conftrace_

confidence estimation

167 papers

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Also known as

CE

Co-occurring keywords

large language model (13587) uncertainty quantification (1393) confidence calibration (183) question answering (2963) model calibration (232) uncertainty estimation (648) hallucination detection (530) language model (4599) selective prediction (43) neural machine translation (2310)

Papers

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
Who Should I Trust? Explicit Confidence-Focused Multimodal Intent Recognition AAAI 2026
GUIDE: Towards Scalable Advising for Research Ideas ACL 2026
Confidence Estimation for Text-to-SQL in Large Language Models AAAI 2026
Confidence-Driven Multi-Scale Model Selection for Cost-Efficient Inference EACL 2026
How Reliable are Confidence Estimators for Large Reasoning Models? A Systematic Benchmark on High-Stakes Domains EACL 2026
Early-Exit and Instant Confidence Translation Quality Estimation EACL 2026
Global-Local Confidence Fusion for Hallucination Detection in Mathematical Reasoning Task AAAI 2026
Beyond Majority Voting: Towards Fine-grained and More Reliable Reward Signal for Test-Time Reinforcement Learning ACL 2026
LoVeC: Reinforcement Learning for Better Verbalized Confidence in Long-Form Generation ACL 2026
ADVICE: Answer-Dependent Verbalized Confidence Estimation ACL 2026
Efficient Reasoning for Large Reasoning Language Models via Certainty-Guided Reflection Suppression AAAI 2026
Think Just Enough: Leveraging Self-Assessed Confidence for Adaptive Reasoning in Language Models EACL 2026
CAAC: Confidence-Aware Attention Calibration to Reduce Hallucinations in Large Vision-Language Models WACV 2026
Fine-grained Confidence Estimation for Spurious Correctness Detection in Large Language Models IJCNLP 2025
Confidence Improves Self-Consistency in LLMs ACL 2025
Understanding the Impact of Confidence in Retrieval Augmented Generation: A Case Study in the Medical Domain ACL 2025
SIMBA UQ: Similarity-Based Aggregation for Uncertainty Quantification in Large Language Models EMNLP 2025
Aligning Large Language Models for Faithful Integrity Against Opposing Argument AAAI 2025
MlingConf: A Comprehensive Study of Multilingual Confidence Estimation on Large Language Models ACL 2025
MAC-Tuning: LLM Multi-Compositional Problem Reasoning with Enhanced Knowledge Boundary Awareness EMNLP 2025
Confidence Estimation for Error Detection in Text-to-SQL Systems AAAI 2025
Alignment for Efficient Tool Calling of Large Language Models EMNLP 2025
Attack-inspired Calibration Loss for Calibrating Crack Recognition AAAI 2025