NLPExplorer

UncertaiNLP - 2025

Total Papers:- 28

Total Papers accross all years:- 42

Total Citations :- 0

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Phases of Uncertainty: Confidence–Calibration Dynamics in Language Model Training

Aneesh Durai |

Towards Open-Ended Discovery for Low-Resource NLP

Bonaventure F. P. Dossou | Henri Aïdasso |

DeLTa: A Decoding Strategy based on Logit Trajectory Prediction Improves Factuality and Reasoning Ability

Yunzhen He | Yusuke Takase | Hidetoshi Shimodaira |

Uncertainty-driven Partial Diacritization for Arabic Text

Humaid Ali Alblooshi | Artem Shelmanov | Hanan Aldarmaki |

evision PDF of 'Beyond Human Judgment: A Bayesian Evaluation of LLMs’ Moral Values Understanding

Maciej Skorski | Alina Landowska |

Certain but not Probable? Differentiating Certainty from Probability in LLM Token Outputs for Probabilistic Scenarios

Autumn Toney | Ryan Wails |

Proceedings of the 2nd Workshop on Uncertainty-Aware NLP (UncertaiNLP 2025)

Bryan Eikema | Raúl Vázquez | Jonathan Berant | Marie-Catherine de Marneffe | Barbara Plank | Artem Shelmanov | Swabha Swayamdipta | Jörg Tiedemann | Chrysoula Zerva | Wilker Aziz |

Confidence-Based Response Abstinence: Improving LLM Trustworthiness via Activation-Based Uncertainty Estimation

Zhiqi Huang | Vivek Datla | Chenyang Zhu | Alfy Samuel | Daben Liu | Anoop Kumar | Ritesh Soni |

Towards Trustworthy Summarization of Cardiovascular Articles: A Factuality-and-Uncertainty-Aware Biomedical LLM Approach

Eleni Partalidou | Tatiana Passali | Chrysoula Zerva | Grigorios Tsoumakas | Sophia Ananiadou |

Demystify Verbosity Compensation Behavior of Large Language Models

Yusen Zhang | Sarkar Snigdha Sarathi Das | Rui Zhang |

It Depends: Resolving Referential Ambiguity in Minimal Contexts with Commonsense Knowledge

Lukas Ellinger | Georg Groh |

Learning to vary: Teaching LMs to reproduce human linguistic variability in next-word prediction

Tobias Groot | Salo Lacunes | Evgenia Ilia |

Can Vision-Language Models Infer Speaker’s Ignorance? The Role of Visual and Linguistic Cues

Ye-eun Cho | Yunho Maeng |

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