@proceedings{uncertainlp-ws-2025-main,
    title = "Proceedings of the 2nd Workshop on Uncertainty-Aware NLP (UncertaiNLP 2025)",
    editor = {Eikema, Bryan  and
      V{\'a}zquez, Ra{\'u}l  and
      Berant, Jonathan  and
      de Marneffe, Marie-Catherine  and
      Plank, Barbara  and
      Shelmanov, Artem  and
      Swayamdipta, Swabha  and
      Tiedemann, J{\"o}rg  and
      Zerva, Chrysoula  and
      Aziz, Wilker},
    month = nov,
    year = "2025",
    address = "Suzhou, China",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/fix-old-resolve/2025.uncertainlp-main.0/",
    doi = "10.18653/v1/2025.uncertainlp-main.0",
    ISBN = "979-8-89176-349-4"
}
@inproceedings{ali-alblooshi-etal-2025-uncertainty,
    title = "Uncertainty-driven Partial Diacritization for {A}rabic Text",
    author = "Ali Alblooshi, Humaid  and
      Shelmanov, Artem  and
      Aldarmaki, Hanan",
    editor = {Eikema, Bryan  and
      V{\'a}zquez, Ra{\'u}l  and
      Berant, Jonathan  and
      de Marneffe, Marie-Catherine  and
      Plank, Barbara  and
      Shelmanov, Artem  and
      Swayamdipta, Swabha  and
      Tiedemann, J{\"o}rg  and
      Zerva, Chrysoula  and
      Aziz, Wilker},
    booktitle = "Proceedings of the 2nd Workshop on Uncertainty-Aware NLP (UncertaiNLP 2025)",
    month = nov,
    year = "2025",
    address = "Suzhou, China",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/fix-old-resolve/2025.uncertainlp-main.1/",
    doi = "10.18653/v1/2025.uncertainlp-main.1",
    pages = "1--10",
    ISBN = "979-8-89176-349-4"
}
@inproceedings{durai-2025-phases,
    title = "Phases of Uncertainty: Confidence{--}Calibration Dynamics in Language Model Training",
    author = "Durai, Aneesh",
    editor = {Eikema, Bryan  and
      V{\'a}zquez, Ra{\'u}l  and
      Berant, Jonathan  and
      de Marneffe, Marie-Catherine  and
      Plank, Barbara  and
      Shelmanov, Artem  and
      Swayamdipta, Swabha  and
      Tiedemann, J{\"o}rg  and
      Zerva, Chrysoula  and
      Aziz, Wilker},
    booktitle = "Proceedings of the 2nd Workshop on Uncertainty-Aware NLP (UncertaiNLP 2025)",
    month = nov,
    year = "2025",
    address = "Suzhou, China",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/fix-old-resolve/2025.uncertainlp-main.2/",
    doi = "10.18653/v1/2025.uncertainlp-main.2",
    pages = "11--16",
    ISBN = "979-8-89176-349-4"
}
@inproceedings{skorski-landowska-2025-beyond,
    title = "Beyond Human Judgment: A {B}ayesian Evaluation of {LLM}s' Moral Values Understanding",
    author = "Skorski, Maciej  and
      Landowska, Alina",
    editor = {Eikema, Bryan  and
      V{\'a}zquez, Ra{\'u}l  and
      Berant, Jonathan  and
      de Marneffe, Marie-Catherine  and
      Plank, Barbara  and
      Shelmanov, Artem  and
      Swayamdipta, Swabha  and
      Tiedemann, J{\"o}rg  and
      Zerva, Chrysoula  and
      Aziz, Wilker},
    booktitle = "Proceedings of the 2nd Workshop on Uncertainty-Aware NLP (UncertaiNLP 2025)",
    month = nov,
    year = "2025",
    address = "Suzhou, China",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/fix-old-resolve/2025.uncertainlp-main.3/",
    doi = "10.18653/v1/2025.uncertainlp-main.3",
    pages = "17--26",
    ISBN = "979-8-89176-349-4"
}
@inproceedings{machcha-etal-2025-large,
    title = "Do Large Language Models Know When Not to Answer in Medical {QA}?",
    author = "Machcha, Sravanthi  and
      Yerra, Sushrita  and
      Sultana, Sharmin  and
      Yu, Hong  and
      Yao, Zonghai",
    editor = {Eikema, Bryan  and
      V{\'a}zquez, Ra{\'u}l  and
      Berant, Jonathan  and
      de Marneffe, Marie-Catherine  and
      Plank, Barbara  and
      Shelmanov, Artem  and
      Swayamdipta, Swabha  and
      Tiedemann, J{\"o}rg  and
      Zerva, Chrysoula  and
      Aziz, Wilker},
    booktitle = "Proceedings of the 2nd Workshop on Uncertainty-Aware NLP (UncertaiNLP 2025)",
    month = nov,
    year = "2025",
    address = "Suzhou, China",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/fix-old-resolve/2025.uncertainlp-main.4/",
    doi = "10.18653/v1/2025.uncertainlp-main.4",
    pages = "27--35",
    ISBN = "979-8-89176-349-4"
}
@inproceedings{garces-arias-etal-2025-geometry,
    title = "The Geometry of Creative Variability: How Credal Sets Expose Calibration Gaps in Language Models",
    author = "Garces Arias, Esteban  and
      Rodemann, Julian  and
      Heumann, Christian",
    editor = {Eikema, Bryan  and
      V{\'a}zquez, Ra{\'u}l  and
      Berant, Jonathan  and
      de Marneffe, Marie-Catherine  and
      Plank, Barbara  and
      Shelmanov, Artem  and
      Swayamdipta, Swabha  and
      Tiedemann, J{\"o}rg  and
      Zerva, Chrysoula  and
      Aziz, Wilker},
    booktitle = "Proceedings of the 2nd Workshop on Uncertainty-Aware NLP (UncertaiNLP 2025)",
    month = nov,
    year = "2025",
    address = "Suzhou, China",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/fix-old-resolve/2025.uncertainlp-main.5/",
    doi = "10.18653/v1/2025.uncertainlp-main.5",
    pages = "36--50",
    ISBN = "979-8-89176-349-4"
}
@inproceedings{toney-wails-2025-certain,
    title = "Certain but not Probable? Differentiating Certainty from Probability in {LLM} Token Outputs for Probabilistic Scenarios",
    author = "Toney, Autumn  and
      Wails, Ryan",
    editor = {Eikema, Bryan  and
      V{\'a}zquez, Ra{\'u}l  and
      Berant, Jonathan  and
      de Marneffe, Marie-Catherine  and
      Plank, Barbara  and
      Shelmanov, Artem  and
      Swayamdipta, Swabha  and
      Tiedemann, J{\"o}rg  and
      Zerva, Chrysoula  and
      Aziz, Wilker},
    booktitle = "Proceedings of the 2nd Workshop on Uncertainty-Aware NLP (UncertaiNLP 2025)",
    month = nov,
    year = "2025",
    address = "Suzhou, China",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/fix-old-resolve/2025.uncertainlp-main.6/",
    doi = "10.18653/v1/2025.uncertainlp-main.6",
    pages = "51--60",
    ISBN = "979-8-89176-349-4"
}
@inproceedings{pistotti-etal-2025-benefits,
    title = "The Benefits of Being Uncertain: Perplexity as a Signal for Naturalness in Multilingual Machine Translation",
    author = "Pistotti, Timothy  and
      J. Witbrock, Michael  and
      Padriac Amato Tahua O{'}Leary, Dr  and
      Brown, Jason",
    editor = {Eikema, Bryan  and
      V{\'a}zquez, Ra{\'u}l  and
      Berant, Jonathan  and
      de Marneffe, Marie-Catherine  and
      Plank, Barbara  and
      Shelmanov, Artem  and
      Swayamdipta, Swabha  and
      Tiedemann, J{\"o}rg  and
      Zerva, Chrysoula  and
      Aziz, Wilker},
    booktitle = "Proceedings of the 2nd Workshop on Uncertainty-Aware NLP (UncertaiNLP 2025)",
    month = nov,
    year = "2025",
    address = "Suzhou, China",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/fix-old-resolve/2025.uncertainlp-main.7/",
    doi = "10.18653/v1/2025.uncertainlp-main.7",
    pages = "61--65",
    ISBN = "979-8-89176-349-4"
}
@inproceedings{troshin-etal-2025-asking,
    title = "Asking a Language Model for Diverse Responses",
    author = "Troshin, Sergey  and
      Saparina, Irina  and
      Fokkens, Antske  and
      Niculae, Vlad",
    editor = {Eikema, Bryan  and
      V{\'a}zquez, Ra{\'u}l  and
      Berant, Jonathan  and
      de Marneffe, Marie-Catherine  and
      Plank, Barbara  and
      Shelmanov, Artem  and
      Swayamdipta, Swabha  and
      Tiedemann, J{\"o}rg  and
      Zerva, Chrysoula  and
      Aziz, Wilker},
    booktitle = "Proceedings of the 2nd Workshop on Uncertainty-Aware NLP (UncertaiNLP 2025)",
    month = nov,
    year = "2025",
    address = "Suzhou, China",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/fix-old-resolve/2025.uncertainlp-main.8/",
    doi = "10.18653/v1/2025.uncertainlp-main.8",
    pages = "66--72",
    ISBN = "979-8-89176-349-4"
}
@inproceedings{groot-etal-2025-learning,
    title = "Learning to vary: Teaching {LM}s to reproduce human linguistic variability in next-word prediction",
    author = "Groot, Tobias  and
      Lacunes, Salo  and
      Ilia, Evgenia",
    editor = {Eikema, Bryan  and
      V{\'a}zquez, Ra{\'u}l  and
      Berant, Jonathan  and
      de Marneffe, Marie-Catherine  and
      Plank, Barbara  and
      Shelmanov, Artem  and
      Swayamdipta, Swabha  and
      Tiedemann, J{\"o}rg  and
      Zerva, Chrysoula  and
      Aziz, Wilker},
    booktitle = "Proceedings of the 2nd Workshop on Uncertainty-Aware NLP (UncertaiNLP 2025)",
    month = nov,
    year = "2025",
    address = "Suzhou, China",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/fix-old-resolve/2025.uncertainlp-main.9/",
    doi = "10.18653/v1/2025.uncertainlp-main.9",
    pages = "73--88",
    ISBN = "979-8-89176-349-4"
}
@inproceedings{seth-etal-2025-hallucinogen,
    title = "{HALLUCINOGEN}: Benchmarking Hallucination in Implicit Reasoning within Large Vision Language Models",
    author = "Seth, Ashish  and
      Manocha, Dinesh  and
      Agarwal, Chirag",
    editor = {Eikema, Bryan  and
      V{\'a}zquez, Ra{\'u}l  and
      Berant, Jonathan  and
      de Marneffe, Marie-Catherine  and
      Plank, Barbara  and
      Shelmanov, Artem  and
      Swayamdipta, Swabha  and
      Tiedemann, J{\"o}rg  and
      Zerva, Chrysoula  and
      Aziz, Wilker},
    booktitle = "Proceedings of the 2nd Workshop on Uncertainty-Aware NLP (UncertaiNLP 2025)",
    month = nov,
    year = "2025",
    address = "Suzhou, China",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/fix-old-resolve/2025.uncertainlp-main.10/",
    doi = "10.18653/v1/2025.uncertainlp-main.10",
    pages = "89--102",
    ISBN = "979-8-89176-349-4"
}
@inproceedings{radu-etal-2025-uncertainty,
    title = "Uncertainty in Semantic Language Modeling with {PIXELS}",
    author = "Radu, Stefania  and
      Zullich, Marco  and
      Valdenegro-Toro, Matias",
    editor = {Eikema, Bryan  and
      V{\'a}zquez, Ra{\'u}l  and
      Berant, Jonathan  and
      de Marneffe, Marie-Catherine  and
      Plank, Barbara  and
      Shelmanov, Artem  and
      Swayamdipta, Swabha  and
      Tiedemann, J{\"o}rg  and
      Zerva, Chrysoula  and
      Aziz, Wilker},
    booktitle = "Proceedings of the 2nd Workshop on Uncertainty-Aware NLP (UncertaiNLP 2025)",
    month = nov,
    year = "2025",
    address = "Suzhou, China",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/fix-old-resolve/2025.uncertainlp-main.11/",
    doi = "10.18653/v1/2025.uncertainlp-main.11",
    pages = "103--119",
    ISBN = "979-8-89176-349-4"
}
@inproceedings{kamsteeg-etal-2025-confidence,
    title = "Confidence Calibration in Large Language Model-Based Entity Matching",
    author = "Kamsteeg, Iris  and
      Cardenas-Cartagena, Juan  and
      van Beers, Floris  and
      Misikir Tashu, Tsegaye  and
      Valdenegro-Toro, Matias",
    editor = {Eikema, Bryan  and
      V{\'a}zquez, Ra{\'u}l  and
      Berant, Jonathan  and
      de Marneffe, Marie-Catherine  and
      Plank, Barbara  and
      Shelmanov, Artem  and
      Swayamdipta, Swabha  and
      Tiedemann, J{\"o}rg  and
      Zerva, Chrysoula  and
      Aziz, Wilker},
    booktitle = "Proceedings of the 2nd Workshop on Uncertainty-Aware NLP (UncertaiNLP 2025)",
    month = nov,
    year = "2025",
    address = "Suzhou, China",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/fix-old-resolve/2025.uncertainlp-main.12/",
    doi = "10.18653/v1/2025.uncertainlp-main.12",
    pages = "120--137",
    ISBN = "979-8-89176-349-4"
}
@inproceedings{nachshoni-etal-2025-consensus,
    title = "Consensus or Conflict? Fine-Grained Evaluation of Conflicting Answers in Question-Answering",
    author = "Nachshoni, Eviatar  and
      Cattan, Arie  and
      Amar, Shmuel  and
      Shapira, Ori  and
      Dagan, Ido",
    editor = {Eikema, Bryan  and
      V{\'a}zquez, Ra{\'u}l  and
      Berant, Jonathan  and
      de Marneffe, Marie-Catherine  and
      Plank, Barbara  and
      Shelmanov, Artem  and
      Swayamdipta, Swabha  and
      Tiedemann, J{\"o}rg  and
      Zerva, Chrysoula  and
      Aziz, Wilker},
    booktitle = "Proceedings of the 2nd Workshop on Uncertainty-Aware NLP (UncertaiNLP 2025)",
    month = nov,
    year = "2025",
    address = "Suzhou, China",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/fix-old-resolve/2025.uncertainlp-main.13/",
    doi = "10.18653/v1/2025.uncertainlp-main.13",
    pages = "138--159",
    ISBN = "979-8-89176-349-4"
}
@inproceedings{zhang-etal-2025-demystify,
    title = "Demystify Verbosity Compensation Behavior of Large Language Models",
    author = "Zhang, Yusen  and
      Snigdha Sarathi Das, Sarkar  and
      Zhang, Rui",
    editor = {Eikema, Bryan  and
      V{\'a}zquez, Ra{\'u}l  and
      Berant, Jonathan  and
      de Marneffe, Marie-Catherine  and
      Plank, Barbara  and
      Shelmanov, Artem  and
      Swayamdipta, Swabha  and
      Tiedemann, J{\"o}rg  and
      Zerva, Chrysoula  and
      Aziz, Wilker},
    booktitle = "Proceedings of the 2nd Workshop on Uncertainty-Aware NLP (UncertaiNLP 2025)",
    month = nov,
    year = "2025",
    address = "Suzhou, China",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/fix-old-resolve/2025.uncertainlp-main.14/",
    doi = "10.18653/v1/2025.uncertainlp-main.14",
    pages = "160--178",
    ISBN = "979-8-89176-349-4"
}
@inproceedings{kunitomo-jacquin-etal-2025-role,
    title = "On the Role of Unobserved Sequences on Sample-based Uncertainty Quantification for {LLM}s",
    author = "Kunitomo-Jacquin, Lucie  and
      Marrese-Taylor, Edison  and
      Fukuda, Ken",
    editor = {Eikema, Bryan  and
      V{\'a}zquez, Ra{\'u}l  and
      Berant, Jonathan  and
      de Marneffe, Marie-Catherine  and
      Plank, Barbara  and
      Shelmanov, Artem  and
      Swayamdipta, Swabha  and
      Tiedemann, J{\"o}rg  and
      Zerva, Chrysoula  and
      Aziz, Wilker},
    booktitle = "Proceedings of the 2nd Workshop on Uncertainty-Aware NLP (UncertaiNLP 2025)",
    month = nov,
    year = "2025",
    address = "Suzhou, China",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/fix-old-resolve/2025.uncertainlp-main.15/",
    doi = "10.18653/v1/2025.uncertainlp-main.15",
    pages = "179--183",
    ISBN = "979-8-89176-349-4"
}
@inproceedings{huang-etal-2025-confidence,
    title = "Confidence-Based Response Abstinence: Improving {LLM} Trustworthiness via Activation-Based Uncertainty Estimation",
    author = "Huang, Zhiqi  and
      Datla, Vivek  and
      Zhu, Chenyang  and
      Samuel, Alfy  and
      Liu, Daben  and
      Kumar, Anoop  and
      Soni, Ritesh",
    editor = {Eikema, Bryan  and
      V{\'a}zquez, Ra{\'u}l  and
      Berant, Jonathan  and
      de Marneffe, Marie-Catherine  and
      Plank, Barbara  and
      Shelmanov, Artem  and
      Swayamdipta, Swabha  and
      Tiedemann, J{\"o}rg  and
      Zerva, Chrysoula  and
      Aziz, Wilker},
    booktitle = "Proceedings of the 2nd Workshop on Uncertainty-Aware NLP (UncertaiNLP 2025)",
    month = nov,
    year = "2025",
    address = "Suzhou, China",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/fix-old-resolve/2025.uncertainlp-main.16/",
    doi = "10.18653/v1/2025.uncertainlp-main.16",
    pages = "184--193",
    ISBN = "979-8-89176-349-4"
}
@inproceedings{zhang-etal-2025-amortized,
    title = "Amortized {B}ayesian Meta-Learning for Low-Rank Adaptation of Large Language Models",
    author = "Zhang, Liyi  and
      C. Snell, Jake  and
      L. Griffiths, Thomas",
    editor = {Eikema, Bryan  and
      V{\'a}zquez, Ra{\'u}l  and
      Berant, Jonathan  and
      de Marneffe, Marie-Catherine  and
      Plank, Barbara  and
      Shelmanov, Artem  and
      Swayamdipta, Swabha  and
      Tiedemann, J{\"o}rg  and
      Zerva, Chrysoula  and
      Aziz, Wilker},
    booktitle = "Proceedings of the 2nd Workshop on Uncertainty-Aware NLP (UncertaiNLP 2025)",
    month = nov,
    year = "2025",
    address = "Suzhou, China",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/fix-old-resolve/2025.uncertainlp-main.17/",
    doi = "10.18653/v1/2025.uncertainlp-main.17",
    pages = "194--199",
    ISBN = "979-8-89176-349-4"
}
@inproceedings{partalidou-etal-2025-towards,
    title = "Towards Trustworthy Summarization of Cardiovascular Articles: A Factuality-and-Uncertainty-Aware Biomedical {LLM} Approach",
    author = "Partalidou, Eleni  and
      Passali, Tatiana  and
      Zerva, Chrysoula  and
      Tsoumakas, Grigorios  and
      Ananiadou, Sophia",
    editor = {Eikema, Bryan  and
      V{\'a}zquez, Ra{\'u}l  and
      Berant, Jonathan  and
      de Marneffe, Marie-Catherine  and
      Plank, Barbara  and
      Shelmanov, Artem  and
      Swayamdipta, Swabha  and
      Tiedemann, J{\"o}rg  and
      Zerva, Chrysoula  and
      Aziz, Wilker},
    booktitle = "Proceedings of the 2nd Workshop on Uncertainty-Aware NLP (UncertaiNLP 2025)",
    month = nov,
    year = "2025",
    address = "Suzhou, China",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/fix-old-resolve/2025.uncertainlp-main.18/",
    doi = "10.18653/v1/2025.uncertainlp-main.18",
    pages = "200--207",
    ISBN = "979-8-89176-349-4"
}
@inproceedings{william-lithgow-serrano-etal-2025-causal,
    title = "Causal Understanding by {LLM}s: The Role of Uncertainty",
    author = "William Lithgow-Serrano, Oscar  and
      Kanjirangat, Vani  and
      Antonucci, Alessandro",
    editor = {Eikema, Bryan  and
      V{\'a}zquez, Ra{\'u}l  and
      Berant, Jonathan  and
      de Marneffe, Marie-Catherine  and
      Plank, Barbara  and
      Shelmanov, Artem  and
      Swayamdipta, Swabha  and
      Tiedemann, J{\"o}rg  and
      Zerva, Chrysoula  and
      Aziz, Wilker},
    booktitle = "Proceedings of the 2nd Workshop on Uncertainty-Aware NLP (UncertaiNLP 2025)",
    month = nov,
    year = "2025",
    address = "Suzhou, China",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/fix-old-resolve/2025.uncertainlp-main.19/",
    doi = "10.18653/v1/2025.uncertainlp-main.19",
    pages = "208--228",
    ISBN = "979-8-89176-349-4"
}
@inproceedings{ellinger-groh-2025-depends,
    title = "It Depends: Resolving Referential Ambiguity in Minimal Contexts with Commonsense Knowledge",
    author = "Ellinger, Lukas  and
      Groh, Georg",
    editor = {Eikema, Bryan  and
      V{\'a}zquez, Ra{\'u}l  and
      Berant, Jonathan  and
      de Marneffe, Marie-Catherine  and
      Plank, Barbara  and
      Shelmanov, Artem  and
      Swayamdipta, Swabha  and
      Tiedemann, J{\"o}rg  and
      Zerva, Chrysoula  and
      Aziz, Wilker},
    booktitle = "Proceedings of the 2nd Workshop on Uncertainty-Aware NLP (UncertaiNLP 2025)",
    month = nov,
    year = "2025",
    address = "Suzhou, China",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/fix-old-resolve/2025.uncertainlp-main.20/",
    doi = "10.18653/v1/2025.uncertainlp-main.20",
    pages = "229--246",
    ISBN = "979-8-89176-349-4"
}
@inproceedings{podolak-verma-2025-read,
    title = "Read Your Own Mind: Reasoning Helps Surface Self-Confidence Signals in {LLM}s",
    author = "Podolak, Jakub  and
      Verma, Rajeev",
    editor = {Eikema, Bryan  and
      V{\'a}zquez, Ra{\'u}l  and
      Berant, Jonathan  and
      de Marneffe, Marie-Catherine  and
      Plank, Barbara  and
      Shelmanov, Artem  and
      Swayamdipta, Swabha  and
      Tiedemann, J{\"o}rg  and
      Zerva, Chrysoula  and
      Aziz, Wilker},
    booktitle = "Proceedings of the 2nd Workshop on Uncertainty-Aware NLP (UncertaiNLP 2025)",
    month = nov,
    year = "2025",
    address = "Suzhou, China",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/fix-old-resolve/2025.uncertainlp-main.21/",
    doi = "10.18653/v1/2025.uncertainlp-main.21",
    pages = "247--258",
    ISBN = "979-8-89176-349-4"
}
@inproceedings{sharma-etal-2025-calibrating,
    title = "Calibrating Language Models for Neural Ranking under Noisy Supervision with Relaxed Labels",
    author = "Sharma, Arnab  and
      Vollmers, Daniel  and
      Ngonga Ngomo, Axel-Cyrille",
    editor = {Eikema, Bryan  and
      V{\'a}zquez, Ra{\'u}l  and
      Berant, Jonathan  and
      de Marneffe, Marie-Catherine  and
      Plank, Barbara  and
      Shelmanov, Artem  and
      Swayamdipta, Swabha  and
      Tiedemann, J{\"o}rg  and
      Zerva, Chrysoula  and
      Aziz, Wilker},
    booktitle = "Proceedings of the 2nd Workshop on Uncertainty-Aware NLP (UncertaiNLP 2025)",
    month = nov,
    year = "2025",
    address = "Suzhou, China",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/fix-old-resolve/2025.uncertainlp-main.22/",
    doi = "10.18653/v1/2025.uncertainlp-main.22",
    pages = "259--272",
    ISBN = "979-8-89176-349-4"
}
@inproceedings{mohammad-khalid-etal-2025-ergo,
    title = "{ERGO}: Entropy-guided Resetting for Generation Optimization in Multi-turn Language Models",
    author = "Mohammad Khalid, Haziq  and
      Jeyaganthan, Athikash  and
      Do, Timothy  and
      Fu, Yicheng  and
      Sharma, Vasu  and
      O{'}Brien, Sean  and
      Zhu, Kevin",
    editor = {Eikema, Bryan  and
      V{\'a}zquez, Ra{\'u}l  and
      Berant, Jonathan  and
      de Marneffe, Marie-Catherine  and
      Plank, Barbara  and
      Shelmanov, Artem  and
      Swayamdipta, Swabha  and
      Tiedemann, J{\"o}rg  and
      Zerva, Chrysoula  and
      Aziz, Wilker},
    booktitle = "Proceedings of the 2nd Workshop on Uncertainty-Aware NLP (UncertaiNLP 2025)",
    month = nov,
    year = "2025",
    address = "Suzhou, China",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/fix-old-resolve/2025.uncertainlp-main.23/",
    doi = "10.18653/v1/2025.uncertainlp-main.23",
    pages = "273--286",
    ISBN = "979-8-89176-349-4"
}
@inproceedings{f-p-dossou-aidasso-2025-towards,
    title = "Towards Open-Ended Discovery for Low-Resource {NLP}",
    author = {Dossou, Bonaventure F. P.  and
      A{\"i}dasso, Henri},
    editor = {Eikema, Bryan  and
      V{\'a}zquez, Ra{\'u}l  and
      Berant, Jonathan  and
      de Marneffe, Marie-Catherine  and
      Plank, Barbara  and
      Shelmanov, Artem  and
      Swayamdipta, Swabha  and
      Tiedemann, J{\"o}rg  and
      Zerva, Chrysoula  and
      Aziz, Wilker},
    booktitle = "Proceedings of the 2nd Workshop on Uncertainty-Aware NLP (UncertaiNLP 2025)",
    month = nov,
    year = "2025",
    address = "Suzhou, China",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/fix-old-resolve/2025.uncertainlp-main.24/",
    doi = "10.18653/v1/2025.uncertainlp-main.24",
    pages = "287--297",
    ISBN = "979-8-89176-349-4"
}
@inproceedings{cho-maeng-2025-vision,
    title = "Can Vision-Language Models Infer Speaker{'}s Ignorance? The Role of Visual and Linguistic Cues",
    author = "Cho, Ye-eun  and
      Maeng, Yunho",
    editor = {Eikema, Bryan  and
      V{\'a}zquez, Ra{\'u}l  and
      Berant, Jonathan  and
      de Marneffe, Marie-Catherine  and
      Plank, Barbara  and
      Shelmanov, Artem  and
      Swayamdipta, Swabha  and
      Tiedemann, J{\"o}rg  and
      Zerva, Chrysoula  and
      Aziz, Wilker},
    booktitle = "Proceedings of the 2nd Workshop on Uncertainty-Aware NLP (UncertaiNLP 2025)",
    month = nov,
    year = "2025",
    address = "Suzhou, China",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/fix-old-resolve/2025.uncertainlp-main.25/",
    doi = "10.18653/v1/2025.uncertainlp-main.25",
    pages = "298--308",
    ISBN = "979-8-89176-349-4"
}
@inproceedings{he-etal-2025-delta,
    title = "{D}e{LT}a: A Decoding Strategy based on Logit Trajectory Prediction Improves Factuality and Reasoning Ability",
    author = "He, Yunzhen  and
      Takase, Yusuke  and
      Shimodaira, Hidetoshi",
    editor = {Eikema, Bryan  and
      V{\'a}zquez, Ra{\'u}l  and
      Berant, Jonathan  and
      de Marneffe, Marie-Catherine  and
      Plank, Barbara  and
      Shelmanov, Artem  and
      Swayamdipta, Swabha  and
      Tiedemann, J{\"o}rg  and
      Zerva, Chrysoula  and
      Aziz, Wilker},
    booktitle = "Proceedings of the 2nd Workshop on Uncertainty-Aware NLP (UncertaiNLP 2025)",
    month = nov,
    year = "2025",
    address = "Suzhou, China",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/fix-old-resolve/2025.uncertainlp-main.26/",
    doi = "10.18653/v1/2025.uncertainlp-main.26",
    pages = "309--321",
    ISBN = "979-8-89176-349-4"
}
@inproceedings{tu-etal-2025-investigating,
    title = "Investigating Factuality in Long-Form Text Generation: The Roles of Self-Known and Self-Unknownan",
    author = "Tu, Lifu  and
      Meng, Rui  and
      Joty, Shafiq  and
      Zhou, Yingbo  and
      Yavuz, Semih",
    editor = {Eikema, Bryan  and
      V{\'a}zquez, Ra{\'u}l  and
      Berant, Jonathan  and
      de Marneffe, Marie-Catherine  and
      Plank, Barbara  and
      Shelmanov, Artem  and
      Swayamdipta, Swabha  and
      Tiedemann, J{\"o}rg  and
      Zerva, Chrysoula  and
      Aziz, Wilker},
    booktitle = "Proceedings of the 2nd Workshop on Uncertainty-Aware NLP (UncertaiNLP 2025)",
    month = nov,
    year = "2025",
    address = "Suzhou, China",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/fix-old-resolve/2025.uncertainlp-main.27/",
    doi = "10.18653/v1/2025.uncertainlp-main.27",
    pages = "322--336",
    ISBN = "979-8-89176-349-4"
}