Citing mllm-shap

If you use mllm-shap in research, please cite the software. The repository’s CITATION.cff is the source of truth; GitHub’s “Cite this repository” button renders it as APA or BibTeX.

BibTeX

@software{pozorski_mllm_shap,
  author  = {Pozorski, Paweł},
  title   = {mllm-shap: Shapley-value explainability for conversational
             language models},
  url     = {https://github.com/Pawlo77/MLLM-SHAP},
  license = {Apache-2.0},
  note    = {Python package, version as used in your work}
}

Add the version field with the release you used (python -c "import mllm_shap; print(mllm_shap.__version__)") and record the run manifest of each reported result, which pins the estimand, estimator, value function and model.

Citation File Format

cff-version: 1.2.0
message: "If you use this work in research, please cite it."
title: "mllm-shap: Shapley-value explainability for conversational language models"
type: software
authors:
  - family-names: "Pozorski"
    given-names: "Paweł"
    email: "pozorski.paul@gmail.com"
version: 0.6.0
date-released: "2026-10-12"
license: Apache-2.0
repository-code: "https://github.com/Pawlo77/MLLM-SHAP"
url: "https://pawlo77.github.io/MLLM-SHAP/"
keywords: [explainability, shapley-value, nlp, llm, xai]

Methods

Please also cite the methods your results depend on. The theory pages list the original references: