An Analysis of Tasks and Datasets in Peer Reviewing

Moritz Staudinger; Wojciech Kusa; Florina Piroi; Allan Hanbury

An Analysis of Tasks and Datasets in Peer Reviewing

Moritz Staudinger, Wojciech Kusa, Florina Piroi, Allan Hanbury

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Abstract

Taking note of the current challenges of the peer review system, this paper inventories the research tasks for analysing and possibly automating parts of the reviewing process, like matching submissions with a reviewer’s domain of expertise. For each of these tasks we list their associated datasets, analysing their quality in terms of available documentation of creation and use. Building up on this, we give a set of recommendations to take into account when collecting and releasing data.

Anthology ID:: 2024.sdp-1.24
Volume:: Proceedings of the Fourth Workshop on Scholarly Document Processing (SDP 2024)
Month:: August
Year:: 2024
Address:: Bangkok, Thailand
Editors:: Tirthankar Ghosal, Amanpreet Singh, Anita Waard, Philipp Mayr, Aakanksha Naik, Orion Weller, Yoonjoo Lee, Shannon Shen, Yanxia Qin
Venues:: sdp | WS
SIG:
Publisher:: Association for Computational Linguistics
Note:
Pages:: 257–268
Language:
URL:: https://aclanthology.org/2024.sdp-1.24/
DOI:
Bibkey:
Cite (ACL):: Moritz Staudinger, Wojciech Kusa, Florina Piroi, and Allan Hanbury. 2024. An Analysis of Tasks and Datasets in Peer Reviewing. In Proceedings of the Fourth Workshop on Scholarly Document Processing (SDP 2024), pages 257–268, Bangkok, Thailand. Association for Computational Linguistics.
Cite (Informal):: An Analysis of Tasks and Datasets in Peer Reviewing (Staudinger et al., sdp 2024)
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PDF:: https://aclanthology.org/2024.sdp-1.24.pdf

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@inproceedings{staudinger-etal-2024-analysis,
    title = "An Analysis of Tasks and Datasets in Peer Reviewing",
    author = "Staudinger, Moritz  and
      Kusa, Wojciech  and
      Piroi, Florina  and
      Hanbury, Allan",
    editor = "Ghosal, Tirthankar  and
      Singh, Amanpreet  and
      Waard, Anita  and
      Mayr, Philipp  and
      Naik, Aakanksha  and
      Weller, Orion  and
      Lee, Yoonjoo  and
      Shen, Shannon  and
      Qin, Yanxia",
    booktitle = "Proceedings of the Fourth Workshop on Scholarly Document Processing (SDP 2024)",
    month = aug,
    year = "2024",
    address = "Bangkok, Thailand",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2024.sdp-1.24/",
    pages = "257--268",
    abstract = "Taking note of the current challenges of the peer review system, this paper inventories the research tasks for analysing and possibly automating parts of the reviewing process, like matching submissions with a reviewer{'}s domain of expertise. For each of these tasks we list their associated datasets, analysing their quality in terms of available documentation of creation and use. Building up on this, we give a set of recommendations to take into account when collecting and releasing data."
}

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%0 Conference Proceedings
%T An Analysis of Tasks and Datasets in Peer Reviewing
%A Staudinger, Moritz
%A Kusa, Wojciech
%A Piroi, Florina
%A Hanbury, Allan
%Y Ghosal, Tirthankar
%Y Singh, Amanpreet
%Y Waard, Anita
%Y Mayr, Philipp
%Y Naik, Aakanksha
%Y Weller, Orion
%Y Lee, Yoonjoo
%Y Shen, Shannon
%Y Qin, Yanxia
%S Proceedings of the Fourth Workshop on Scholarly Document Processing (SDP 2024)
%D 2024
%8 August
%I Association for Computational Linguistics
%C Bangkok, Thailand
%F staudinger-etal-2024-analysis
%X Taking note of the current challenges of the peer review system, this paper inventories the research tasks for analysing and possibly automating parts of the reviewing process, like matching submissions with a reviewer’s domain of expertise. For each of these tasks we list their associated datasets, analysing their quality in terms of available documentation of creation and use. Building up on this, we give a set of recommendations to take into account when collecting and releasing data.
%U https://aclanthology.org/2024.sdp-1.24/
%P 257-268

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Markdown (Informal)

[An Analysis of Tasks and Datasets in Peer Reviewing](https://aclanthology.org/2024.sdp-1.24/) (Staudinger et al., sdp 2024)

An Analysis of Tasks and Datasets in Peer Reviewing (Staudinger et al., sdp 2024)

ACL

Moritz Staudinger, Wojciech Kusa, Florina Piroi, and Allan Hanbury. 2024. An Analysis of Tasks and Datasets in Peer Reviewing. In Proceedings of the Fourth Workshop on Scholarly Document Processing (SDP 2024), pages 257–268, Bangkok, Thailand. Association for Computational Linguistics.