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Pawlo77 (Paweł Pozorski) · GitHub

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  • Warsaw
  • 08:21 (UTC +02:00)

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Pawlo77/README.md

Paul Pozorski

Data scientist & NLP researcher · Warsaw

Explainable multimodal LLMs · applied ML · open-source research tooling

Hi

I study Data Science (MSc) at Warsaw University of Technology — BSc with honors. I care about making multimodal LLMs explainable and turning research into tools people can actually install and reuse.

Most of my recent work sits at the intersection of NLP, Shapley-value XAI, and practical data science. I previously built Botuj (AI chat + voice); I’m no longer actively developing it.

Roles & experience → LinkedIn

Right now

  • Extending nlp-shap — Shapley-style explainability for text / multimodal models
  • Preparing the ACL 2026 System Demonstration for mllm-shap
  • Open to chats about XAI, reproducible AutoML, and local LLM tooling

Selected work

Project What it is
Flagship nlp-shap · docs · PyPI Shapley-style explainability library for NLP / multimodal LLM pipelines
Tools lm-studio-dash Dashboard for local LM Studio usage, hardware, and chat analytics
Tools AutoPrep · PyPI AutoML preprocessing, explainability, and LaTeX reporting
Archive MLLM-Shap Thesis / ACL predecessor of nlp-shap
Coursework Galaxy-Images-Clustering Clustering low-resolution galaxy images (WUT)

Research

mllm-shap: A Shapley Value Explainability Platform for Text-Audio Multimodal Large Language Models
ACL 2026 System Demonstrations — with Jakub Muszyński & Maria Ganzha

Attribution for text–audio multimodal LLMs: modality-aware masking, multi-turn conversation tracking, and phonetic audio grouping.

nlp-shap · MLLM-Shap · Zenodo · DOI · ORCID

Cite 
@software{pozorski2026mllmshap,
  author    = {Pozorski, Pawe{\l} Dominik and Muszy{\'n}ski, Jakub Mi{\l}osz and Ganzha, Maria},
  title     = {mllm-shap: A Shapley Value Explainability Platform for Text-Audio Multimodal Large Language Models},
  year      = {2026},
  publisher = {Zenodo},
  doi       = {10.5281/zenodo.19678283},
  url       = {https://zenodo.org/records/19678283}
}

Background
Education MSc Data Science @ WUT · BSc with honors
Built Botuj — AI chat + voice support
Cert SnowPro Core
Based in Warsaw

Tools

Python PyTorch scikit-learn Transformers FastAPI SQL Snowflake Docker Streamlit

Activity

Thanks for stopping by.
Reach me on LinkedIn · email · ORCID
Feedback welcome on nlp-shap.

Popular repositories Loading

  1. MLLM-Shap MLLM-Shap Public

    Implementation of Shapley Values for Multi Modal Large Language Models. Bachelor for Data Science studies at Warsaw University of Technology

    Python 3 1

  2. Galaxy-Images-Clustering Galaxy-Images-Clustering Public

    CV project - clustering low-res images, part of IAD at WUT

    Jupyter Notebook 2

  3. Numerical-Methods Numerical-Methods Public

    Repo for Numerical Methods project, part of IAD study program at Faculty of Mathematics and Information Science, Warsaw University of Technology

    MATLAB 1

  4. Iris Iris Public

    Repo for Biometry project, part of IAD study program at Faculty of Mathematics and Information Science, Warsaw University of Technology

    Jupyter Notebook 1 1

  5. nlp-shap nlp-shap Public

    Multimodal explainability library for NLP based on Shapley value.

    Python 1

  6. A-Star-Path-Finding A-Star-Path-Finding Public

    Graphical implementation of A* path finding algorithm

    Python

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