model confidence

Anchoring Depends on Confidence and Post-Training in Language Models ACL 2026 AdaptiveStep: Automatically Dividing Reasoning Step through Model Confidence ICML 2025 Are Generative Models Underconfident? Better Quality Estimation with Boosted Model Probability EMNLP 2025 Can a Neural Model Guide Fieldwork? A Case Study on Morphological Data Collection COLING 2025 Confidential Guardian: Cryptographically Prohibiting the Abuse of Model Abstention ICML 2025 Improving the Calibration of Confidence Scores in Text Generation Using the Output Distribution’s Characteristics ACL 2025 Is LLM an Overconfident Judge? Unveiling the Capabilities of LLMs in Detecting Offensive Language with Annotation Disagreement ACL 2025 Line of Duty: Evaluating LLM Self-Knowledge via Consistency in Feasibility Boundaries NAACL 2025 Pitfalls of Scale: Investigating the Inverse Task of Redefinition in Large Language Models ACL 2025 The Role of Model Confidence on Bias Effects in Measured Uncertainties for Vision-Language Models EMNLP 2025 Uncertainty-Aware Iterative Preference Optimization for Enhanced LLM Reasoning ACL 2025 Your Model is Overconfident, and Other Lies We Tell Ourselves ACL 2025 Confidence Is All You Need for MI Attacks (Student Abstract) AAAI 2024 CORES: Convolutional Response-based Score for Out-of-distribution Detection CVPR 2024 Deconstructing the Goldilocks Zone of Neural Network Initialization ICML 2024 Don’t Blame the Data, Blame the Model: Understanding Noise and Bias When Learning from Subjective Annotations EACL 2024 Explaining Model Confidence Using Counterfactuals AAAI 2023 Knowledge Distillation ≈ Label Smoothing: Fact or Fallacy? EMNLP 2023 Out-of-Distribution Detection and Selective Generation for Conditional Language Models ICLR 2023 Toward Unsupervised Realistic Visual Question Answering ICCV 2023 Training Private Models That Know What They Don’t Know NeurIPS 2023 Variable-Based Calibration for Machine Learning Classifiers AAAI 2023 Zero-Shot Data Maps. Efficient Dataset Cartography Without Model Training EMNLP 2023 CARD: Classification and Regression Diffusion Models NeurIPS 2022 Early Guessing for Dialect Identification EMNLP 2022