model calibration

Mining the uncertainty patterns of humans and models in the annotation of moral foundations and human values ACL 2025 Model Calibration for Emotion Detection EMNLP 2025 Modeling Subjectivity in Cognitive Appraisal with Language Models EMNLP 2025 Non-collective Calibrating Strategy for Time Series Forecasting IJCAI 2025 Not ready for the bench: LLM legal interpretation is unstable and uncalibrated to human judgments EMNLP 2025 On Local Posterior Structure in Deep Ensembles AISTATS 2025 On the Risk of Evidence Pollution for Malicious Social Text Detection in the Era of LLMs ACL 2025 O-TPT: Orthogonality Constraints for Calibrating Test-time Prompt Tuning in Vision-Language Models CVPR 2025 Page Stream Segmentation with LLMs: Challenges and Applications in Insurance Document Automation COLING 2025 PARC: A Quantitative Framework Uncovering the Symmetries within Vision Language Models CVPR 2025 Personalizing Low-Rank Bayesian Neural Networks Via Federated Learning AISTATS 2025 RankedCOMET: Elevating a 2022 Baseline to a Top-5 Finish in the WMT 2025 QE Task EMNLP 2025 REL-A.I.: An Interaction-Centered Approach To Measuring Human-LM Reliance NAACL 2025 Reliable and Calibrated Semantic Occupancy Prediction by Hybrid Uncertainty Learning IJCAI 2025 Sampling from Bayesian Neural Network Posteriors with Symmetric Minibatch Splitting Langevin Dynamics AISTATS 2025 Self-Ensemble: Mitigating Confidence Distortion for Large Language Models EMNLP 2025 Tailoring Mixup to Data for Calibration ICLR 2025 Task Calibration: Calibrating Large Language Models on Inference Tasks ACL 2025 Things Machine Learning Models Know That They Don’t Know AAAI 2025 Towards Harmonized Uncertainty Estimation for Large Language Models ACL 2025 Training Deep Neural Networks with Virtual Smoothing Classes AAAI 2025 Trust or Escalate: LLM Judges with Provable Guarantees for Human Agreement ICLR 2025 TruthTorchLM: A Comprehensive Library for Predicting Truthfulness in LLM Outputs EMNLP 2025 Uncertainty-Based Data-Wise Label Smoothing for Calibrating Multiple Instance Learning in Histopathology Image Classification WACV 2025 Uncertainty-driven Partial Diacritization for Arabic Text EMNLP 2025