Call for Papers

Call for papers

Large language models (LLMs) are increasingly deployed in real-world applications, raising urgent concerns about the values they encode, reflect, and prioritize. While value alignment has become a central topic in AI research, existing studies have largely focused on generic safety or alignment to a single core value (i.e., value monism), leaving the challenge of pluralistic value alignment underexplored. In practice, human values are diverse and context-dependent. Building LLMs that can recognize, reason about, and align with pluralistic values is therefore both a technical and societal challenge.

The First Workshop on Pluralistic Value Alignment of LLMs (PlurVA-LLM) aims to provide a dedicated venue for advancing research on this emerging topic. The workshop will bring together researchers from NLP, machine learning, AI safety, social science, philosophy, and related fields to discuss the foundations, methods, evaluation, and applications of pluralistic value alignment in LLMs.

Topics of interest

We welcome submissions on topics including, but not limited to:

  • Theoretical foundations and formalizations of pluralistic value alignment
  • Alignment methods for pluralistic values in LLMs
  • Benchmarks and evaluation protocols for pluralistic value alignment
  • Human-AI collaboration for constructing and curating value-sensitive datasets
  • Interpretability and analysis of value alignment in LLMs
  • Pluralistic value alignment in downstream applications and real-world deployment
  • Multilingual, multicultural, and low-resource perspectives on value alignment
  • Pluralistic value alignment in multimodal models and systems

The workshop will also host a shared task on evaluating LLMs' value alignment and normative reasoning across adversarial, daily, and principle-driven settings.

Submission tracks

We invite submissions to both archival and non-archival tracks.

Archival track

Long papers (up to 8 pages) and short papers (up to 4 pages), with unlimited pages for references. Submissions can be new papers (double-anonymous review) or papers previously reviewed through ARR.

Accepted archival papers may use one additional page in the camera-ready version and will be published in the ACL Anthology. Previously published work is not eligible for this track.

Non-archival tracks

Two non-archival options—both include a workshop presentation but are not published in the ACL Anthology.

Extended abstract. 2–4 pages plus up to 2 pages of references. Suitable for position papers and early-stage work that benefits from peer feedback. This track uses the same double-anonymous review process as archival submissions.

Previously published or accepted work. For work already reviewed, published, or accepted elsewhere. Include venue or journal information and an archived link if available. Review focuses on fit to the workshop theme; no page limit; anonymization is not required.

Accepted papers in both non-archival tracks are invited for workshop presentation, but will not be published in the ACL Anthology.

Dual submission is permitted: papers that are under review at other venues may be submitted, provided that this is disclosed at the time of submission. If a paper is accepted both here and elsewhere, authors may choose to move it to the non-archival track upon acceptance.

Submission information

PlurVA-LLM offers three submission routes, each with its own deadline, timeline, and submission link. Details are provided below. Submission links and additional timeline information will be announced shortly.

Archival and Non-archival Papers for full peer-review

This route is for new work not published elsewhere. Submissions will undergo full peer review by the program committee. Authors may choose either the archival or non-archival submission type.

Both long and short paper submissions should follow all ACL paper submission requirements.

  • Submission link: OpenReview
  • Submission deadline: August 15th, 2026
  • Peer-review: August 20th - September 10th, 2026
  • Notification: September 15th, 2026
  • Camera-ready deadline: TBD

Papers that are already peer-reviewed through ACL Rolling Review (ARR)

This route is for papers reviewed through ACL Rolling Review (ARR) that have received meta-reviews by October 11th, 2026. ARR reviews will be considered in the decision, together with the paper's fit to the workshop. Authors may choose either the archival or non-archival submission type.

  • Last ARR submission deadline for eligibility: August 2026
  • Commitment link: OpenReview
  • Commitment deadline: October 15th, 2026
  • Notification of acceptance: October 20th, 2026
  • Camera-ready deadline: TBD

Non-archival papers that are already accepted/published elsewhere

This route is for work already accepted or published elsewhere and submitted for non-archival presentation at the workshop. Submissions should include the paper, the publication venue or journal, and a link to the archived version, if available.

  • Submission link: OpenReview
  • Submission deadline: September 15th, 2026
  • Notification of acceptance: September 20th, 2026