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model calibration

225 papers

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Co-occurring keywords

uncertainty quantification (1365) uncertainty estimation (639) large language model (12755) confidence calibration (173) temperature scaling (67) expected calibration error (44) language model (4573) neural network (6616) knowledge distillation (3680) label smoothing (107)

Papers

Mining the uncertainty patterns of humans and models in the annotation of moral foundations and human values ACL 2025
Calibrated Disambiguation for Partial Multi-label Learning AAAI 2025
RankedCOMET: Elevating a 2022 Baseline to a Top-5 Finish in the WMT 2025 QE Task EMNLP 2025
Training Deep Neural Networks with Virtual Smoothing Classes AAAI 2025
GRACE: A Granular Benchmark for Evaluating Model Calibration against Human Calibration ACL 2025
Reliable and Calibrated Semantic Occupancy Prediction by Hybrid Uncertainty Learning IJCAI 2025
IMG: Calibrating Diffusion Models via Implicit Multimodal Guidance ICCV 2025
Page Stream Segmentation with LLMs: Challenges and Applications in Insurance Document Automation COLING 2025
MICE for CATs: Model-Internal Confidence Estimation for Calibrating Agents with Tools NAACL 2025
Extending Temperature Scaling with Homogenizing Maps JMLR 2025
Uncertainty-Based Data-Wise Label Smoothing for Calibrating Multiple Instance Learning in Histopathology Image Classification WACV 2025
Calib3D: Calibrating Model Preferences for Reliable 3D Scene Understanding WACV 2025
Improving Accuracy and Calibration via Differentiated Deep Mutual Learning CVPR 2025
TruthTorchLM: A Comprehensive Library for Predicting Truthfulness in LLM Outputs EMNLP 2025
Self-Ensemble: Mitigating Confidence Distortion for Large Language Models EMNLP 2025
Interpreting the Effects of Quantization on LLMs AACL 2025
KGE Calibrator: An Efficient Probability Calibration Method of Knowledge Graph Embedding Models for Trustworthy Link Prediction EMNLP 2025
Uncertainty-driven Partial Diacritization for Arabic Text EMNLP 2025
Calibrating Large Language Models with Sample Consistency AAAI 2025
GLEN: Generalized Focal Loss Ensemble of Low-Rank Networks for Calibrated Visual Question Answering AAAI 2025
Confidence Estimation for Error Detection in Text-to-SQL Systems AAAI 2025
Feature Clipping for Uncertainty Calibration AAAI 2025
Towards Harmonized Uncertainty Estimation for Large Language Models ACL 2025
Efficient Nearest Neighbor based Uncertainty Estimation for Natural Language Processing Tasks NAACL 2025
Non-collective Calibrating Strategy for Time Series Forecasting IJCAI 2025