%0 Conference Proceedings
%T Proceedings of the First Workshop on Pluralistic AI NLP: Diversity-aware, Sociotechnical, Responsible Alignment (PANDORA 2026)
%E Xu, Shanshan
%E T.Y.S.S., Santosh
%E Kurniawan, Kemal
%E Peng, Siyao
%E Wallbridge, Sarenne
%E Koto, Fajri
%E Dziri, Nouha
%E Plank, Barbara
%D 2026
%8 October
%I Association for Computational Linguistics
%C Budapest, Hungary
%@ 979-8-89176-484-2
%F pandora-2026-1
%U https://aclanthology.org/2026.pandora-1.0/

%0 Conference Proceedings
%T Demographic Pluralism: Inference-Time Modeling of Pluralistic Human Preference Distributions
%A Wu, Meng-Chen
%A Chen, Qipin
%A Jain, Ansh
%A Wood, Tess
%A Du, Zhe
%A Chin, Si-Chi
%Y Xu, Shanshan
%Y T.Y.S.S., Santosh
%Y Kurniawan, Kemal
%Y Peng, Siyao
%Y Wallbridge, Sarenne
%Y Koto, Fajri
%Y Dziri, Nouha
%Y Plank, Barbara
%S Proceedings of the First Workshop on Pluralistic AI NLP: Diversity-aware, Sociotechnical, Responsible Alignment (PANDORA 2026)
%D 2026
%8 October
%I Association for Computational Linguistics
%C Budapest, Hungary
%@ 979-8-89176-484-2
%F wu-etal-2026-demographic
%U https://aclanthology.org/2026.pandora-1.1/
%P 1-34

%0 Conference Proceedings
%T The Grue Divide: When Cognitive Accuracy Doesn’t Predict Affective Alignment
%A Park, Kai
%Y Xu, Shanshan
%Y T.Y.S.S., Santosh
%Y Kurniawan, Kemal
%Y Peng, Siyao
%Y Wallbridge, Sarenne
%Y Koto, Fajri
%Y Dziri, Nouha
%Y Plank, Barbara
%S Proceedings of the First Workshop on Pluralistic AI NLP: Diversity-aware, Sociotechnical, Responsible Alignment (PANDORA 2026)
%D 2026
%8 October
%I Association for Computational Linguistics
%C Budapest, Hungary
%@ 979-8-89176-484-2
%F park-2026-grue
%U https://aclanthology.org/2026.pandora-1.2/
%P 35-68

%0 Conference Proceedings
%T What is “Cultural Representation” in AI Benchmarks? A Multidimensional Evaluation Framework
%A Holtermann, Carolin
%A Birkmann, Josefine
%A Lauscher, Anne
%Y Xu, Shanshan
%Y T.Y.S.S., Santosh
%Y Kurniawan, Kemal
%Y Peng, Siyao
%Y Wallbridge, Sarenne
%Y Koto, Fajri
%Y Dziri, Nouha
%Y Plank, Barbara
%S Proceedings of the First Workshop on Pluralistic AI NLP: Diversity-aware, Sociotechnical, Responsible Alignment (PANDORA 2026)
%D 2026
%8 October
%I Association for Computational Linguistics
%C Budapest, Hungary
%@ 979-8-89176-484-2
%F holtermann-etal-2026-cultural
%U https://aclanthology.org/2026.pandora-1.3/
%P 69-87

%0 Conference Proceedings
%T Metric-Dependent Annotation Saturation for Learning from Label Distributions
%A Kohli, Guneet
%Y Xu, Shanshan
%Y T.Y.S.S., Santosh
%Y Kurniawan, Kemal
%Y Peng, Siyao
%Y Wallbridge, Sarenne
%Y Koto, Fajri
%Y Dziri, Nouha
%Y Plank, Barbara
%S Proceedings of the First Workshop on Pluralistic AI NLP: Diversity-aware, Sociotechnical, Responsible Alignment (PANDORA 2026)
%D 2026
%8 October
%I Association for Computational Linguistics
%C Budapest, Hungary
%@ 979-8-89176-484-2
%F kohli-2026-metric
%U https://aclanthology.org/2026.pandora-1.4/
%P 88-104

%0 Conference Proceedings
%T Pluralistic Annotation of Cultural Weaponization on Wikipedia: A Multi-Annotator Case Study across Ukraine and Armenia
%A Hamdane, Camil
%A Perekhoda, Hanna
%A Boros, Emanuela
%A Prezioso, Stefanie
%A Tamrazyan, Hamest
%Y Xu, Shanshan
%Y T.Y.S.S., Santosh
%Y Kurniawan, Kemal
%Y Peng, Siyao
%Y Wallbridge, Sarenne
%Y Koto, Fajri
%Y Dziri, Nouha
%Y Plank, Barbara
%S Proceedings of the First Workshop on Pluralistic AI NLP: Diversity-aware, Sociotechnical, Responsible Alignment (PANDORA 2026)
%D 2026
%8 October
%I Association for Computational Linguistics
%C Budapest, Hungary
%@ 979-8-89176-484-2
%F hamdane-etal-2026-pluralistic
%U https://aclanthology.org/2026.pandora-1.5/
%P 105-120

%0 Conference Proceedings
%T Population-Grounded Evaluation of Multilingual LLM Alignment with European Societal Values
%A Solans Noguero, David
%A Luque, Jordi
%A Sant, Aleix
%Y Xu, Shanshan
%Y T.Y.S.S., Santosh
%Y Kurniawan, Kemal
%Y Peng, Siyao
%Y Wallbridge, Sarenne
%Y Koto, Fajri
%Y Dziri, Nouha
%Y Plank, Barbara
%S Proceedings of the First Workshop on Pluralistic AI NLP: Diversity-aware, Sociotechnical, Responsible Alignment (PANDORA 2026)
%D 2026
%8 October
%I Association for Computational Linguistics
%C Budapest, Hungary
%@ 979-8-89176-484-2
%F solans-noguero-etal-2026-population
%U https://aclanthology.org/2026.pandora-1.6/
%P 121-134

%0 Conference Proceedings
%T When Context Sensitivity Isn’t Enough: An Argument Against Likelihood-Based Probes for Evaluating LLM-Simulated Students
%A Pit, Pagnarith
%A Vylomova, Ekaterina
%Y Xu, Shanshan
%Y T.Y.S.S., Santosh
%Y Kurniawan, Kemal
%Y Peng, Siyao
%Y Wallbridge, Sarenne
%Y Koto, Fajri
%Y Dziri, Nouha
%Y Plank, Barbara
%S Proceedings of the First Workshop on Pluralistic AI NLP: Diversity-aware, Sociotechnical, Responsible Alignment (PANDORA 2026)
%D 2026
%8 October
%I Association for Computational Linguistics
%C Budapest, Hungary
%@ 979-8-89176-484-2
%F pit-vylomova-2026-context
%U https://aclanthology.org/2026.pandora-1.7/
%P 135-148

%0 Conference Proceedings
%T Better Reward Models Are Not Always Less Biased: Social Alignment Beyond Standard Reward Benchmarks
%A Ghazaryan, Gayane
%A Dönmez, Esra
%Y Xu, Shanshan
%Y T.Y.S.S., Santosh
%Y Kurniawan, Kemal
%Y Peng, Siyao
%Y Wallbridge, Sarenne
%Y Koto, Fajri
%Y Dziri, Nouha
%Y Plank, Barbara
%S Proceedings of the First Workshop on Pluralistic AI NLP: Diversity-aware, Sociotechnical, Responsible Alignment (PANDORA 2026)
%D 2026
%8 October
%I Association for Computational Linguistics
%C Budapest, Hungary
%@ 979-8-89176-484-2
%F ghazaryan-donmez-2026-better
%U https://aclanthology.org/2026.pandora-1.8/
%P 149-168

%0 Conference Proceedings
%T Alignment Sharpens Elicited Label Distributions under Logit and Sampled Elicitation
%A Tharakan, Christy Jacob
%A Tiku, Kohsheen
%Y Xu, Shanshan
%Y T.Y.S.S., Santosh
%Y Kurniawan, Kemal
%Y Peng, Siyao
%Y Wallbridge, Sarenne
%Y Koto, Fajri
%Y Dziri, Nouha
%Y Plank, Barbara
%S Proceedings of the First Workshop on Pluralistic AI NLP: Diversity-aware, Sociotechnical, Responsible Alignment (PANDORA 2026)
%D 2026
%8 October
%I Association for Computational Linguistics
%C Budapest, Hungary
%@ 979-8-89176-484-2
%F tharakan-tiku-2026-alignment
%U https://aclanthology.org/2026.pandora-1.9/
%P 169-190

%0 Conference Proceedings
%T Which Objectives Need a Dial? Predicting Objective Conflict and Covering Trade-offs in Steerable Pluralistic Alignment
%A Tsoi, David
%A Dönmez, Esra
%Y Xu, Shanshan
%Y T.Y.S.S., Santosh
%Y Kurniawan, Kemal
%Y Peng, Siyao
%Y Wallbridge, Sarenne
%Y Koto, Fajri
%Y Dziri, Nouha
%Y Plank, Barbara
%S Proceedings of the First Workshop on Pluralistic AI NLP: Diversity-aware, Sociotechnical, Responsible Alignment (PANDORA 2026)
%D 2026
%8 October
%I Association for Computational Linguistics
%C Budapest, Hungary
%@ 979-8-89176-484-2
%F tsoi-donmez-2026-objectives
%U https://aclanthology.org/2026.pandora-1.10/
%P 191-206

%0 Conference Proceedings
%T LatAm-RT:Toward Culturally Adaptive Red Teaming for AI Safety in Latin America
%A Romero, Roxana R.
%A Kim, Minwoo
%Y Xu, Shanshan
%Y T.Y.S.S., Santosh
%Y Kurniawan, Kemal
%Y Peng, Siyao
%Y Wallbridge, Sarenne
%Y Koto, Fajri
%Y Dziri, Nouha
%Y Plank, Barbara
%S Proceedings of the First Workshop on Pluralistic AI NLP: Diversity-aware, Sociotechnical, Responsible Alignment (PANDORA 2026)
%D 2026
%8 October
%I Association for Computational Linguistics
%C Budapest, Hungary
%@ 979-8-89176-484-2
%F romero-kim-2026-latam
%U https://aclanthology.org/2026.pandora-1.11/
%P 207-223

%0 Conference Proceedings
%T PersonaWeaver: Controllable Diversity Beyond Conventional Archetypes in Procedural Character Generation
%A Qraitem, Maan
%A Saenko, Kate
%A Plummer, Bryan A.
%Y Xu, Shanshan
%Y T.Y.S.S., Santosh
%Y Kurniawan, Kemal
%Y Peng, Siyao
%Y Wallbridge, Sarenne
%Y Koto, Fajri
%Y Dziri, Nouha
%Y Plank, Barbara
%S Proceedings of the First Workshop on Pluralistic AI NLP: Diversity-aware, Sociotechnical, Responsible Alignment (PANDORA 2026)
%D 2026
%8 October
%I Association for Computational Linguistics
%C Budapest, Hungary
%@ 979-8-89176-484-2
%F qraitem-etal-2026-personaweaver
%U https://aclanthology.org/2026.pandora-1.12/
%P 224-236

%0 Conference Proceedings
%T Explain Less, Understand More: Data-Efficient Personalization of Reader-Dependent Jargons
%A Wu, Bohao
%A Wang, Qingyun
%A Guo, Yue
%Y Xu, Shanshan
%Y T.Y.S.S., Santosh
%Y Kurniawan, Kemal
%Y Peng, Siyao
%Y Wallbridge, Sarenne
%Y Koto, Fajri
%Y Dziri, Nouha
%Y Plank, Barbara
%S Proceedings of the First Workshop on Pluralistic AI NLP: Diversity-aware, Sociotechnical, Responsible Alignment (PANDORA 2026)
%D 2026
%8 October
%I Association for Computational Linguistics
%C Budapest, Hungary
%@ 979-8-89176-484-2
%F wu-etal-2026-explain
%U https://aclanthology.org/2026.pandora-1.13/
%P 237-249

%0 Conference Proceedings
%T Evaluating with Disagreement: Metrics for Soft and Perspectivist Evaluation of Categorical and Ordinal Judgments
%A Rizzi, Giulia
%A Casola, Silvia
%A Fersini, Elisabetta
%A Leonardelli, Elisa
%A Plank, Barbara
%A Poesio, Massimo
%Y Xu, Shanshan
%Y T.Y.S.S., Santosh
%Y Kurniawan, Kemal
%Y Peng, Siyao
%Y Wallbridge, Sarenne
%Y Koto, Fajri
%Y Dziri, Nouha
%Y Plank, Barbara
%S Proceedings of the First Workshop on Pluralistic AI NLP: Diversity-aware, Sociotechnical, Responsible Alignment (PANDORA 2026)
%D 2026
%8 October
%I Association for Computational Linguistics
%C Budapest, Hungary
%@ 979-8-89176-484-2
%F rizzi-etal-2026-evaluating
%U https://aclanthology.org/2026.pandora-1.14/
%P 250-265

%0 Conference Proceedings
%T Understanding Cultural Alignment in Multilingual LLMs via Natural Debate Statements
%A Negru, Vlad Andrei
%A Lemnaru, Camelia
%A Surdeanu, Mihai
%A Potolea, Rodica
%Y Xu, Shanshan
%Y T.Y.S.S., Santosh
%Y Kurniawan, Kemal
%Y Peng, Siyao
%Y Wallbridge, Sarenne
%Y Koto, Fajri
%Y Dziri, Nouha
%Y Plank, Barbara
%S Proceedings of the First Workshop on Pluralistic AI NLP: Diversity-aware, Sociotechnical, Responsible Alignment (PANDORA 2026)
%D 2026
%8 October
%I Association for Computational Linguistics
%C Budapest, Hungary
%@ 979-8-89176-484-2
%F negru-etal-2026-understanding
%U https://aclanthology.org/2026.pandora-1.15/
%P 266-278

%0 Conference Proceedings
%T Whose Toxicity? Persona Conditioning and Model–Annotator Label Agreement by Gender in Indonesian Toxicity Classification
%A Pranida, Salsabila Zahirah
%A Karamolegkou, Antonia
%A Morales-Garzón, Andrea
%A Hershcovich, Daniel
%Y Xu, Shanshan
%Y T.Y.S.S., Santosh
%Y Kurniawan, Kemal
%Y Peng, Siyao
%Y Wallbridge, Sarenne
%Y Koto, Fajri
%Y Dziri, Nouha
%Y Plank, Barbara
%S Proceedings of the First Workshop on Pluralistic AI NLP: Diversity-aware, Sociotechnical, Responsible Alignment (PANDORA 2026)
%D 2026
%8 October
%I Association for Computational Linguistics
%C Budapest, Hungary
%@ 979-8-89176-484-2
%F pranida-etal-2026-whose
%U https://aclanthology.org/2026.pandora-1.16/
%P 279-300

%0 Conference Proceedings
%T Persona Prompting in Multimodal Urban Perception: Descriptive Convergence and Interpretive Variation
%A da Silva, Neemias B.
%A Ratto, Matt
%A Delgado, Myriam
%A Minetto, Rodrigo
%A Silver, Daniel
%A Silva, Thiago H.
%Y Xu, Shanshan
%Y T.Y.S.S., Santosh
%Y Kurniawan, Kemal
%Y Peng, Siyao
%Y Wallbridge, Sarenne
%Y Koto, Fajri
%Y Dziri, Nouha
%Y Plank, Barbara
%S Proceedings of the First Workshop on Pluralistic AI NLP: Diversity-aware, Sociotechnical, Responsible Alignment (PANDORA 2026)
%D 2026
%8 October
%I Association for Computational Linguistics
%C Budapest, Hungary
%@ 979-8-89176-484-2
%F da-silva-etal-2026-persona
%U https://aclanthology.org/2026.pandora-1.17/
%P 301-318

%0 Conference Proceedings
%T Toward a Culture Map of Chatbots: Evaluating LLM Understanding of Cross-Cultural Workplace Norms
%A Dubedout, Thomas
%A Bono, Carlo Alberto
%A Pierri, Francesco
%A Bernasconi, Anna
%Y Xu, Shanshan
%Y T.Y.S.S., Santosh
%Y Kurniawan, Kemal
%Y Peng, Siyao
%Y Wallbridge, Sarenne
%Y Koto, Fajri
%Y Dziri, Nouha
%Y Plank, Barbara
%S Proceedings of the First Workshop on Pluralistic AI NLP: Diversity-aware, Sociotechnical, Responsible Alignment (PANDORA 2026)
%D 2026
%8 October
%I Association for Computational Linguistics
%C Budapest, Hungary
%@ 979-8-89176-484-2
%F dubedout-etal-2026-toward
%U https://aclanthology.org/2026.pandora-1.18/
%P 319-333

%0 Conference Proceedings
%T Cultural Divergence Preservation: Diagnosing Flattening and Caricature in LLM-Simulated Survey Populations
%A Chae, Yeeun
%A Choi, Yewon
%A Lee, Seunghyun
%A Im, Il
%Y Xu, Shanshan
%Y T.Y.S.S., Santosh
%Y Kurniawan, Kemal
%Y Peng, Siyao
%Y Wallbridge, Sarenne
%Y Koto, Fajri
%Y Dziri, Nouha
%Y Plank, Barbara
%S Proceedings of the First Workshop on Pluralistic AI NLP: Diversity-aware, Sociotechnical, Responsible Alignment (PANDORA 2026)
%D 2026
%8 October
%I Association for Computational Linguistics
%C Budapest, Hungary
%@ 979-8-89176-484-2
%F chae-etal-2026-cultural
%U https://aclanthology.org/2026.pandora-1.19/
%P 334-347

%0 Conference Proceedings
%T BELIEFSIM: Towards Belief-Driven Simulation of Demographic Misinformation Susceptibility
%A Borah, Angana
%A Khan, Zohaib
%A Mihalcea, Rada
%A Perez-Rosas, Veronica
%Y Xu, Shanshan
%Y T.Y.S.S., Santosh
%Y Kurniawan, Kemal
%Y Peng, Siyao
%Y Wallbridge, Sarenne
%Y Koto, Fajri
%Y Dziri, Nouha
%Y Plank, Barbara
%S Proceedings of the First Workshop on Pluralistic AI NLP: Diversity-aware, Sociotechnical, Responsible Alignment (PANDORA 2026)
%D 2026
%8 October
%I Association for Computational Linguistics
%C Budapest, Hungary
%@ 979-8-89176-484-2
%F borah-etal-2026-beliefsim
%U https://aclanthology.org/2026.pandora-1.20/
%P 348-372

%0 Conference Proceedings
%T Evaluating Cultural Awareness of LLMs for Haitian Creole
%A Clervilsson, Christelle
%A Guo, Yanzhu
%Y Xu, Shanshan
%Y T.Y.S.S., Santosh
%Y Kurniawan, Kemal
%Y Peng, Siyao
%Y Wallbridge, Sarenne
%Y Koto, Fajri
%Y Dziri, Nouha
%Y Plank, Barbara
%S Proceedings of the First Workshop on Pluralistic AI NLP: Diversity-aware, Sociotechnical, Responsible Alignment (PANDORA 2026)
%D 2026
%8 October
%I Association for Computational Linguistics
%C Budapest, Hungary
%@ 979-8-89176-484-2
%F clervilsson-guo-2026-evaluating
%U https://aclanthology.org/2026.pandora-1.21/
%P 373-387

%0 Conference Proceedings
%T Plausible but Wrong: A Statistical Evaluation of GPT Models on High-Stakes Migration Statistics
%A Contreras, Hector
%A Annapureddy, Ravinithesh
%A Gatica-perez, Daniel
%Y Xu, Shanshan
%Y T.Y.S.S., Santosh
%Y Kurniawan, Kemal
%Y Peng, Siyao
%Y Wallbridge, Sarenne
%Y Koto, Fajri
%Y Dziri, Nouha
%Y Plank, Barbara
%S Proceedings of the First Workshop on Pluralistic AI NLP: Diversity-aware, Sociotechnical, Responsible Alignment (PANDORA 2026)
%D 2026
%8 October
%I Association for Computational Linguistics
%C Budapest, Hungary
%@ 979-8-89176-484-2
%F contreras-etal-2026-plausible
%U https://aclanthology.org/2026.pandora-1.22/
%P 388-403