Author

Martin Lukk

h-index 6 View on Semantic Scholar

We have 1 of 11 papers

We haven’t gathered this author’s papers yet. Follow them and we’ll fetch their work.

Not the right person? Other researchers publish under this name.

#natural language process... Jul 2026

FairFund-Bench: Evaluating Distributive Bias in LLM Resource Allocation

FairFund-Bench is introduced, a benchmark that systematically varies key features of previous audit designs: the evaluation task (rating, ranking, or allocation), comparison context (single or multi-stimulus), and whether the audit is transparent or disguised, indicating that current LLMs robustly reproduce human deservingness evaluations.

Martin Lukk · arXiv.org · 1 citation