35.659, Summer Schools: NLPerspectives: The 3rd Workshop on Perspectivist Approaches to NLP / Italy

[The LINGUIST List]

LINGUIST List: Vol-35-659. Sun Feb 25 2024. ISSN: 1069 - 4875.

Subject: 35.659, Summer Schools: NLPerspectives: The 3rd Workshop on Perspectivist Approaches to NLP / Italy

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Date: 23-Feb-2024
From: Simona Frenda [simona.frenda at unito.it]
Subject: NLPerspectives: The 3rd Workshop on Perspectivist Approaches to NLP / Italy


NLPerspectives: The 3rd Workshop on Perspectivist Approaches to NLP

Website: https://nlperspectives.di.unito.it/w/3rd-workshop-on-perspect
ivist-approaches-to-nlp/

Dates: 20-May-2024 - 25-May-2024
Location: Turin, Piedmont

Focus: We invite original research papers from a wide range of topics,
including but not limited to:
Non-aggregated data collection and annotation frameworks
Descriptions of corpora collected under the perspectivist paradigm
Multi-perspective Modelling and Machine Learning
Evaluation of multi-perspective models/ models of disagreement
Multi-perspective disagreement as applied to NLP evaluation
Fairness and inclusive modelling
Perspectivist approaches for social good
Applications of multi-perspective modelling
Computing with (dis)agreement
Perspectivist Natural Language Generation
Foundational aspects of perspectivism
Opinion pieces and reviews on perspectivist approaches to NLP
Minimum Education Level: No Minimum

Description:
Collocated with LREC-COLING in Turin, Italy
FINAL CALL FOR PAPERS (DEADLINE EXTENSION)
https://nlperspectives.di.unito.it/w/3rd-workshop-on-perspectivist-app
roaches-to-nlp/

Until recently, the dominant paradigm in natural language processing
(and other areas of artificial intelligence) has been to resolve
observed label disagreement into a single “ground truth” or “gold
standard” via aggregation, adjudication, or statistical means.
However, in recent years, the field has increasingly focused on
subjective tasks, such as abuse detection or quality estimation, in
which multiple points of view may be equally valid, and a unique
‘ground truth’ label may not exist (Plank, 2022). At the same time, as
concerns have been raised about bias and fairness in AI, it has become
increasingly apparent that an approach which assumes a single “ground
truth” can erase minority voices.
Strong perspectivism in NLP (Cabitza et al., 2023) pursues the spirit
of recent initiatives such as Data Statements (Bender and Friedman,
2018), extending their scope to the full NLP pipeline, including the
aspects related to modelling, evaluation and explanation.
In line with the first and second editions, the third NLPerspectives
(Perspectivist Approaches to Disagreement in NLP) workshop will
explore current and ongoing work on: the collection and labelling of
non-aggregated datasets; and approaches to modelling and including
these perspectives in NLP pipelines, as well as evaluation and
applications of multi-perspective Machine Learning models. We also
welcome opinion pieces and literature reviews, e.g., fairness and
inclusion in a perspectivist framework.
Following our previous workshops, a key outcome of the third edition
will be to continue the work begun at https://pdai.info/ to create a
repository of perspectivist datasets with non-aggregated labels for
use by researchers in perspectivist NLP modelling.
Authors are, therefore, invited to share their LRs (data, tools,
services, etc.) and provide  essential information about resources
(i.e., also technologies, standards, evaluation kits, etc.) that have
been used for the work or are a result of their research. In addition,
authors will be required to adhere to ethical research policies on AI
and may include an ethics statement in their papers.
The NLPerspectives workshop will be co-located with the 14th edition
of LREC-COLING 2024 in Torino, Italy, in May 20-25, 2024 and online.

Important Dates
* (EXTENDED) Friday March 1, 2024: Paper submission
* Friday March 29, 2024: Notification of acceptance
* Friday April 12, 2024: Camera-ready papers due
* Tuesday May 21, 2024: Workshop

Submissions
The papers should be submitted as a PDF document, conforming to the
formatting guidelines provided in the call for papers of LREC-COLING
conference: authors-kit
We accept three types of submissions:
- Regular research papers;
- Non-archival submissions: like research papers, but will not be
included in the proceedings;
- Research communications: 4-page abstracts summarising relevant
research published elsewhere.
NLPerspectives will also accept submissions that have been rejected
from the main LREC-COLING conference or ACL rolling review, provided
they are accompanied with their reviews and they fit the topic of the
workshop.
Research papers (archival or non-archival) may consist of up to 8
pages of content. Research communications may consist of up to 4 pages
of content. More details will be up soon.
Please make submissions at
https://softconf.com/lrec-coling2024/nlperspectives2024/

Submissions are open to all, and are to be submitted anonymously (and
must conform to the instructions for double-blind review). All papers
will be refereed through a double-blind peer review process by at
least three reviewers, with final acceptance decisions made by the
workshop organisers.

Attendance
At least one author of each accepted paper is required to participate
in the conference and present the work, in-person or online.

Contact us at g.abercrombie at hw.ac.uk if you have any questions.
Website: https://nlperspectives.di.unito.it/

Workshop organisers:

Gavin Abercrombie, Heriot-Watt University
Valerio Basile, University of Turin
Davide Bernardi, Amazon Alexa
Shiran Dudy, Northeastern University
Simona Frenda,  University of Turin
Lucy Havens, University of Edinburgh
Sara Tonelli, Fondazione Bruno Kessler

Registration: 20-May-2024 to 25-May-2024

Contact Person: Gavin Abercrombie
                Email: g.abercrombie at hw.ac.uk




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