Cargando…
A publishing infrastructure for AI-assisted academic authoring
In this work we investigate how models with advanced natural language processing capabilities can be used to reduce the time-consuming process of writing and revising scholarly manuscripts. To this end, we integrate large language models into the Manubot publishing ecosystem to suggest revisions for...
Autores principales: | , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Cold Spring Harbor Laboratory
2023
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9900745/ https://www.ncbi.nlm.nih.gov/pubmed/36747665 http://dx.doi.org/10.1101/2023.01.21.525030 |
_version_ | 1784882912329465856 |
---|---|
author | Pividori, Milton Greene, Casey S. |
author_facet | Pividori, Milton Greene, Casey S. |
author_sort | Pividori, Milton |
collection | PubMed |
description | In this work we investigate how models with advanced natural language processing capabilities can be used to reduce the time-consuming process of writing and revising scholarly manuscripts. To this end, we integrate large language models into the Manubot publishing ecosystem to suggest revisions for scholarly text. We tested our AI-based revision workflow in three case studies of existing manuscripts, including the present one. Our results suggest that these models can capture the concepts in the scholarly text and produce high-quality revisions that improve clarity. Given the amount of time that researchers put into crafting prose, we anticipate that this advance will revolutionize the type of knowledge work performed by academics. |
format | Online Article Text |
id | pubmed-9900745 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Cold Spring Harbor Laboratory |
record_format | MEDLINE/PubMed |
spelling | pubmed-99007452023-02-07 A publishing infrastructure for AI-assisted academic authoring Pividori, Milton Greene, Casey S. bioRxiv Article In this work we investigate how models with advanced natural language processing capabilities can be used to reduce the time-consuming process of writing and revising scholarly manuscripts. To this end, we integrate large language models into the Manubot publishing ecosystem to suggest revisions for scholarly text. We tested our AI-based revision workflow in three case studies of existing manuscripts, including the present one. Our results suggest that these models can capture the concepts in the scholarly text and produce high-quality revisions that improve clarity. Given the amount of time that researchers put into crafting prose, we anticipate that this advance will revolutionize the type of knowledge work performed by academics. Cold Spring Harbor Laboratory 2023-01-23 /pmc/articles/PMC9900745/ /pubmed/36747665 http://dx.doi.org/10.1101/2023.01.21.525030 Text en https://creativecommons.org/licenses/by/4.0/This work is licensed under a Creative Commons Attribution 4.0 International License (https://creativecommons.org/licenses/by/4.0/) , which allows reusers to distribute, remix, adapt, and build upon the material in any medium or format, so long as attribution is given to the creator. The license allows for commercial use. |
spellingShingle | Article Pividori, Milton Greene, Casey S. A publishing infrastructure for AI-assisted academic authoring |
title | A publishing infrastructure for AI-assisted academic authoring |
title_full | A publishing infrastructure for AI-assisted academic authoring |
title_fullStr | A publishing infrastructure for AI-assisted academic authoring |
title_full_unstemmed | A publishing infrastructure for AI-assisted academic authoring |
title_short | A publishing infrastructure for AI-assisted academic authoring |
title_sort | publishing infrastructure for ai-assisted academic authoring |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9900745/ https://www.ncbi.nlm.nih.gov/pubmed/36747665 http://dx.doi.org/10.1101/2023.01.21.525030 |
work_keys_str_mv | AT pividorimilton apublishinginfrastructureforaiassistedacademicauthoring AT greenecaseys apublishinginfrastructureforaiassistedacademicauthoring AT pividorimilton publishinginfrastructureforaiassistedacademicauthoring AT greenecaseys publishinginfrastructureforaiassistedacademicauthoring |