Masked language models have recently been interpreted as energy-based sequence models that can be generated from using a Metropolis--Hastings sampler. This short paper demonstrates how this can be instrumentalized for constrained composition and explores the poetics implied by such a usage. Our focus on constraints makes it especially apt to understand the generated text through the poetics of the OuLiPo movement.
%0 Journal Article
%1 Akiki2021-yt
%A Akiki, Christopher
%A Potthast, Martin
%D 2021
%I arXiv
%K
%T BERTian Poetics: Constrained Composition with Masked LMs
%X Masked language models have recently been interpreted as energy-based sequence models that can be generated from using a Metropolis--Hastings sampler. This short paper demonstrates how this can be instrumentalized for constrained composition and explores the poetics implied by such a usage. Our focus on constraints makes it especially apt to understand the generated text through the poetics of the OuLiPo movement.
@article{Akiki2021-yt,
abstract = {Masked language models have recently been interpreted as energy-based sequence models that can be generated from using a Metropolis--Hastings sampler. This short paper demonstrates how this can be instrumentalized for constrained composition and explores the poetics implied by such a usage. Our focus on constraints makes it especially apt to understand the generated text through the poetics of the OuLiPo movement.},
added-at = {2024-09-10T11:56:37.000+0200},
author = {Akiki, Christopher and Potthast, Martin},
biburl = {https://puma.scadsai.uni-leipzig.de/bibtex/26d28308d3a6377b25e38bc54da15484c/scadsfct},
interhash = {ca4d8c867c019a935d7983ec204690c9},
intrahash = {6d28308d3a6377b25e38bc54da15484c},
keywords = {},
publisher = {arXiv},
timestamp = {2024-09-10T15:15:57.000+0200},
title = {{BERTian} Poetics: Constrained Composition with Masked {LMs}},
year = 2021
}