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

HALP: Detecting Hallucinations in Vision-Language Models without Generating a Single Token EACL 2026

On the Calibration of Image Semi-Supervised Learning Models AAAI 2026

HGLTR: Hierarchical Knowledge Injection for Calibrating Pre-trained Models in Long-Tail Recognition AAAI 2026

Diagnose Like A REAL Pathologist: An Uncertainty-Focused Approach for Trustworthy Multi-Resolution Multiple Instance Learning WACV 2026

Towards Reliable Test-Time Adaptation: Style Invariance as a Correctness Likelihood WACV 2026

Self-Ensemble: Mitigating Confidence Distortion for Large Language Models EMNLP 2025

Uncertainty-driven Partial Diacritization for Arabic Text EMNLP 2025

O-TPT: Orthogonality Constraints for Calibrating Test-time Prompt Tuning in Vision-Language Models CVPR 2025

Calib3D: Calibrating Model Preferences for Reliable 3D Scene Understanding WACV 2025

Confidence Estimation for Error Detection in Text-to-SQL Systems AAAI 2025

Things Machine Learning Models Know That They Don’t Know AAAI 2025

Mining the uncertainty patterns of humans and models in the annotation of moral foundations and human values ACL 2025

Task Calibration: Calibrating Large Language Models on Inference Tasks ACL 2025

Modeling Subjectivity in Cognitive Appraisal with Language Models EMNLP 2025

Uncertainty-Based Data-Wise Label Smoothing for Calibrating Multiple Instance Learning in Histopathology Image Classification WACV 2025

Accounting for Sycophancy in Language Model Uncertainty Estimation NAACL 2025

Calibrated Disambiguation for Partial Multi-label Learning AAAI 2025

Calibrating Large Language Models with Sample Consistency AAAI 2025

RankedCOMET: Elevating a 2022 Baseline to a Top-5 Finish in the WMT 2025 QE Task EMNLP 2025

Feature Clipping for Uncertainty Calibration AAAI 2025

Establishing Trustworthy LLM Evaluation via Shortcut Neuron Analysis ACL 2025

Evaluating Calibration of Arabic Pre-trained Language Models on Dialectal Text COLING 2025

Towards Harmonized Uncertainty Estimation for Large Language Models ACL 2025

Efficient Nearest Neighbor based Uncertainty Estimation for Natural Language Processing Tasks NAACL 2025

IMG: Calibrating Diffusion Models via Implicit Multimodal Guidance ICCV 2025