TrustNLP: First Workshop on Trustworthy Natural Language Processing

Colocated with the Annual Conference of the North American Chapter of the Association for Computational Linguistics

About

Recent progress in Artificial Intelligence (AI) and Natural Language Processing (NLP) has greatly increased their presence in everyday consumer products in the last decade. Common examples include virtual assistants, recommendation systems, and personal healthcare management systems, among others. Advancements in these fields have historically been driven by the goal of improving model performance as measured by accuracy, but recently the NLP research community has started incorporating additional constraints to make sure models are fair and privacy-preserving. However, these constraints are not often considered together, which is important since there are critical questions at the intersection of these constraints such as the tension between simultaneously meeting privacy objectives and fairness objectives, which requires knowledge about the demographics a user belongs to. In this workshop, we aim to bring together these distinct yet closely related topics.

Call for papers

Overview

We invite papers which focus on developing models that are “explainable, fair, privacy-preserving, causal, and robust” (Trustworthy ML Initiative). Topics of interest include (but are not limited to):

  • Differential Privacy
  • Fairness and Bias: Evaluation and Treatments
  • Model Explainability and Interpretability
  • Transparency, Accountability, and Ethics
  • Industry applications of Trustworthy NLP
  • Causal Inference
  • Secure and trustworthy data generation

Important Dates

  • March 15, 2021: Submission Date

  • April 15, 2021: Notification of Acceptance

  • April 26, 2021: Camera-ready papers due

  • June 10, 2021: Workshop on Trustworthy NLP (TrustNLP)

Submission Policy

All submissions will be double-blind peer reviewed (with author names and affiliations removed) by the program committee and judged by their relevance to the workshop themes. Submitted manuscripts must be 8 pages long for full papers, and 4 pages long for short papers. Both full and short papers can have unlimited pages for references and appendices. Please note that at least one of the authors of each accepted paper must register for the workshop and present the paper. Template files can be found here: https://www.overleaf.com/latex/templates/naacl-hlt-2021-latex-template/kvjhhyjsvmxf.

We also ask authors to include a broader impact and ethical concerns statement, following guidelines from the main conference.

Non-Archival option

NAACL workshops are traditionally archival. To allow dual submission of work, we are also including a non-archival track. If accepted, these submissions will still participate and present their work in the workshop. A reference to the paper will be hosted on the workshop website (if desired), but will not be included in the official proceedings. Please submit through softconf but indicate that this is a cross submission at the bottom of the submission form. You can also skip this step and inform us of your non-archival preference after the reviews.

Anonymity Period

We will follow NAACL’s anonymity policy, and require full anonymity until time of acceptance (April 15, 2021).

People

Speakers

Organizers

Program committee

Program

To be announced!

Contact us

For questions, please contact us at trustnlporganizers@gmail.com