@proceedings{uncertainlp-2026-main,
    title = "The Proceedings of the Third Workshop on Uncertainty-Aware {NLP}",
    editor = {Aziz, Wilker  and
      Berant, Jonathan  and
      Eikema, Bryan  and
      Ilia, Evgenia  and
      de Marneffe, Marie-Catherine  and
      Plank, Barbara  and
      Shelmanov, Artem  and
      Swayamdipta, Swabha  and
      Tiedemann, J{\"o}rg  and
      Vazhentsev, Artem  and
      V{\'a}zquez, Ra{\'u}l  and
      Zerva, Chrysoula},
    month = oct,
    year = "2026",
    address = "Budapest, Hungary",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.uncertainlp-main.0/",
    ISBN = "979-8-89176-486-6"
}
@inproceedings{flores-etal-2026-confident,
    title = "Confident in a Confidence Score: Investigating the Sensitivity of the Calibration of Confidence Scores to Supervised Fine-Tuning in Generation Tasks",
    author = "Flores, Lorenzo Jaime Yu  and
      Spinoso-Di Piano, Cesare  and
      Cheung, Jackie Chi Kit",
    editor = {Aziz, Wilker  and
      Berant, Jonathan  and
      Eikema, Bryan  and
      Ilia, Evgenia  and
      de Marneffe, Marie-Catherine  and
      Plank, Barbara  and
      Shelmanov, Artem  and
      Swayamdipta, Swabha  and
      Tiedemann, J{\"o}rg  and
      Vazhentsev, Artem  and
      V{\'a}zquez, Ra{\'u}l  and
      Zerva, Chrysoula},
    booktitle = "The Proceedings of the Third Workshop on Uncertainty-Aware {NLP}",
    month = oct,
    year = "2026",
    address = "Budapest, Hungary",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.uncertainlp-main.1/",
    pages = "1--18",
    ISBN = "979-8-89176-486-6"
}
@inproceedings{braunschweiler-etal-2026-tokenization,
    title = "Tokenization Risk as a Control Signal for Adaptive {RAG}",
    author = "Braunschweiler, Norbert  and
      Doddipatla, Rama  and
      Collier, Nigel",
    editor = {Aziz, Wilker  and
      Berant, Jonathan  and
      Eikema, Bryan  and
      Ilia, Evgenia  and
      de Marneffe, Marie-Catherine  and
      Plank, Barbara  and
      Shelmanov, Artem  and
      Swayamdipta, Swabha  and
      Tiedemann, J{\"o}rg  and
      Vazhentsev, Artem  and
      V{\'a}zquez, Ra{\'u}l  and
      Zerva, Chrysoula},
    booktitle = "The Proceedings of the Third Workshop on Uncertainty-Aware {NLP}",
    month = oct,
    year = "2026",
    address = "Budapest, Hungary",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.uncertainlp-main.2/",
    pages = "19--29",
    ISBN = "979-8-89176-486-6"
}
@inproceedings{sudhi-etal-2026-attentioncd,
    title = "{A}ttention{CD}: Reducing Factuality Hallucinations in Large Language Models using Task-specific Head-based Contrastive Decoding",
    author = "Sudhi, Viju  and
      Stodden, Regina  and
      Cimiano, Philipp",
    editor = {Aziz, Wilker  and
      Berant, Jonathan  and
      Eikema, Bryan  and
      Ilia, Evgenia  and
      de Marneffe, Marie-Catherine  and
      Plank, Barbara  and
      Shelmanov, Artem  and
      Swayamdipta, Swabha  and
      Tiedemann, J{\"o}rg  and
      Vazhentsev, Artem  and
      V{\'a}zquez, Ra{\'u}l  and
      Zerva, Chrysoula},
    booktitle = "The Proceedings of the Third Workshop on Uncertainty-Aware {NLP}",
    month = oct,
    year = "2026",
    address = "Budapest, Hungary",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.uncertainlp-main.3/",
    pages = "30--47",
    ISBN = "979-8-89176-486-6"
}
@inproceedings{kissling-etal-2026-self,
    title = "Self-Aware Knowledge Probing: Evaluating Language Models' Relational Knowledge through Confidence Calibration",
    author = "Kissling, Christopher  and
      Merdjanovska, Elena  and
      Akbik, Alan",
    editor = {Aziz, Wilker  and
      Berant, Jonathan  and
      Eikema, Bryan  and
      Ilia, Evgenia  and
      de Marneffe, Marie-Catherine  and
      Plank, Barbara  and
      Shelmanov, Artem  and
      Swayamdipta, Swabha  and
      Tiedemann, J{\"o}rg  and
      Vazhentsev, Artem  and
      V{\'a}zquez, Ra{\'u}l  and
      Zerva, Chrysoula},
    booktitle = "The Proceedings of the Third Workshop on Uncertainty-Aware {NLP}",
    month = oct,
    year = "2026",
    address = "Budapest, Hungary",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.uncertainlp-main.4/",
    pages = "48--60",
    ISBN = "979-8-89176-486-6"
}
@inproceedings{yu-etal-2026-step,
    title = "{STEP}: Soft Trajectory Estimation of Prediction Correctness via Per-Step Probability Scoring",
    author = "Yu, Chenyang  and
      Zeng, Zifan  and
      Zhang, Qunli  and
      Liu, Feng",
    editor = {Aziz, Wilker  and
      Berant, Jonathan  and
      Eikema, Bryan  and
      Ilia, Evgenia  and
      de Marneffe, Marie-Catherine  and
      Plank, Barbara  and
      Shelmanov, Artem  and
      Swayamdipta, Swabha  and
      Tiedemann, J{\"o}rg  and
      Vazhentsev, Artem  and
      V{\'a}zquez, Ra{\'u}l  and
      Zerva, Chrysoula},
    booktitle = "The Proceedings of the Third Workshop on Uncertainty-Aware {NLP}",
    month = oct,
    year = "2026",
    address = "Budapest, Hungary",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.uncertainlp-main.5/",
    pages = "61--72",
    ISBN = "979-8-89176-486-6"
}
@inproceedings{sanz-guerrero-von-der-wense-2026-calibration,
    title = "Calibration as a First-Class Criterion in {LLM} Evaluation",
    author = "Sanz-Guerrero, Mario  and
      von der Wense, Katharina",
    editor = {Aziz, Wilker  and
      Berant, Jonathan  and
      Eikema, Bryan  and
      Ilia, Evgenia  and
      de Marneffe, Marie-Catherine  and
      Plank, Barbara  and
      Shelmanov, Artem  and
      Swayamdipta, Swabha  and
      Tiedemann, J{\"o}rg  and
      Vazhentsev, Artem  and
      V{\'a}zquez, Ra{\'u}l  and
      Zerva, Chrysoula},
    booktitle = "The Proceedings of the Third Workshop on Uncertainty-Aware {NLP}",
    month = oct,
    year = "2026",
    address = "Budapest, Hungary",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.uncertainlp-main.6/",
    pages = "73--80",
    ISBN = "979-8-89176-486-6"
}
@inproceedings{chaz-rivera-etal-2026-idiomatic,
    title = "Idiomatic Blind Spots in Discrete Diffusion Models",
    author = "Chaz Rivera, Joshua  and
      Gripon, Vincent  and
      Pasdeloup, Bastien",
    editor = {Aziz, Wilker  and
      Berant, Jonathan  and
      Eikema, Bryan  and
      Ilia, Evgenia  and
      de Marneffe, Marie-Catherine  and
      Plank, Barbara  and
      Shelmanov, Artem  and
      Swayamdipta, Swabha  and
      Tiedemann, J{\"o}rg  and
      Vazhentsev, Artem  and
      V{\'a}zquez, Ra{\'u}l  and
      Zerva, Chrysoula},
    booktitle = "The Proceedings of the Third Workshop on Uncertainty-Aware {NLP}",
    month = oct,
    year = "2026",
    address = "Budapest, Hungary",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.uncertainlp-main.7/",
    pages = "81--93",
    ISBN = "979-8-89176-486-6"
}
@inproceedings{ranjan-trivedi-etal-2026-trajectory,
    title = "Trajectory-Triggered Sparse Collaborative Decoding",
    author = "Ranjan Trivedi, Amit  and
      Surineni, Sruthikesh  and
      Ho Lee, Kyong  and
      Mittal, Mohit  and
      Li, Steven  and
      Hill, Rex",
    editor = {Aziz, Wilker  and
      Berant, Jonathan  and
      Eikema, Bryan  and
      Ilia, Evgenia  and
      de Marneffe, Marie-Catherine  and
      Plank, Barbara  and
      Shelmanov, Artem  and
      Swayamdipta, Swabha  and
      Tiedemann, J{\"o}rg  and
      Vazhentsev, Artem  and
      V{\'a}zquez, Ra{\'u}l  and
      Zerva, Chrysoula},
    booktitle = "The Proceedings of the Third Workshop on Uncertainty-Aware {NLP}",
    month = oct,
    year = "2026",
    address = "Budapest, Hungary",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.uncertainlp-main.8/",
    pages = "94--110",
    ISBN = "979-8-89176-486-6"
}
@inproceedings{rucker-etal-2026-selected,
    title = "{S}elect{ED}: Selective {LLM} Refinement for Entity Disambiguation",
    author = {R{\"u}cker, Susanna  and
      Reinicke, Alexander  and
      Akbik, Alan},
    editor = {Aziz, Wilker  and
      Berant, Jonathan  and
      Eikema, Bryan  and
      Ilia, Evgenia  and
      de Marneffe, Marie-Catherine  and
      Plank, Barbara  and
      Shelmanov, Artem  and
      Swayamdipta, Swabha  and
      Tiedemann, J{\"o}rg  and
      Vazhentsev, Artem  and
      V{\'a}zquez, Ra{\'u}l  and
      Zerva, Chrysoula},
    booktitle = "The Proceedings of the Third Workshop on Uncertainty-Aware {NLP}",
    month = oct,
    year = "2026",
    address = "Budapest, Hungary",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.uncertainlp-main.9/",
    pages = "111--137",
    ISBN = "979-8-89176-486-6"
}
@inproceedings{miyaji-valdenegro-toro-2026-rethinking,
    title = "Rethinking Aleatoric Uncertainty: Partitioning Irreducible States for Large Language Model Agents",
    author = "Miyaji, Renato Okabayashi  and
      Valdenegro-Toro, Matias",
    editor = {Aziz, Wilker  and
      Berant, Jonathan  and
      Eikema, Bryan  and
      Ilia, Evgenia  and
      de Marneffe, Marie-Catherine  and
      Plank, Barbara  and
      Shelmanov, Artem  and
      Swayamdipta, Swabha  and
      Tiedemann, J{\"o}rg  and
      Vazhentsev, Artem  and
      V{\'a}zquez, Ra{\'u}l  and
      Zerva, Chrysoula},
    booktitle = "The Proceedings of the Third Workshop on Uncertainty-Aware {NLP}",
    month = oct,
    year = "2026",
    address = "Budapest, Hungary",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.uncertainlp-main.10/",
    pages = "138--161",
    ISBN = "979-8-89176-486-6"
}
@inproceedings{muller-etal-2026-semantic,
    title = "Semantic Calibration Prevails Where Token Confidence Fails: Benchmarking Long-Form Scientific {QA}",
    author = {M{\"u}ller, Philip  and
      Popovi{\v{c}}, Nicholas  and
      F{\"a}rber, Michael  and
      Steinbach, Peter},
    editor = {Aziz, Wilker  and
      Berant, Jonathan  and
      Eikema, Bryan  and
      Ilia, Evgenia  and
      de Marneffe, Marie-Catherine  and
      Plank, Barbara  and
      Shelmanov, Artem  and
      Swayamdipta, Swabha  and
      Tiedemann, J{\"o}rg  and
      Vazhentsev, Artem  and
      V{\'a}zquez, Ra{\'u}l  and
      Zerva, Chrysoula},
    booktitle = "The Proceedings of the Third Workshop on Uncertainty-Aware {NLP}",
    month = oct,
    year = "2026",
    address = "Budapest, Hungary",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.uncertainlp-main.11/",
    pages = "162--200",
    ISBN = "979-8-89176-486-6"
}
@inproceedings{murjani-etal-2026-variance,
    title = "The Variance of a Judge: Zero-Variance Rewards by Deterministic Regression",
    author = "Murjani, Kabir  and
      Vyas, Parth  and
      Abrol, Akshita  and
      Gupta, Rajesh  and
      Tanwar, Sudeep  and
      Wang, Zhengkui",
    editor = {Aziz, Wilker  and
      Berant, Jonathan  and
      Eikema, Bryan  and
      Ilia, Evgenia  and
      de Marneffe, Marie-Catherine  and
      Plank, Barbara  and
      Shelmanov, Artem  and
      Swayamdipta, Swabha  and
      Tiedemann, J{\"o}rg  and
      Vazhentsev, Artem  and
      V{\'a}zquez, Ra{\'u}l  and
      Zerva, Chrysoula},
    booktitle = "The Proceedings of the Third Workshop on Uncertainty-Aware {NLP}",
    month = oct,
    year = "2026",
    address = "Budapest, Hungary",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.uncertainlp-main.12/",
    pages = "201--218",
    ISBN = "979-8-89176-486-6"
}
@inproceedings{arakkal-remesh-etal-2026-detection,
    title = "Detection of parametric or contextual knowledge: are the schemas similar across modalities?",
    author = "Arakkal Remesh, Binesh  and
      Gerald, Thomas  and
      Guinaudeau, Camille  and
      Ghannay, Sahar  and
      Feillet, Eva",
    editor = {Aziz, Wilker  and
      Berant, Jonathan  and
      Eikema, Bryan  and
      Ilia, Evgenia  and
      de Marneffe, Marie-Catherine  and
      Plank, Barbara  and
      Shelmanov, Artem  and
      Swayamdipta, Swabha  and
      Tiedemann, J{\"o}rg  and
      Vazhentsev, Artem  and
      V{\'a}zquez, Ra{\'u}l  and
      Zerva, Chrysoula},
    booktitle = "The Proceedings of the Third Workshop on Uncertainty-Aware {NLP}",
    month = oct,
    year = "2026",
    address = "Budapest, Hungary",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.uncertainlp-main.13/",
    pages = "219--234",
    ISBN = "979-8-89176-486-6"
}
@inproceedings{kanjirangat-etal-2026-credal,
    title = "Credal Ensembles for Uncertainty Quantification in {LLM}s",
    author = "Kanjirangat, Vani  and
      William Lithgow-Serrano, Oscar  and
      Antonucci, Alessandro",
    editor = {Aziz, Wilker  and
      Berant, Jonathan  and
      Eikema, Bryan  and
      Ilia, Evgenia  and
      de Marneffe, Marie-Catherine  and
      Plank, Barbara  and
      Shelmanov, Artem  and
      Swayamdipta, Swabha  and
      Tiedemann, J{\"o}rg  and
      Vazhentsev, Artem  and
      V{\'a}zquez, Ra{\'u}l  and
      Zerva, Chrysoula},
    booktitle = "The Proceedings of the Third Workshop on Uncertainty-Aware {NLP}",
    month = oct,
    year = "2026",
    address = "Budapest, Hungary",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.uncertainlp-main.14/",
    pages = "235--244",
    ISBN = "979-8-89176-486-6"
}
@inproceedings{xia-etal-2026-calibration,
    title = "Calibration Is Not Enough: Evaluating Confidence Estimation Under Language Variations",
    author = "Xia, Yuxi  and
      Ulmer, Dennis  and
      Blevins, Terra  and
      Liu, Yihong  and
      Schuetze, Hinrich  and
      Roth, Benjamin",
    editor = {Aziz, Wilker  and
      Berant, Jonathan  and
      Eikema, Bryan  and
      Ilia, Evgenia  and
      de Marneffe, Marie-Catherine  and
      Plank, Barbara  and
      Shelmanov, Artem  and
      Swayamdipta, Swabha  and
      Tiedemann, J{\"o}rg  and
      Vazhentsev, Artem  and
      V{\'a}zquez, Ra{\'u}l  and
      Zerva, Chrysoula},
    booktitle = "The Proceedings of the Third Workshop on Uncertainty-Aware {NLP}",
    month = oct,
    year = "2026",
    address = "Budapest, Hungary",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.uncertainlp-main.15/",
    pages = "245--274",
    ISBN = "979-8-89176-486-6"
}
@inproceedings{jang-etal-2026-explicit,
    title = "Explicit State Gating and Implicit Refusal for Unreadable Scene Text",
    author = "Jang, Dayeon  and
      Bae, Yuseok  and
      Yun, Kimin",
    editor = {Aziz, Wilker  and
      Berant, Jonathan  and
      Eikema, Bryan  and
      Ilia, Evgenia  and
      de Marneffe, Marie-Catherine  and
      Plank, Barbara  and
      Shelmanov, Artem  and
      Swayamdipta, Swabha  and
      Tiedemann, J{\"o}rg  and
      Vazhentsev, Artem  and
      V{\'a}zquez, Ra{\'u}l  and
      Zerva, Chrysoula},
    booktitle = "The Proceedings of the Third Workshop on Uncertainty-Aware {NLP}",
    month = oct,
    year = "2026",
    address = "Budapest, Hungary",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.uncertainlp-main.16/",
    pages = "275--279",
    ISBN = "979-8-89176-486-6"
}
@inproceedings{karthick-t-etal-2026-temporal,
    title = "The Temporal Tug-of-War: Visualizing and Detecting {RAG} Conflicts in Diffusion Models via Trajectory Variance",
    author = "Karthick T, Sravan  and
      Darshan, Pranav  and
      A, Pranav  and
      Moharir, Minal  and
      Yamshchikov, Ivan P.",
    editor = {Aziz, Wilker  and
      Berant, Jonathan  and
      Eikema, Bryan  and
      Ilia, Evgenia  and
      de Marneffe, Marie-Catherine  and
      Plank, Barbara  and
      Shelmanov, Artem  and
      Swayamdipta, Swabha  and
      Tiedemann, J{\"o}rg  and
      Vazhentsev, Artem  and
      V{\'a}zquez, Ra{\'u}l  and
      Zerva, Chrysoula},
    booktitle = "The Proceedings of the Third Workshop on Uncertainty-Aware {NLP}",
    month = oct,
    year = "2026",
    address = "Budapest, Hungary",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.uncertainlp-main.17/",
    pages = "280--288",
    ISBN = "979-8-89176-486-6"
}
@inproceedings{forster-arnedillo-sanchez-2026-fast,
    title = "{FAST}-Eval and {FAST}-{L}o{RA}: Uncertainty Evaluation Framework and Low-Rank Adaptation for Finding Attributes with Supporting Text",
    author = "Forster, Samuel  and
      Arnedillo-S{\'a}nchez, Inmaculada",
    editor = {Aziz, Wilker  and
      Berant, Jonathan  and
      Eikema, Bryan  and
      Ilia, Evgenia  and
      de Marneffe, Marie-Catherine  and
      Plank, Barbara  and
      Shelmanov, Artem  and
      Swayamdipta, Swabha  and
      Tiedemann, J{\"o}rg  and
      Vazhentsev, Artem  and
      V{\'a}zquez, Ra{\'u}l  and
      Zerva, Chrysoula},
    booktitle = "The Proceedings of the Third Workshop on Uncertainty-Aware {NLP}",
    month = oct,
    year = "2026",
    address = "Budapest, Hungary",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.uncertainlp-main.18/",
    pages = "289--300",
    ISBN = "979-8-89176-486-6"
}
@inproceedings{braun-etal-2026-two,
    title = "Two Lawyers, Three Opinions: Can Output-Based {LLM} Uncertainty Find the Cases Where Experts Disagree?",
    author = "Braun, Laura  and
      A{\ss}enmacher, Matthias  and
      Hohenadler, Martin  and
      Kauermann, Goeran",
    editor = {Aziz, Wilker  and
      Berant, Jonathan  and
      Eikema, Bryan  and
      Ilia, Evgenia  and
      de Marneffe, Marie-Catherine  and
      Plank, Barbara  and
      Shelmanov, Artem  and
      Swayamdipta, Swabha  and
      Tiedemann, J{\"o}rg  and
      Vazhentsev, Artem  and
      V{\'a}zquez, Ra{\'u}l  and
      Zerva, Chrysoula},
    booktitle = "The Proceedings of the Third Workshop on Uncertainty-Aware {NLP}",
    month = oct,
    year = "2026",
    address = "Budapest, Hungary",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.uncertainlp-main.19/",
    pages = "301--311",
    ISBN = "979-8-89176-486-6"
}
@inproceedings{reiter-etal-2026-reliable,
    title = "Reliable but Design-Sensitive: Instrument Uncertainty in {LLM} Annotation",
    author = "Reiter, Thomas  and
      Kern, Christoph  and
      Miasnikov, Fedor  and
      Nikolenko, Sofiia  and
      Chew, Rob  and
      Eckman, Stephanie  and
      Kreuter, Frauke",
    editor = {Aziz, Wilker  and
      Berant, Jonathan  and
      Eikema, Bryan  and
      Ilia, Evgenia  and
      de Marneffe, Marie-Catherine  and
      Plank, Barbara  and
      Shelmanov, Artem  and
      Swayamdipta, Swabha  and
      Tiedemann, J{\"o}rg  and
      Vazhentsev, Artem  and
      V{\'a}zquez, Ra{\'u}l  and
      Zerva, Chrysoula},
    booktitle = "The Proceedings of the Third Workshop on Uncertainty-Aware {NLP}",
    month = oct,
    year = "2026",
    address = "Budapest, Hungary",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.uncertainlp-main.20/",
    pages = "312--327",
    ISBN = "979-8-89176-486-6"
}
@inproceedings{tuerlings-valdenegro-toro-2026-verbalized,
    title = "Verbalized Uncertainty in Coding {LLM}s: A Contamination-Aware Study of Confidence Calibration",
    author = "Tuerlings, Hunter  and
      Valdenegro-Toro, Matias",
    editor = {Aziz, Wilker  and
      Berant, Jonathan  and
      Eikema, Bryan  and
      Ilia, Evgenia  and
      de Marneffe, Marie-Catherine  and
      Plank, Barbara  and
      Shelmanov, Artem  and
      Swayamdipta, Swabha  and
      Tiedemann, J{\"o}rg  and
      Vazhentsev, Artem  and
      V{\'a}zquez, Ra{\'u}l  and
      Zerva, Chrysoula},
    booktitle = "The Proceedings of the Third Workshop on Uncertainty-Aware {NLP}",
    month = oct,
    year = "2026",
    address = "Budapest, Hungary",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.uncertainlp-main.21/",
    pages = "328--355",
    ISBN = "979-8-89176-486-6"
}
@inproceedings{staliunaite-etal-2026-role,
    title = "The Role of Ambiguity in Error Prediction via Uncertainty Quantification",
    author = "Staliunaite, Ieva Raminta  and
      Bishop, James  and
      Vlachos, Andreas",
    editor = {Aziz, Wilker  and
      Berant, Jonathan  and
      Eikema, Bryan  and
      Ilia, Evgenia  and
      de Marneffe, Marie-Catherine  and
      Plank, Barbara  and
      Shelmanov, Artem  and
      Swayamdipta, Swabha  and
      Tiedemann, J{\"o}rg  and
      Vazhentsev, Artem  and
      V{\'a}zquez, Ra{\'u}l  and
      Zerva, Chrysoula},
    booktitle = "The Proceedings of the Third Workshop on Uncertainty-Aware {NLP}",
    month = oct,
    year = "2026",
    address = "Budapest, Hungary",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.uncertainlp-main.22/",
    pages = "356--380",
    ISBN = "979-8-89176-486-6"
}
@inproceedings{kim-etal-2026-uncertainty,
    title = "Uncertainty Meets Conformance: A Process Mining-based Multi-Objective Evaluation for Clinical Reasoning using {LLM}s",
    author = "Kim, Seon  and
      Lee, Jeong-woo  and
      Hoon Kong, Tae  and
      Kim, Jongchan",
    editor = {Aziz, Wilker  and
      Berant, Jonathan  and
      Eikema, Bryan  and
      Ilia, Evgenia  and
      de Marneffe, Marie-Catherine  and
      Plank, Barbara  and
      Shelmanov, Artem  and
      Swayamdipta, Swabha  and
      Tiedemann, J{\"o}rg  and
      Vazhentsev, Artem  and
      V{\'a}zquez, Ra{\'u}l  and
      Zerva, Chrysoula},
    booktitle = "The Proceedings of the Third Workshop on Uncertainty-Aware {NLP}",
    month = oct,
    year = "2026",
    address = "Budapest, Hungary",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.uncertainlp-main.23/",
    pages = "381--389",
    ISBN = "979-8-89176-486-6"
}
@inproceedings{yang-etal-2026-deeplook,
    title = "{D}eep{L}ook: Uncertainty-Guided Branching with Lookahead Confidence for Efficient Reasoning",
    author = "Yang, Tingxin  and
      Wang, Zefeng  and
      Wang, Mengyue  and
      Bi, Jinhe  and
      Zhou, Xingcheng  and
      Tresp, Volker  and
      Ma, Yunpu",
    editor = {Aziz, Wilker  and
      Berant, Jonathan  and
      Eikema, Bryan  and
      Ilia, Evgenia  and
      de Marneffe, Marie-Catherine  and
      Plank, Barbara  and
      Shelmanov, Artem  and
      Swayamdipta, Swabha  and
      Tiedemann, J{\"o}rg  and
      Vazhentsev, Artem  and
      V{\'a}zquez, Ra{\'u}l  and
      Zerva, Chrysoula},
    booktitle = "The Proceedings of the Third Workshop on Uncertainty-Aware {NLP}",
    month = oct,
    year = "2026",
    address = "Budapest, Hungary",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.uncertainlp-main.24/",
    pages = "390--407",
    ISBN = "979-8-89176-486-6"
}
@inproceedings{pejcinovic-etal-2026-isnt,
    title = "``But Isn{'}t It All Just Semantics?'' The Importance of Evaluating Uncertainty, Reliability, and Random Effects",
    author = "Pejcinovic, Katarina  and
      Casilio, Marianne  and
      Gale, Robert C  and
      Fergadiotis, Gerasimos  and
      Bedrick, Steven",
    editor = {Aziz, Wilker  and
      Berant, Jonathan  and
      Eikema, Bryan  and
      Ilia, Evgenia  and
      de Marneffe, Marie-Catherine  and
      Plank, Barbara  and
      Shelmanov, Artem  and
      Swayamdipta, Swabha  and
      Tiedemann, J{\"o}rg  and
      Vazhentsev, Artem  and
      V{\'a}zquez, Ra{\'u}l  and
      Zerva, Chrysoula},
    booktitle = "The Proceedings of the Third Workshop on Uncertainty-Aware {NLP}",
    month = oct,
    year = "2026",
    address = "Budapest, Hungary",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.uncertainlp-main.25/",
    pages = "408--419",
    ISBN = "979-8-89176-486-6"
}
@inproceedings{parvatikar-2026-constrained,
    title = "Constrained Decoding Can Reverse Which Inputs Look Uncertain",
    author = "Parvatikar, Mayur",
    editor = {Aziz, Wilker  and
      Berant, Jonathan  and
      Eikema, Bryan  and
      Ilia, Evgenia  and
      de Marneffe, Marie-Catherine  and
      Plank, Barbara  and
      Shelmanov, Artem  and
      Swayamdipta, Swabha  and
      Tiedemann, J{\"o}rg  and
      Vazhentsev, Artem  and
      V{\'a}zquez, Ra{\'u}l  and
      Zerva, Chrysoula},
    booktitle = "The Proceedings of the Third Workshop on Uncertainty-Aware {NLP}",
    month = oct,
    year = "2026",
    address = "Budapest, Hungary",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.uncertainlp-main.26/",
    pages = "420--426",
    ISBN = "979-8-89176-486-6"
}
@inproceedings{vazquez-etal-2026-overview,
    title = "Overview of {SHROOM}-Visions 2026: A Shared Task on Hallucination Detection in Large Vision-Language Models",
    author = {V{\'a}zquez, Ra{\'u}l  and
      Sinha, Aman  and
      Li, Chuyuan  and
      Shelmanov, Artem  and
      Vazhentsev, Artem  and
      Savelli, Claudio  and
      Cal{\`o}, Eduardo  and
      Raimond, Emilio  and
      Frank, Stella  and
      Luo, Hengyu  and
      Giobergia, Flavio  and
      Segonne, Vincent  and
      Vaiani, Lorenzo  and
      Tiedemann, J{\"o}rg  and
      Mickus, Timothee},
    editor = {Aziz, Wilker  and
      Berant, Jonathan  and
      Eikema, Bryan  and
      Ilia, Evgenia  and
      de Marneffe, Marie-Catherine  and
      Plank, Barbara  and
      Shelmanov, Artem  and
      Swayamdipta, Swabha  and
      Tiedemann, J{\"o}rg  and
      Vazhentsev, Artem  and
      V{\'a}zquez, Ra{\'u}l  and
      Zerva, Chrysoula},
    booktitle = "The Proceedings of the Third Workshop on Uncertainty-Aware {NLP}",
    month = oct,
    year = "2026",
    address = "Budapest, Hungary",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.uncertainlp-main.27/",
    pages = "427--452",
    ISBN = "979-8-89176-486-6"
}
@inproceedings{eshuijs-etal-2026-honest,
    title = "But what is your honest answer? Aiding {LLM}-judges with honest alternatives using steering vectors",
    author = "Eshuijs, Leon  and
      Chaudhury, Archie  and
      McBeth, Alan  and
      Nguyen, Ethan",
    editor = {Aziz, Wilker  and
      Berant, Jonathan  and
      Eikema, Bryan  and
      Ilia, Evgenia  and
      de Marneffe, Marie-Catherine  and
      Plank, Barbara  and
      Shelmanov, Artem  and
      Swayamdipta, Swabha  and
      Tiedemann, J{\"o}rg  and
      Vazhentsev, Artem  and
      V{\'a}zquez, Ra{\'u}l  and
      Zerva, Chrysoula},
    booktitle = "The Proceedings of the Third Workshop on Uncertainty-Aware {NLP}",
    month = oct,
    year = "2026",
    address = "Budapest, Hungary",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.uncertainlp-main.28/",
    pages = "453--474",
    ISBN = "979-8-89176-486-6"
}
@inproceedings{rayhanul-masud-parvez-2026-tame,
    title = "{TAME}: Token Attribution and Masking for Emergent misalignment",
    author = "Rayhanul Masud, Md  and
      Parvez, Md Rizwan",
    editor = {Aziz, Wilker  and
      Berant, Jonathan  and
      Eikema, Bryan  and
      Ilia, Evgenia  and
      de Marneffe, Marie-Catherine  and
      Plank, Barbara  and
      Shelmanov, Artem  and
      Swayamdipta, Swabha  and
      Tiedemann, J{\"o}rg  and
      Vazhentsev, Artem  and
      V{\'a}zquez, Ra{\'u}l  and
      Zerva, Chrysoula},
    booktitle = "The Proceedings of the Third Workshop on Uncertainty-Aware {NLP}",
    month = oct,
    year = "2026",
    address = "Budapest, Hungary",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.uncertainlp-main.29/",
    pages = "475--480",
    ISBN = "979-8-89176-486-6"
}
@inproceedings{wedda-valdenegro-toro-2026-overlap,
    title = "Overlap-Based {OOD} Detection in Closed-Book Question Answering",
    author = "Wedda, Dries  and
      Valdenegro-Toro, Matias",
    editor = {Aziz, Wilker  and
      Berant, Jonathan  and
      Eikema, Bryan  and
      Ilia, Evgenia  and
      de Marneffe, Marie-Catherine  and
      Plank, Barbara  and
      Shelmanov, Artem  and
      Swayamdipta, Swabha  and
      Tiedemann, J{\"o}rg  and
      Vazhentsev, Artem  and
      V{\'a}zquez, Ra{\'u}l  and
      Zerva, Chrysoula},
    booktitle = "The Proceedings of the Third Workshop on Uncertainty-Aware {NLP}",
    month = oct,
    year = "2026",
    address = "Budapest, Hungary",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.uncertainlp-main.30/",
    pages = "481--494",
    ISBN = "979-8-89176-486-6"
}
@inproceedings{chen-etal-2026-uncertainty-aware-fact,
    title = "Uncertainty-Aware Fact Checking with {LLM}s",
    author = "Chen, Yulin  and
      Mukherjee, Shubhalaxmi  and
      Murukannaiah, Pradeep K.",
    editor = {Aziz, Wilker  and
      Berant, Jonathan  and
      Eikema, Bryan  and
      Ilia, Evgenia  and
      de Marneffe, Marie-Catherine  and
      Plank, Barbara  and
      Shelmanov, Artem  and
      Swayamdipta, Swabha  and
      Tiedemann, J{\"o}rg  and
      Vazhentsev, Artem  and
      V{\'a}zquez, Ra{\'u}l  and
      Zerva, Chrysoula},
    booktitle = "The Proceedings of the Third Workshop on Uncertainty-Aware {NLP}",
    month = oct,
    year = "2026",
    address = "Budapest, Hungary",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.uncertainlp-main.31/",
    pages = "495--517",
    ISBN = "979-8-89176-486-6"
}
@inproceedings{partalidou-etal-2026-pixels,
    title = "From Pixels to Tokens: Adaptive {LLM} Decoding and Reliability Analysis with Otsu Thresholding",
    author = "Partalidou, Eleni  and
      Passali, Tatiana  and
      Zerva, Chrysoula  and
      Tsoumakas, Grigorios  and
      Ananiadou, Sophia",
    editor = {Aziz, Wilker  and
      Berant, Jonathan  and
      Eikema, Bryan  and
      Ilia, Evgenia  and
      de Marneffe, Marie-Catherine  and
      Plank, Barbara  and
      Shelmanov, Artem  and
      Swayamdipta, Swabha  and
      Tiedemann, J{\"o}rg  and
      Vazhentsev, Artem  and
      V{\'a}zquez, Ra{\'u}l  and
      Zerva, Chrysoula},
    booktitle = "The Proceedings of the Third Workshop on Uncertainty-Aware {NLP}",
    month = oct,
    year = "2026",
    address = "Budapest, Hungary",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.uncertainlp-main.32/",
    pages = "518--543",
    ISBN = "979-8-89176-486-6"
}
@inproceedings{proskurina-etal-2026-sure,
    title = "Are You Sure You{'}re Sure? On the Impact of Instruction Tuning on Confidence and Lexical Diversity",
    author = "Proskurina, Irina  and
      Kumar, Mayank  and
      Olabisi Komolafe, Oyindolapo",
    editor = {Aziz, Wilker  and
      Berant, Jonathan  and
      Eikema, Bryan  and
      Ilia, Evgenia  and
      de Marneffe, Marie-Catherine  and
      Plank, Barbara  and
      Shelmanov, Artem  and
      Swayamdipta, Swabha  and
      Tiedemann, J{\"o}rg  and
      Vazhentsev, Artem  and
      V{\'a}zquez, Ra{\'u}l  and
      Zerva, Chrysoula},
    booktitle = "The Proceedings of the Third Workshop on Uncertainty-Aware {NLP}",
    month = oct,
    year = "2026",
    address = "Budapest, Hungary",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.uncertainlp-main.33/",
    pages = "544--554",
    ISBN = "979-8-89176-486-6"
}
@inproceedings{mandiga-etal-2026-paraphrase,
    title = "Paraphrase-Induced Retrieval Instability: Systematic Measurement and the Limits of Inference-Time Mitigation",
    author = "Mandiga, Aravind  and
      Li, Guoming  and
      Lu, Jin",
    editor = {Aziz, Wilker  and
      Berant, Jonathan  and
      Eikema, Bryan  and
      Ilia, Evgenia  and
      de Marneffe, Marie-Catherine  and
      Plank, Barbara  and
      Shelmanov, Artem  and
      Swayamdipta, Swabha  and
      Tiedemann, J{\"o}rg  and
      Vazhentsev, Artem  and
      V{\'a}zquez, Ra{\'u}l  and
      Zerva, Chrysoula},
    booktitle = "The Proceedings of the Third Workshop on Uncertainty-Aware {NLP}",
    month = oct,
    year = "2026",
    address = "Budapest, Hungary",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.uncertainlp-main.34/",
    pages = "555--569",
    ISBN = "979-8-89176-486-6"
}
@inproceedings{negi-etal-2026-large,
    title = "Large Language Models as Automatic Annotators and Annotation Adjudicators for Fine-Grained Opinion Analysis",
    author = "Negi, Gaurav  and
      Waskow, M.A.  and
      McCrae, John Philip  and
      Zayed, Omnia  and
      Buitelaar, Paul",
    editor = {Aziz, Wilker  and
      Berant, Jonathan  and
      Eikema, Bryan  and
      Ilia, Evgenia  and
      de Marneffe, Marie-Catherine  and
      Plank, Barbara  and
      Shelmanov, Artem  and
      Swayamdipta, Swabha  and
      Tiedemann, J{\"o}rg  and
      Vazhentsev, Artem  and
      V{\'a}zquez, Ra{\'u}l  and
      Zerva, Chrysoula},
    booktitle = "The Proceedings of the Third Workshop on Uncertainty-Aware {NLP}",
    month = oct,
    year = "2026",
    address = "Budapest, Hungary",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.uncertainlp-main.35/",
    pages = "570--589",
    ISBN = "979-8-89176-486-6"
}
@inproceedings{nikita-etal-2026-brave,
    title = "{BRAVE}: Budget-Aware Reflective {A}uto{P}rompting for Efficient Evolutionary Prompt Optimization",
    author = "Nikita, Kulin  and
      Viktor, Zhuravlev  and
      Artur, Khairullin  and
      Muravyov, Sergey  and
      Makarov, Ilya  and
      Sukhorukov, Daniil",
    editor = {Aziz, Wilker  and
      Berant, Jonathan  and
      Eikema, Bryan  and
      Ilia, Evgenia  and
      de Marneffe, Marie-Catherine  and
      Plank, Barbara  and
      Shelmanov, Artem  and
      Swayamdipta, Swabha  and
      Tiedemann, J{\"o}rg  and
      Vazhentsev, Artem  and
      V{\'a}zquez, Ra{\'u}l  and
      Zerva, Chrysoula},
    booktitle = "The Proceedings of the Third Workshop on Uncertainty-Aware {NLP}",
    month = oct,
    year = "2026",
    address = "Budapest, Hungary",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.uncertainlp-main.36/",
    pages = "590--617",
    ISBN = "979-8-89176-486-6"
}
@inproceedings{nayan-bala-2026-quantization,
    title = "Does Quantization Change What Agreement Means? A Paired Audit of Homogeneous {LLM} Panels",
    author = "Nayan Bala, Ananto",
    editor = {Aziz, Wilker  and
      Berant, Jonathan  and
      Eikema, Bryan  and
      Ilia, Evgenia  and
      de Marneffe, Marie-Catherine  and
      Plank, Barbara  and
      Shelmanov, Artem  and
      Swayamdipta, Swabha  and
      Tiedemann, J{\"o}rg  and
      Vazhentsev, Artem  and
      V{\'a}zquez, Ra{\'u}l  and
      Zerva, Chrysoula},
    booktitle = "The Proceedings of the Third Workshop on Uncertainty-Aware {NLP}",
    month = oct,
    year = "2026",
    address = "Budapest, Hungary",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.uncertainlp-main.37/",
    pages = "618--624",
    ISBN = "979-8-89176-486-6"
}
@inproceedings{kuramoto-etal-2026-counts,
    title = "What Counts as Hallucination? A Scoping Review of Tasks, Symptoms, and Convergence Expectations in {LLM} Research",
    author = "Kuramoto, Toshiki  and
      Kamei, Ryohei  and
      Suzuki, Jun",
    editor = {Aziz, Wilker  and
      Berant, Jonathan  and
      Eikema, Bryan  and
      Ilia, Evgenia  and
      de Marneffe, Marie-Catherine  and
      Plank, Barbara  and
      Shelmanov, Artem  and
      Swayamdipta, Swabha  and
      Tiedemann, J{\"o}rg  and
      Vazhentsev, Artem  and
      V{\'a}zquez, Ra{\'u}l  and
      Zerva, Chrysoula},
    booktitle = "The Proceedings of the Third Workshop on Uncertainty-Aware {NLP}",
    month = oct,
    year = "2026",
    address = "Budapest, Hungary",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.uncertainlp-main.38/",
    pages = "625--656",
    ISBN = "979-8-89176-486-6"
}
@inproceedings{kalbaliyev-sirts-2026-refer,
    title = "Refer, Infer, or Abstain: Investigating Latent Skill Selection of Large Language Models under Contextual Question Answering Uncertainty",
    author = "Kalbaliyev, Emil  and
      Sirts, Kairit",
    editor = {Aziz, Wilker  and
      Berant, Jonathan  and
      Eikema, Bryan  and
      Ilia, Evgenia  and
      de Marneffe, Marie-Catherine  and
      Plank, Barbara  and
      Shelmanov, Artem  and
      Swayamdipta, Swabha  and
      Tiedemann, J{\"o}rg  and
      Vazhentsev, Artem  and
      V{\'a}zquez, Ra{\'u}l  and
      Zerva, Chrysoula},
    booktitle = "The Proceedings of the Third Workshop on Uncertainty-Aware {NLP}",
    month = oct,
    year = "2026",
    address = "Budapest, Hungary",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.uncertainlp-main.39/",
    pages = "657--671",
    ISBN = "979-8-89176-486-6"
}
@inproceedings{moore-etal-2026-tracing,
    title = "Tracing Recurrent and Emergent Hallucination Patterns in Decomposed Text-to-{SQL} Generation",
    author = "Moore, Hayden  and
      Verma, Abhinav  and
      Dutt, Anshuman",
    editor = {Aziz, Wilker  and
      Berant, Jonathan  and
      Eikema, Bryan  and
      Ilia, Evgenia  and
      de Marneffe, Marie-Catherine  and
      Plank, Barbara  and
      Shelmanov, Artem  and
      Swayamdipta, Swabha  and
      Tiedemann, J{\"o}rg  and
      Vazhentsev, Artem  and
      V{\'a}zquez, Ra{\'u}l  and
      Zerva, Chrysoula},
    booktitle = "The Proceedings of the Third Workshop on Uncertainty-Aware {NLP}",
    month = oct,
    year = "2026",
    address = "Budapest, Hungary",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.uncertainlp-main.40/",
    pages = "672--682",
    ISBN = "979-8-89176-486-6"
}
@inproceedings{andrade-etal-2026-beyond,
    title = "Beyond Global Calibration: Analyzing Class-Specific Miscalibration and High-Confidence Errors in Text Classification",
    author = "Andrade, Claudio Mois{\'e}s Valiense de  and
      Fonseca, Guilherme  and
      Cunha, Washington  and
      Fran{\c{c}}a, Celso  and
      Pagano, Adriana Silvina  and
      Rocha, Leonardo Chaves Dutra da  and
      Andr{\'e} Gon{\c{c}}alves, Marcos",
    editor = {Aziz, Wilker  and
      Berant, Jonathan  and
      Eikema, Bryan  and
      Ilia, Evgenia  and
      de Marneffe, Marie-Catherine  and
      Plank, Barbara  and
      Shelmanov, Artem  and
      Swayamdipta, Swabha  and
      Tiedemann, J{\"o}rg  and
      Vazhentsev, Artem  and
      V{\'a}zquez, Ra{\'u}l  and
      Zerva, Chrysoula},
    booktitle = "The Proceedings of the Third Workshop on Uncertainty-Aware {NLP}",
    month = oct,
    year = "2026",
    address = "Budapest, Hungary",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.uncertainlp-main.41/",
    pages = "683--692",
    ISBN = "979-8-89176-486-6"
}
@inproceedings{tripathy-2026-confidence,
    title = "Confidence Drift During Task-Specific Language Model Fine-Tuning",
    author = "Tripathy, Soham",
    editor = {Aziz, Wilker  and
      Berant, Jonathan  and
      Eikema, Bryan  and
      Ilia, Evgenia  and
      de Marneffe, Marie-Catherine  and
      Plank, Barbara  and
      Shelmanov, Artem  and
      Swayamdipta, Swabha  and
      Tiedemann, J{\"o}rg  and
      Vazhentsev, Artem  and
      V{\'a}zquez, Ra{\'u}l  and
      Zerva, Chrysoula},
    booktitle = "The Proceedings of the Third Workshop on Uncertainty-Aware {NLP}",
    month = oct,
    year = "2026",
    address = "Budapest, Hungary",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.uncertainlp-main.42/",
    pages = "693--703",
    ISBN = "979-8-89176-486-6"
}
@inproceedings{skorski-2026-moral,
    title = "Moral Entropy: Auditing Bias and Uncertainty in Moral Judgment",
    author = "Skorski, Maciej",
    editor = {Aziz, Wilker  and
      Berant, Jonathan  and
      Eikema, Bryan  and
      Ilia, Evgenia  and
      de Marneffe, Marie-Catherine  and
      Plank, Barbara  and
      Shelmanov, Artem  and
      Swayamdipta, Swabha  and
      Tiedemann, J{\"o}rg  and
      Vazhentsev, Artem  and
      V{\'a}zquez, Ra{\'u}l  and
      Zerva, Chrysoula},
    booktitle = "The Proceedings of the Third Workshop on Uncertainty-Aware {NLP}",
    month = oct,
    year = "2026",
    address = "Budapest, Hungary",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.uncertainlp-main.43/",
    pages = "704--714",
    ISBN = "979-8-89176-486-6"
}
@inproceedings{vo-2026-team,
    title = "Team {H}alluci{N}auts at {SHROOM}-Visions: Anchor-Preserving Dual-Resolution Grounding for Fine-Grained Vision Hallucination Detection",
    author = "Vo, Khang Nhat Hoang",
    editor = {Aziz, Wilker  and
      Berant, Jonathan  and
      Eikema, Bryan  and
      Ilia, Evgenia  and
      de Marneffe, Marie-Catherine  and
      Plank, Barbara  and
      Shelmanov, Artem  and
      Swayamdipta, Swabha  and
      Tiedemann, J{\"o}rg  and
      Vazhentsev, Artem  and
      V{\'a}zquez, Ra{\'u}l  and
      Zerva, Chrysoula},
    booktitle = "The Proceedings of the Third Workshop on Uncertainty-Aware {NLP}",
    month = oct,
    year = "2026",
    address = "Budapest, Hungary",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.uncertainlp-main.44/",
    pages = "715--721",
    ISBN = "979-8-89176-486-6"
}
@inproceedings{yamin-etal-2026-dynamos-shroom,
    title = "Dynamos at {SHROOM}-Visions: Metric-Aligned Token Tagging and Ensembles for Multilingual Vision-Language Hallucination-Span Detection",
    author = "Yamin, Muhammad  and
      Wahid, Sheikh Abdul  and
      Arshad, Ali",
    editor = {Aziz, Wilker  and
      Berant, Jonathan  and
      Eikema, Bryan  and
      Ilia, Evgenia  and
      de Marneffe, Marie-Catherine  and
      Plank, Barbara  and
      Shelmanov, Artem  and
      Swayamdipta, Swabha  and
      Tiedemann, J{\"o}rg  and
      Vazhentsev, Artem  and
      V{\'a}zquez, Ra{\'u}l  and
      Zerva, Chrysoula},
    booktitle = "The Proceedings of the Third Workshop on Uncertainty-Aware {NLP}",
    month = oct,
    year = "2026",
    address = "Budapest, Hungary",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.uncertainlp-main.45/",
    pages = "722--728",
    ISBN = "979-8-89176-486-6"
}
@inproceedings{harish-2026-sparse,
    title = "Sparse-Positive Hallucination Evaluation Entangles Detection and Prevalence",
    author = "Harish, Srinivas",
    editor = {Aziz, Wilker  and
      Berant, Jonathan  and
      Eikema, Bryan  and
      Ilia, Evgenia  and
      de Marneffe, Marie-Catherine  and
      Plank, Barbara  and
      Shelmanov, Artem  and
      Swayamdipta, Swabha  and
      Tiedemann, J{\"o}rg  and
      Vazhentsev, Artem  and
      V{\'a}zquez, Ra{\'u}l  and
      Zerva, Chrysoula},
    booktitle = "The Proceedings of the Third Workshop on Uncertainty-Aware {NLP}",
    month = oct,
    year = "2026",
    address = "Budapest, Hungary",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.uncertainlp-main.46/",
    pages = "729--733",
    ISBN = "979-8-89176-486-6"
}
@inproceedings{fernandes-2026-usp-shroom,
    title = "{USP} at {SHROOM}-Visions: Why Informative Proxy Visual Signals Do Not Localize Hallucinated Spans",
    author = "Fernandes, Rafael M.",
    editor = {Aziz, Wilker  and
      Berant, Jonathan  and
      Eikema, Bryan  and
      Ilia, Evgenia  and
      de Marneffe, Marie-Catherine  and
      Plank, Barbara  and
      Shelmanov, Artem  and
      Swayamdipta, Swabha  and
      Tiedemann, J{\"o}rg  and
      Vazhentsev, Artem  and
      V{\'a}zquez, Ra{\'u}l  and
      Zerva, Chrysoula},
    booktitle = "The Proceedings of the Third Workshop on Uncertainty-Aware {NLP}",
    month = oct,
    year = "2026",
    address = "Budapest, Hungary",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.uncertainlp-main.47/",
    pages = "734--742",
    ISBN = "979-8-89176-486-6"
}
@inproceedings{jeong-etal-2026-caml,
    title = "{CAML} at {SHROOM}-Visions: Competency-Aware Intermediate-Layer Readouts for Multilingual Hallucination Localization",
    author = "Jeong, Jiwon  and
      Yun, Kimin  and
      Bae, Yuseok",
    editor = {Aziz, Wilker  and
      Berant, Jonathan  and
      Eikema, Bryan  and
      Ilia, Evgenia  and
      de Marneffe, Marie-Catherine  and
      Plank, Barbara  and
      Shelmanov, Artem  and
      Swayamdipta, Swabha  and
      Tiedemann, J{\"o}rg  and
      Vazhentsev, Artem  and
      V{\'a}zquez, Ra{\'u}l  and
      Zerva, Chrysoula},
    booktitle = "The Proceedings of the Third Workshop on Uncertainty-Aware {NLP}",
    month = oct,
    year = "2026",
    address = "Budapest, Hungary",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.uncertainlp-main.48/",
    pages = "743--749",
    ISBN = "979-8-89176-486-6"
}
@inproceedings{shehryar-2026-irums,
    title = "Irums at {SHROOM}-Visions 2026: When One Fix Doesn{'}t Fit All {---} Category-Aware Hallucination Span Detection",
    author = "Shehryar, Irum",
    editor = {Aziz, Wilker  and
      Berant, Jonathan  and
      Eikema, Bryan  and
      Ilia, Evgenia  and
      de Marneffe, Marie-Catherine  and
      Plank, Barbara  and
      Shelmanov, Artem  and
      Swayamdipta, Swabha  and
      Tiedemann, J{\"o}rg  and
      Vazhentsev, Artem  and
      V{\'a}zquez, Ra{\'u}l  and
      Zerva, Chrysoula},
    booktitle = "The Proceedings of the Third Workshop on Uncertainty-Aware {NLP}",
    month = oct,
    year = "2026",
    address = "Budapest, Hungary",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.uncertainlp-main.49/",
    pages = "750--759",
    ISBN = "979-8-89176-486-6"
}
@inproceedings{bubus-2026-team,
    title = "Team Bubus at {SHROOM}-Visions: Probe{--}Judge Fusion for Hallucination Span Detection",
    author = "Bubus, Berk",
    editor = {Aziz, Wilker  and
      Berant, Jonathan  and
      Eikema, Bryan  and
      Ilia, Evgenia  and
      de Marneffe, Marie-Catherine  and
      Plank, Barbara  and
      Shelmanov, Artem  and
      Swayamdipta, Swabha  and
      Tiedemann, J{\"o}rg  and
      Vazhentsev, Artem  and
      V{\'a}zquez, Ra{\'u}l  and
      Zerva, Chrysoula},
    booktitle = "The Proceedings of the Third Workshop on Uncertainty-Aware {NLP}",
    month = oct,
    year = "2026",
    address = "Budapest, Hungary",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.uncertainlp-main.50/",
    pages = "760--770",
    ISBN = "979-8-89176-486-6"
}
@inproceedings{schwartz-2026-team,
    title = "Team Eye-Be-Am at {SHROOM}-Visions",
    author = "Schwartz, Eli",
    editor = {Aziz, Wilker  and
      Berant, Jonathan  and
      Eikema, Bryan  and
      Ilia, Evgenia  and
      de Marneffe, Marie-Catherine  and
      Plank, Barbara  and
      Shelmanov, Artem  and
      Swayamdipta, Swabha  and
      Tiedemann, J{\"o}rg  and
      Vazhentsev, Artem  and
      V{\'a}zquez, Ra{\'u}l  and
      Zerva, Chrysoula},
    booktitle = "The Proceedings of the Third Workshop on Uncertainty-Aware {NLP}",
    month = oct,
    year = "2026",
    address = "Budapest, Hungary",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.uncertainlp-main.51/",
    pages = "771--779",
    ISBN = "979-8-89176-486-6"
}
@inproceedings{ehsan-etal-2026-vroom,
    title = "Vroom-Vroom at {SHROOM}-Visions: A Multi-Judge Committee for Detecting Hallucinated Spans in Vision-Language Outputs",
    author = {Ehsan, Toqeer  and
      Penttil{\"a}, Nico  and
      Schmidt, Richard  and
      Hajikhani, Arash  and
      Palacin, Victoria},
    editor = {Aziz, Wilker  and
      Berant, Jonathan  and
      Eikema, Bryan  and
      Ilia, Evgenia  and
      de Marneffe, Marie-Catherine  and
      Plank, Barbara  and
      Shelmanov, Artem  and
      Swayamdipta, Swabha  and
      Tiedemann, J{\"o}rg  and
      Vazhentsev, Artem  and
      V{\'a}zquez, Ra{\'u}l  and
      Zerva, Chrysoula},
    booktitle = "The Proceedings of the Third Workshop on Uncertainty-Aware {NLP}",
    month = oct,
    year = "2026",
    address = "Budapest, Hungary",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.uncertainlp-main.52/",
    pages = "780--788",
    ISBN = "979-8-89176-486-6"
}
@inproceedings{rattanajaratkul-etal-2026-smurfcat,
    title = "{S}murf{C}at at {SHROOM}-Visions: Synthetic Augmentation for Multilingual Span-Level Hallucination Detection",
    author = "Rattanajaratkul, Weerathep  and
      Panchenko, Alexander  and
      Rykov, Elisei",
    editor = {Aziz, Wilker  and
      Berant, Jonathan  and
      Eikema, Bryan  and
      Ilia, Evgenia  and
      de Marneffe, Marie-Catherine  and
      Plank, Barbara  and
      Shelmanov, Artem  and
      Swayamdipta, Swabha  and
      Tiedemann, J{\"o}rg  and
      Vazhentsev, Artem  and
      V{\'a}zquez, Ra{\'u}l  and
      Zerva, Chrysoula},
    booktitle = "The Proceedings of the Third Workshop on Uncertainty-Aware {NLP}",
    month = oct,
    year = "2026",
    address = "Budapest, Hungary",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.uncertainlp-main.53/",
    pages = "789--796",
    ISBN = "979-8-89176-486-6"
}
@inproceedings{raut-2026-winnar749,
    title = "{WINNAR}749 at {SHROOM}-Visions: Model-Agnostic Fine-Grained Hallucination Detection in {VLM}s via {QL}o{RA} Approach with Soft, Calibrated Targets",
    author = "Raut, Ranjit",
    editor = {Aziz, Wilker  and
      Berant, Jonathan  and
      Eikema, Bryan  and
      Ilia, Evgenia  and
      de Marneffe, Marie-Catherine  and
      Plank, Barbara  and
      Shelmanov, Artem  and
      Swayamdipta, Swabha  and
      Tiedemann, J{\"o}rg  and
      Vazhentsev, Artem  and
      V{\'a}zquez, Ra{\'u}l  and
      Zerva, Chrysoula},
    booktitle = "The Proceedings of the Third Workshop on Uncertainty-Aware {NLP}",
    month = oct,
    year = "2026",
    address = "Budapest, Hungary",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.uncertainlp-main.54/",
    pages = "797--805",
    ISBN = "979-8-89176-486-6"
}
@inproceedings{behera-2026-l1cache,
    title = "{L}1cache at {SHROOM}-Visions: {M}yco{G}ate-{VL} for Scorer-Aware Multilingual Hallucination Detection",
    author = "Behera, Aman",
    editor = {Aziz, Wilker  and
      Berant, Jonathan  and
      Eikema, Bryan  and
      Ilia, Evgenia  and
      de Marneffe, Marie-Catherine  and
      Plank, Barbara  and
      Shelmanov, Artem  and
      Swayamdipta, Swabha  and
      Tiedemann, J{\"o}rg  and
      Vazhentsev, Artem  and
      V{\'a}zquez, Ra{\'u}l  and
      Zerva, Chrysoula},
    booktitle = "The Proceedings of the Third Workshop on Uncertainty-Aware {NLP}",
    month = oct,
    year = "2026",
    address = "Budapest, Hungary",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.uncertainlp-main.55/",
    pages = "806--815",
    ISBN = "979-8-89176-486-6"
}
@inproceedings{branescu-dascalu-2026-team,
    title = "Team Bit-by-bit at {SHROOM}-Visions: Adapt, Calibrate, and Average for Character-Level Hallucination Span Detection",
    author = "Branescu, Ioana  and
      Dascalu, Mihai",
    editor = {Aziz, Wilker  and
      Berant, Jonathan  and
      Eikema, Bryan  and
      Ilia, Evgenia  and
      de Marneffe, Marie-Catherine  and
      Plank, Barbara  and
      Shelmanov, Artem  and
      Swayamdipta, Swabha  and
      Tiedemann, J{\"o}rg  and
      Vazhentsev, Artem  and
      V{\'a}zquez, Ra{\'u}l  and
      Zerva, Chrysoula},
    booktitle = "The Proceedings of the Third Workshop on Uncertainty-Aware {NLP}",
    month = oct,
    year = "2026",
    address = "Budapest, Hungary",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.uncertainlp-main.56/",
    pages = "816--822",
    ISBN = "979-8-89176-486-6"
}
@inproceedings{athar-etal-2026-skstars,
    title = "{SK}stars at {SHROOM}-Visions: Agreement-Guided Ensembling of Zero-Shot and {L}o{RA}-Adapted Vision{--}Language Models",
    author = "Athar, Ali  and
      Ahsan, Imran  and
      Jung, Joon-Yong",
    editor = {Aziz, Wilker  and
      Berant, Jonathan  and
      Eikema, Bryan  and
      Ilia, Evgenia  and
      de Marneffe, Marie-Catherine  and
      Plank, Barbara  and
      Shelmanov, Artem  and
      Swayamdipta, Swabha  and
      Tiedemann, J{\"o}rg  and
      Vazhentsev, Artem  and
      V{\'a}zquez, Ra{\'u}l  and
      Zerva, Chrysoula},
    booktitle = "The Proceedings of the Third Workshop on Uncertainty-Aware {NLP}",
    month = oct,
    year = "2026",
    address = "Budapest, Hungary",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.uncertainlp-main.57/",
    pages = "823--827",
    ISBN = "979-8-89176-486-6"
}
@inproceedings{srivastava-etal-2026-team,
    title = "Team {CPS} Lab at {SHROOM}-Visions: Parameter-Efficient Vision-Language Hallucination Detection with Threshold Tuning",
    author = "Srivastava, Anika  and
      Kumar, Vishal  and
      Sharma, Harshita  and
      Aggarwal, Nitisha  and
      Jain Saxena, Geetika  and
      Pundir, Amit  and
      Singh, Sanjeev",
    editor = {Aziz, Wilker  and
      Berant, Jonathan  and
      Eikema, Bryan  and
      Ilia, Evgenia  and
      de Marneffe, Marie-Catherine  and
      Plank, Barbara  and
      Shelmanov, Artem  and
      Swayamdipta, Swabha  and
      Tiedemann, J{\"o}rg  and
      Vazhentsev, Artem  and
      V{\'a}zquez, Ra{\'u}l  and
      Zerva, Chrysoula},
    booktitle = "The Proceedings of the Third Workshop on Uncertainty-Aware {NLP}",
    month = oct,
    year = "2026",
    address = "Budapest, Hungary",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.uncertainlp-main.58/",
    pages = "828--833",
    ISBN = "979-8-89176-486-6"
}
@inproceedings{abebe-moslem-2026-spancalib,
    title = "{S}pan{C}alib-{VLM}: Calibrated Hallucination Span Detection in Vision-Language Models",
    author = "Abebe, Amanuel Gizachew  and
      Moslem, Yasmin",
    editor = {Aziz, Wilker  and
      Berant, Jonathan  and
      Eikema, Bryan  and
      Ilia, Evgenia  and
      de Marneffe, Marie-Catherine  and
      Plank, Barbara  and
      Shelmanov, Artem  and
      Swayamdipta, Swabha  and
      Tiedemann, J{\"o}rg  and
      Vazhentsev, Artem  and
      V{\'a}zquez, Ra{\'u}l  and
      Zerva, Chrysoula},
    booktitle = "The Proceedings of the Third Workshop on Uncertainty-Aware {NLP}",
    month = oct,
    year = "2026",
    address = "Budapest, Hungary",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.uncertainlp-main.59/",
    pages = "834--841",
    ISBN = "979-8-89176-486-6"
}
@inproceedings{jeon-suh-2026-team,
    title = "Team hccl-jy at {SHROOM}-Visions: Confidence Signals from an Unmodified {VLM} Verifier",
    author = "Jeon, Junyoung  and
      Suh, Bongwon",
    editor = {Aziz, Wilker  and
      Berant, Jonathan  and
      Eikema, Bryan  and
      Ilia, Evgenia  and
      de Marneffe, Marie-Catherine  and
      Plank, Barbara  and
      Shelmanov, Artem  and
      Swayamdipta, Swabha  and
      Tiedemann, J{\"o}rg  and
      Vazhentsev, Artem  and
      V{\'a}zquez, Ra{\'u}l  and
      Zerva, Chrysoula},
    booktitle = "The Proceedings of the Third Workshop on Uncertainty-Aware {NLP}",
    month = oct,
    year = "2026",
    address = "Budapest, Hungary",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.uncertainlp-main.60/",
    pages = "842--848",
    ISBN = "979-8-89176-486-6"
}
@inproceedings{mikhail-etal-2026-sckwoky,
    title = "Sckwoky at {SHROOM}-Visions: Character-Level Hallucination-Span Detection in Image-Conditioned {VLM}s via Dual-Prompted {L}o{RA} Decoders",
    author = "Mikhail, Kulakov  and
      Solikhov, Ruslan  and
      Bondarenko, Ivan",
    editor = {Aziz, Wilker  and
      Berant, Jonathan  and
      Eikema, Bryan  and
      Ilia, Evgenia  and
      de Marneffe, Marie-Catherine  and
      Plank, Barbara  and
      Shelmanov, Artem  and
      Swayamdipta, Swabha  and
      Tiedemann, J{\"o}rg  and
      Vazhentsev, Artem  and
      V{\'a}zquez, Ra{\'u}l  and
      Zerva, Chrysoula},
    booktitle = "The Proceedings of the Third Workshop on Uncertainty-Aware {NLP}",
    month = oct,
    year = "2026",
    address = "Budapest, Hungary",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.uncertainlp-main.61/",
    pages = "849--855",
    ISBN = "979-8-89176-486-6"
}
@inproceedings{jara-mikolajczak-etal-2026-team,
    title = "Team champ at {SHROOM}-Visions: Transferring Fine-Grained Hallucination Detection with Hidden-State Probes and Backbone Adaptation",
    author = "Jara{--}Mikolajczak, Aygalic  and
      Lavergne, Thomas  and
      Rosset, Sophie",
    editor = {Aziz, Wilker  and
      Berant, Jonathan  and
      Eikema, Bryan  and
      Ilia, Evgenia  and
      de Marneffe, Marie-Catherine  and
      Plank, Barbara  and
      Shelmanov, Artem  and
      Swayamdipta, Swabha  and
      Tiedemann, J{\"o}rg  and
      Vazhentsev, Artem  and
      V{\'a}zquez, Ra{\'u}l  and
      Zerva, Chrysoula},
    booktitle = "The Proceedings of the Third Workshop on Uncertainty-Aware {NLP}",
    month = oct,
    year = "2026",
    address = "Budapest, Hungary",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.uncertainlp-main.62/",
    pages = "856--862",
    ISBN = "979-8-89176-486-6"
}
@inproceedings{karamanlioglu-etal-2026-turksat,
    title = {{T{\"U}RKSAT} at {SHROOM}-Visions: Crowd-Emulating Judge Ensembles for Multilingual Hallucination Span Detection in Vision-Language Models},
    author = {Karamanlioglu, Alper  and
      Yurtalan, G{\"o}khan  and
      Demirel, Berkan},
    editor = {Aziz, Wilker  and
      Berant, Jonathan  and
      Eikema, Bryan  and
      Ilia, Evgenia  and
      de Marneffe, Marie-Catherine  and
      Plank, Barbara  and
      Shelmanov, Artem  and
      Swayamdipta, Swabha  and
      Tiedemann, J{\"o}rg  and
      Vazhentsev, Artem  and
      V{\'a}zquez, Ra{\'u}l  and
      Zerva, Chrysoula},
    booktitle = "The Proceedings of the Third Workshop on Uncertainty-Aware {NLP}",
    month = oct,
    year = "2026",
    address = "Budapest, Hungary",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.uncertainlp-main.63/",
    pages = "863--868",
    ISBN = "979-8-89176-486-6"
}
@inproceedings{sohail-pasha-qureshi-etal-2026-halluvision,
    title = "{H}allu{V}ision at {SHROOM}-Vision: Hallucination Span Detection with a Classifier over a Vision-Language Backbone",
    author = "Sohail Pasha Qureshi, Mohammed  and
      Charan, Surya  and
      Kuila, Alapan",
    editor = {Aziz, Wilker  and
      Berant, Jonathan  and
      Eikema, Bryan  and
      Ilia, Evgenia  and
      de Marneffe, Marie-Catherine  and
      Plank, Barbara  and
      Shelmanov, Artem  and
      Swayamdipta, Swabha  and
      Tiedemann, J{\"o}rg  and
      Vazhentsev, Artem  and
      V{\'a}zquez, Ra{\'u}l  and
      Zerva, Chrysoula},
    booktitle = "The Proceedings of the Third Workshop on Uncertainty-Aware {NLP}",
    month = oct,
    year = "2026",
    address = "Budapest, Hungary",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.uncertainlp-main.64/",
    pages = "869--876",
    ISBN = "979-8-89176-486-6"
}