confidence estimation

ADVICE: Answer-Dependent Verbalized Confidence Estimation ACL 2026 Beyond Majority Voting: Towards Fine-grained and More Reliable Reward Signal for Test-Time Reinforcement Learning ACL 2026 CAAC: Confidence-Aware Attention Calibration to Reduce Hallucinations in Large Vision-Language Models WACV 2026 CAT: Confidence-Adaptive Thinking for Efficient Reasoning of Large Reasoning Models ACL 2026 CLIP-UP: CLIP-Based Unanswerable Problem Detection for Visual Question Answering WACV 2026 Confidence-Driven Multi-Scale Model Selection for Cost-Efficient Inference EACL 2026 Confidence Estimation for Text-to-SQL in Large Language Models AAAI 2026 Dual-Level Confidence based Implicit Self-Refinement for Medical Visual Question Answering CVPR 2026 Early-Exit and Instant Confidence Translation Quality Estimation EACL 2026 Efficient Reasoning for Large Reasoning Language Models via Certainty-Guided Reflection Suppression AAAI 2026 Global-Local Confidence Fusion for Hallucination Detection in Mathematical Reasoning Task AAAI 2026 GUIDE: Towards Scalable Advising for Research Ideas ACL 2026 HierUQ: Hierarchical Uncertainty Quantification with Adaptive Granularity Reconciliation for Degraded Image Classification CVPR 2026 How Reliable are Confidence Estimators for Large Reasoning Models? A Systematic Benchmark on High-Stakes Domains EACL 2026 LoVeC: Reinforcement Learning for Better Verbalized Confidence in Long-Form Generation ACL 2026 RARE: Learn to RAnk and REtrieve for Monocular 3D Object Detection CVPR 2026 Think Just Enough: Leveraging Self-Assessed Confidence for Adaptive Reasoning in Language Models EACL 2026 Who Should I Trust? Explicit Confidence-Focused Multimodal Intent Recognition AAAI 2026 Aligning Large Language Models for Faithful Integrity Against Opposing Argument AAAI 2025 Alignment for Efficient Tool Calling of Large Language Models EMNLP 2025 All Roads Lead to Rome: Graph-Based Confidence Estimation for Large Language Model Reasoning EMNLP 2025 ASR Confidence Estimation using True Class Lexical Similarity Score Interspeech 2025 Attack-inspired Calibration Loss for Calibrating Crack Recognition AAAI 2025 Beyond Correctness: Confidence-Aware Reward Modeling for Enhancing Large Language Model Reasoning EMNLP 2025 Beyond the Score: Uncertainty-Calibrated LLMs for Automated Essay Assessment EMNLP 2025