← Koshiro Saito

Preprint · 2026

Beyond Model Weights: Sampling-Dependent Fairness in Diffusion Language Models

Koshiro Saito1, Daisuke Oba1, Danushka Bollegala2,3, Naoaki Okazaki1,4,5

1Institute of Science Tokyo   2University of Liverpool   3Amazon   4AIST   5NII LLMC

TL;DR

1

2

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sdis=nbias−nantinbias+nanti samb=nbias−nantinbias+nanti+nnone

BibTeX

@misc{Saito:BeyondModelWeights:2026,
  author        = {Koshiro Saito and Daisuke Oba and Danushka Bollegala and Naoaki Okazaki},
  title         = {Beyond Model Weights: Sampling-Dependent Fairness in Diffusion Language Models},
  eprint        = {2610.27584},
  archivePrefix = {arXiv},
  howpublished  = {arXiv:2610.27584},
  primaryClass  = {cs.CL},
  year          = {2026},
}