 2026-08-23
Multimodal LLMs see sentiment better through description than by direct classification. 95.8% F1 on…

MLLMs-persona-evaluation - 2026-08-23
Persona-conditioned multimodal LLM agents for urban sentiment perception: stable behavior, limited variation.…

MLLM-Persona-Agent-Studio - 2026-08-11
PersonaAgent Studio: a local-first, bring-your-own-key desktop app (Tauri + React) for persona-conditioned…

MLLMs-Teoria-e-Pratica - 2026-03-06
Explore the fundamentals of MLLMs and emblematic models. This repository covers practical techniques for…

case-study-data-science - 2025-12-30
Welcome to some case study of data science projects - (Personal Projects).

More on GitHub

Build README How this works

Pinned Loading

  1. MLLMs-persona-evaluation MLLMs-persona-evaluation Public

    Persona-conditioned multimodal LLM agents for urban sentiment perception: stable behavior, limited variation. All 60K annotations are open on 🤗 HuggingFace

    Python 2

  2. multimodal-LLMs-see-sentiment multimodal-LLMs-see-sentiment Public

    Multimodal LLMs see sentiment better through description than by direct classification. 95.8% F1 on PerceptSent, beating CNN and Transformer baselines by up to 15 points. 72 checkpoints and every r…

    Python 2

  3. MLLMs-Teoria-e-Pratica MLLMs-Teoria-e-Pratica Public

    Explore the fundamentals of MLLMs and emblematic models. This repository covers practical techniques for preprocessing, prompt engineering, and building multimodal pipelines using LangChain and Lan…

    Jupyter Notebook 7

  4. regression-in-CNNs-applied-to-plant-leaf-count regression-in-CNNs-applied-to-plant-leaf-count Public

    Regression in Convolutional Neural Network applied to Plant Leaf Count

    Jupyter Notebook 20 8

  5. case-study-data-science case-study-data-science Public

    Welcome to some case study of data science projects - (Personal Projects).

    Jupyter Notebook 25 6

  6. MLLM-Persona-Agent-Studio MLLM-Persona-Agent-Studio Public

    PersonaAgent Studio: a local-first, bring-your-own-key desktop app (Tauri + React) for persona-conditioned annotation and evaluation with Claude, GPT, Gemini, Kimi, or local models via Ollama. Down…

    TypeScript 1