@proceedings{nlperspectives-ws-2025-1,
    title = "Proceedings of the The 4th Workshop on Perspectivist Approaches to NLP",
    editor = "Abercrombie, Gavin  and
      Basile, Valerio  and
      Frenda, Simona  and
      Tonelli, Sara  and
      Dudy, Shiran",
    month = nov,
    year = "2025",
    address = "Suzhou, China",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/fix-old-resolve/2025.nlperspectives-1.0/",
    doi = "10.18653/v1/2025.nlperspectives-1.0",
    ISBN = "979-8-89176-350-0"
}
@inproceedings{pachinger-etal-2025-disaggregated,
    title = "A Disaggregated Dataset on {E}nglish Offensiveness Containing Spans",
    author = "Pachinger, Pia  and
      Goldzycher, Janis  and
      Planitzer, Anna M.  and
      Neidhardt, Julia  and
      Hanbury, Allan",
    editor = "Abercrombie, Gavin  and
      Basile, Valerio  and
      Frenda, Simona  and
      Tonelli, Sara  and
      Dudy, Shiran",
    booktitle = "Proceedings of the The 4th Workshop on Perspectivist Approaches to NLP",
    month = nov,
    year = "2025",
    address = "Suzhou, China",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/fix-old-resolve/2025.nlperspectives-1.1/",
    doi = "10.18653/v1/2025.nlperspectives-1.1",
    pages = "1--14",
    ISBN = "979-8-89176-350-0"
}
@inproceedings{javadi-etal-2025-cinemetric,
    title = "{CINEMETRIC}: A Framework for Multi-Perspective Evaluation of Conversational Agents using Human-{AI} Collaboration",
    author = "Javadi, Vahid Sadiri  and
      Abedin, Zain Ul  and
      Flek, Lucie",
    editor = "Abercrombie, Gavin  and
      Basile, Valerio  and
      Frenda, Simona  and
      Tonelli, Sara  and
      Dudy, Shiran",
    booktitle = "Proceedings of the The 4th Workshop on Perspectivist Approaches to NLP",
    month = nov,
    year = "2025",
    address = "Suzhou, China",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/fix-old-resolve/2025.nlperspectives-1.2/",
    doi = "10.18653/v1/2025.nlperspectives-1.2",
    pages = "15--26",
    ISBN = "979-8-89176-350-0"
}
@inproceedings{balestrucci-etal-2025-towards,
    title = "Towards a Perspectivist Understanding of Irony through Rhetorical Figures",
    author = "Balestrucci, Pier Felice  and
      Oliverio, Michael  and
      Chierchiello, Elisa  and
      Di Palma, Eliana  and
      Anselma, Luca  and
      Basile, Valerio  and
      Bosco, Cristina  and
      Mazzei, Alessandro  and
      Patti, Viviana",
    editor = "Abercrombie, Gavin  and
      Basile, Valerio  and
      Frenda, Simona  and
      Tonelli, Sara  and
      Dudy, Shiran",
    booktitle = "Proceedings of the The 4th Workshop on Perspectivist Approaches to NLP",
    month = nov,
    year = "2025",
    address = "Suzhou, China",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/fix-old-resolve/2025.nlperspectives-1.3/",
    doi = "10.18653/v1/2025.nlperspectives-1.3",
    pages = "27--36",
    ISBN = "979-8-89176-350-0"
}
@inproceedings{jayaweera-dorr-2025-disagreement,
    title = "From Disagreement to Understanding: The Case for Ambiguity Detection in {NLI}",
    author = "Jayaweera, Chathuri  and
      Dorr, Bonnie J.",
    editor = "Abercrombie, Gavin  and
      Basile, Valerio  and
      Frenda, Simona  and
      Tonelli, Sara  and
      Dudy, Shiran",
    booktitle = "Proceedings of the The 4th Workshop on Perspectivist Approaches to NLP",
    month = nov,
    year = "2025",
    address = "Suzhou, China",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/fix-old-resolve/2025.nlperspectives-1.4/",
    doi = "10.18653/v1/2025.nlperspectives-1.4",
    pages = "37--46",
    ISBN = "979-8-89176-350-0"
}
@inproceedings{fleisig-etal-2025-balancing,
    title = "Balancing Quality and Variation: Spam Filtering Distorts Data Label Distributions",
    author = "Fleisig, Eve  and
      Orlikowski, Matthias  and
      Cimiano, Philipp  and
      Klein, Dan",
    editor = "Abercrombie, Gavin  and
      Basile, Valerio  and
      Frenda, Simona  and
      Tonelli, Sara  and
      Dudy, Shiran",
    booktitle = "Proceedings of the The 4th Workshop on Perspectivist Approaches to NLP",
    month = nov,
    year = "2025",
    address = "Suzhou, China",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/fix-old-resolve/2025.nlperspectives-1.5/",
    doi = "10.18653/v1/2025.nlperspectives-1.5",
    pages = "47--62",
    ISBN = "979-8-89176-350-0"
}
@inproceedings{abercrombie-etal-2025-consistency,
    title = "Consistency is Key: Disentangling Label Variation in Natural Language Processing with Intra-Annotator Agreement",
    author = "Abercrombie, Gavin  and
      Dinkar, Tanvi  and
      Cercas Curry, Amanda  and
      Rieser, Verena  and
      Hovy, Dirk",
    editor = "Abercrombie, Gavin  and
      Basile, Valerio  and
      Frenda, Simona  and
      Tonelli, Sara  and
      Dudy, Shiran",
    booktitle = "Proceedings of the The 4th Workshop on Perspectivist Approaches to NLP",
    month = nov,
    year = "2025",
    address = "Suzhou, China",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/fix-old-resolve/2025.nlperspectives-1.6/",
    doi = "10.18653/v1/2025.nlperspectives-1.6",
    pages = "63--74",
    ISBN = "979-8-89176-350-0"
}
@inproceedings{gruber-etal-2025-revisiting,
    title = "Revisiting Active Learning under (Human) Label Variation",
    author = {Gruber, Cornelia  and
      Alber, Helen  and
      Bischl, Bernd  and
      Kauermann, G{\"o}ran  and
      Plank, Barbara  and
      A{\ss}enmacher, Matthias},
    editor = "Abercrombie, Gavin  and
      Basile, Valerio  and
      Frenda, Simona  and
      Tonelli, Sara  and
      Dudy, Shiran",
    booktitle = "Proceedings of the The 4th Workshop on Perspectivist Approaches to NLP",
    month = nov,
    year = "2025",
    address = "Suzhou, China",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/fix-old-resolve/2025.nlperspectives-1.7/",
    doi = "10.18653/v1/2025.nlperspectives-1.7",
    pages = "75--86",
    ISBN = "979-8-89176-350-0"
}
@inproceedings{huang-etal-2025-weak,
    title = "Weak Ensemble Learning from Multiple Annotators for Subjective Text Classification",
    author = "Huang, Ziyi  and
      Abeynayake, N. R.  and
      Cui, Xia",
    editor = "Abercrombie, Gavin  and
      Basile, Valerio  and
      Frenda, Simona  and
      Tonelli, Sara  and
      Dudy, Shiran",
    booktitle = "Proceedings of the The 4th Workshop on Perspectivist Approaches to NLP",
    month = nov,
    year = "2025",
    address = "Suzhou, China",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/fix-old-resolve/2025.nlperspectives-1.8/",
    doi = "10.18653/v1/2025.nlperspectives-1.8",
    pages = "87--99",
    ISBN = "979-8-89176-350-0"
}
@inproceedings{eckman-etal-2025-aligning,
    title = "Aligning {NLP} Models with Target Population Perspectives using {PAIR}: Population-Aligned Instance Replication",
    author = "Eckman, Stephanie  and
      Ma, Bolei  and
      Kern, Christoph  and
      Chew, Rob  and
      Plank, Barbara  and
      Kreuter, Frauke",
    editor = "Abercrombie, Gavin  and
      Basile, Valerio  and
      Frenda, Simona  and
      Tonelli, Sara  and
      Dudy, Shiran",
    booktitle = "Proceedings of the The 4th Workshop on Perspectivist Approaches to NLP",
    month = nov,
    year = "2025",
    address = "Suzhou, China",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/fix-old-resolve/2025.nlperspectives-1.9/",
    doi = "10.18653/v1/2025.nlperspectives-1.9",
    pages = "100--110",
    ISBN = "979-8-89176-350-0"
}
@inproceedings{ignatev-etal-2025-hypernetworks,
    title = "Hypernetworks for Perspectivist Adaptation",
    author = "Ignatev, Daniil  and
      Paperno, Denis  and
      Poesio, Massimo",
    editor = "Abercrombie, Gavin  and
      Basile, Valerio  and
      Frenda, Simona  and
      Tonelli, Sara  and
      Dudy, Shiran",
    booktitle = "Proceedings of the The 4th Workshop on Perspectivist Approaches to NLP",
    month = nov,
    year = "2025",
    address = "Suzhou, China",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/fix-old-resolve/2025.nlperspectives-1.10/",
    doi = "10.18653/v1/2025.nlperspectives-1.10",
    pages = "111--122",
    ISBN = "979-8-89176-350-0"
}
@inproceedings{zhang-jaitly-2025-sage,
    title = "{SAGE}: Steering Dialog Generation with Future-Aware State-Action Augmentation",
    author = "Zhang, Yizhe  and
      Jaitly, Navdeep",
    editor = "Abercrombie, Gavin  and
      Basile, Valerio  and
      Frenda, Simona  and
      Tonelli, Sara  and
      Dudy, Shiran",
    booktitle = "Proceedings of the The 4th Workshop on Perspectivist Approaches to NLP",
    month = nov,
    year = "2025",
    address = "Suzhou, China",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/fix-old-resolve/2025.nlperspectives-1.11/",
    doi = "10.18653/v1/2025.nlperspectives-1.11",
    pages = "123--132",
    ISBN = "979-8-89176-350-0"
}
@inproceedings{jesus-etal-2025-calibration,
    title = "Calibration as a Proxy for Fairness and Efficiency in a Perspectivist Ensemble Approach to Irony Detection",
    author = "Jesus, Samuel B.  and
      Dal Bianco, Guilherme  and
      Junior, Wanderlei  and
      Basile, Valerio  and
      Gon{\c{c}}alves, Marcos Andr{\'e}",
    editor = "Abercrombie, Gavin  and
      Basile, Valerio  and
      Frenda, Simona  and
      Tonelli, Sara  and
      Dudy, Shiran",
    booktitle = "Proceedings of the The 4th Workshop on Perspectivist Approaches to NLP",
    month = nov,
    year = "2025",
    address = "Suzhou, China",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/fix-old-resolve/2025.nlperspectives-1.12/",
    doi = "10.18653/v1/2025.nlperspectives-1.12",
    pages = "133--141",
    ISBN = "979-8-89176-350-0"
}
@inproceedings{arsenteva-etal-2025-non,
    title = "Non-directive corpus annotation to reveal individual perspectives with underspecified guidelines: the case of mental workload",
    author = "Arsenteva, Iuliia  and
      Dubois, Caroline  and
      Le Goff, Philippe  and
      Plantin, Sylvie  and
      Tanguy, Ludovic",
    editor = "Abercrombie, Gavin  and
      Basile, Valerio  and
      Frenda, Simona  and
      Tonelli, Sara  and
      Dudy, Shiran",
    booktitle = "Proceedings of the The 4th Workshop on Perspectivist Approaches to NLP",
    month = nov,
    year = "2025",
    address = "Suzhou, China",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/fix-old-resolve/2025.nlperspectives-1.13/",
    doi = "10.18653/v1/2025.nlperspectives-1.13",
    pages = "142--152",
    ISBN = "979-8-89176-350-0"
}
@inproceedings{ruiz-etal-2025-bon,
    title = "{B}o{N} Appetit Team at {L}e{W}i{D}i-2025: Best-of-N Test-time Scaling Can Not Stomach Annotation Disagreements (Yet)",
    author = "Ruiz, Tomas  and
      Peng, Siyao  and
      Plank, Barbara  and
      Schwemmer, Carsten",
    editor = "Abercrombie, Gavin  and
      Basile, Valerio  and
      Frenda, Simona  and
      Tonelli, Sara  and
      Dudy, Shiran",
    booktitle = "Proceedings of the The 4th Workshop on Perspectivist Approaches to NLP",
    month = nov,
    year = "2025",
    address = "Suzhou, China",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/fix-old-resolve/2025.nlperspectives-1.14/",
    doi = "10.18653/v1/2025.nlperspectives-1.14",
    pages = "153--170",
    ISBN = "979-8-89176-350-0"
}
@inproceedings{ignatev-etal-2025-demeva,
    title = "{D}e{M}e{V}a at {L}e{W}i{D}i-2025: Modeling Perspectives with In-Context Learning and Label Distribution Learning",
    author = "Ignatev, Daniil  and
      Li, Nan  and
      Wong, Hugh Mee  and
      Dang, Anh  and
      Yaschuk, Shane Kaszefski",
    editor = "Abercrombie, Gavin  and
      Basile, Valerio  and
      Frenda, Simona  and
      Tonelli, Sara  and
      Dudy, Shiran",
    booktitle = "Proceedings of the The 4th Workshop on Perspectivist Approaches to NLP",
    month = nov,
    year = "2025",
    address = "Suzhou, China",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/fix-old-resolve/2025.nlperspectives-1.15/",
    doi = "10.18653/v1/2025.nlperspectives-1.15",
    pages = "171--181",
    ISBN = "979-8-89176-350-0"
}
@inproceedings{leonardelli-etal-2025-lewidi,
    title = "{L}e{W}i{D}i-2025 at {NLP}erspectives: Third Edition of the Learning with Disagreements Shared Task",
    author = "Leonardelli, Elisa  and
      Casola, Silvia  and
      Peng, Siyao  and
      Rizzi, Giulia  and
      Basile, Valerio  and
      Fersini, Elisabetta  and
      Frassinelli, Diego  and
      Jang, Hyewon  and
      Pavlovic, Maja  and
      Plank, Barbara  and
      Poesio, Massimo",
    editor = "Abercrombie, Gavin  and
      Basile, Valerio  and
      Frenda, Simona  and
      Tonelli, Sara  and
      Dudy, Shiran",
    booktitle = "Proceedings of the The 4th Workshop on Perspectivist Approaches to NLP",
    month = nov,
    year = "2025",
    address = "Suzhou, China",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/fix-old-resolve/2025.nlperspectives-1.16/",
    doi = "10.18653/v1/2025.nlperspectives-1.16",
    pages = "182--195",
    ISBN = "979-8-89176-350-0"
}
@inproceedings{sawkar-etal-2025-lpi,
    title = "{LPI}-{RIT} at {L}e{W}i{D}i-2025: Improving Distributional Predictions via Metadata and Loss Reweighting with {D}is{C}o",
    author = "Sawkar, Mandira  and
      Shetty, Samay U.  and
      Pandita, Deepak  and
      Weerasooriya, Tharindu Cyril  and
      Homan, Christopher M.",
    editor = "Abercrombie, Gavin  and
      Basile, Valerio  and
      Frenda, Simona  and
      Tonelli, Sara  and
      Dudy, Shiran",
    booktitle = "Proceedings of the The 4th Workshop on Perspectivist Approaches to NLP",
    month = nov,
    year = "2025",
    address = "Suzhou, China",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/fix-old-resolve/2025.nlperspectives-1.17/",
    doi = "10.18653/v1/2025.nlperspectives-1.17",
    pages = "196--207",
    ISBN = "979-8-89176-350-0"
}
@inproceedings{sawkar-etal-2025-mcmaster,
    title = "{M}c{M}aster at {L}e{W}i{D}i-2025: Demographic-Aware {R}o{BERT}a",
    author = "Sanghani, Aadi  and
      Azadi, Sarvin  and
      Jethra, Virendra  and
      Welch, Charles",
    editor = "Abercrombie, Gavin  and
      Basile, Valerio  and
      Frenda, Simona  and
      Tonelli, Sara  and
      Dudy, Shiran",
    booktitle = "Proceedings of the The 4th Workshop on Perspectivist Approaches to NLP",
    month = nov,
    year = "2025",
    address = "Suzhou, China",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/fix-old-resolve/2025.nlperspectives-1.18/",
    doi = "10.18653/v1/2025.nlperspectives-1.18",
    pages = "208--218",
    ISBN = "979-8-89176-350-0"
}
@inproceedings{sarumi-etal-2025-nlp,
    title = "{NLP}-{R}es{T}eam at {L}e{W}i{D}i-2025:Performance Shifts in Perspective Aware Models based on Evaluation Metrics",
    author = "Sarumi, Olufunke O.  and
      Welch, Charles  and
      Braun, Daniel",
    editor = "Abercrombie, Gavin  and
      Basile, Valerio  and
      Frenda, Simona  and
      Tonelli, Sara  and
      Dudy, Shiran",
    booktitle = "Proceedings of the The 4th Workshop on Perspectivist Approaches to NLP",
    month = nov,
    year = "2025",
    address = "Suzhou, China",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/fix-old-resolve/2025.nlperspectives-1.19/",
    doi = "10.18653/v1/2025.nlperspectives-1.19",
    pages = "219--227",
    ISBN = "979-8-89176-350-0"
}
@inproceedings{sorensen-choi-2025-opt,
    title = "Opt-{ICL} at {L}e{W}i{D}i-2025: Maximizing In-Context Signal from Rater Examples via Meta-Learning",
    author = "Sorensen, Taylor  and
      Choi, Yejin",
    editor = "Abercrombie, Gavin  and
      Basile, Valerio  and
      Frenda, Simona  and
      Tonelli, Sara  and
      Dudy, Shiran",
    booktitle = "Proceedings of the The 4th Workshop on Perspectivist Approaches to NLP",
    month = nov,
    year = "2025",
    address = "Suzhou, China",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/fix-old-resolve/2025.nlperspectives-1.20/",
    doi = "10.18653/v1/2025.nlperspectives-1.20",
    pages = "228--241",
    ISBN = "979-8-89176-350-0"
}
@inproceedings{huang-etal-2025-promotiongo,
    title = "{P}romotion{G}o at {L}e{W}i{D}i-2025: Enhancing Multilingual Irony Detection with Data-Augmented Ensembles and {L}1 Loss",
    author = "Huang, Ziyi  and
      Abeynayake, N. R.  and
      Cui, Xia",
    editor = "Abercrombie, Gavin  and
      Basile, Valerio  and
      Frenda, Simona  and
      Tonelli, Sara  and
      Dudy, Shiran",
    booktitle = "Proceedings of the The 4th Workshop on Perspectivist Approaches to NLP",
    month = nov,
    year = "2025",
    address = "Suzhou, China",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/fix-old-resolve/2025.nlperspectives-1.21/",
    doi = "10.18653/v1/2025.nlperspectives-1.21",
    pages = "242--248",
    ISBN = "979-8-89176-350-0"
}
@inproceedings{nguyen-thin-2025-twinhter,
    title = "twinhter at {L}e{W}i{D}i-2025: Integrating Annotator Perspectives into {BERT} for Learning with Disagreements",
    author = "Nguyen, Nguyen Huu Dang  and
      Thin, Dang Van",
    editor = "Abercrombie, Gavin  and
      Basile, Valerio  and
      Frenda, Simona  and
      Tonelli, Sara  and
      Dudy, Shiran",
    booktitle = "Proceedings of the The 4th Workshop on Perspectivist Approaches to NLP",
    month = nov,
    year = "2025",
    address = "Suzhou, China",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/fix-old-resolve/2025.nlperspectives-1.22/",
    doi = "10.18653/v1/2025.nlperspectives-1.22",
    pages = "249--255",
    ISBN = "979-8-89176-350-0"
}
@inproceedings{staliunaite-vlachos-2025-uncertain,
    title = "Uncertain (Mis)Takes at {L}e{W}i{D}i-2025: Modeling Human Label Variation With Semantic Entropy",
    author = "Stali{\={u}}nait{\.{e}}, Ieva Raminta  and
      Vlachos, Andreas",
    editor = "Abercrombie, Gavin  and
      Basile, Valerio  and
      Frenda, Simona  and
      Tonelli, Sara  and
      Dudy, Shiran",
    booktitle = "Proceedings of the The 4th Workshop on Perspectivist Approaches to NLP",
    month = nov,
    year = "2025",
    address = "Suzhou, China",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/fix-old-resolve/2025.nlperspectives-1.23/",
    doi = "10.18653/v1/2025.nlperspectives-1.23",
    pages = "256--262",
    ISBN = "979-8-89176-350-0"
}