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

Interpretable Failure Detection with Human-Level Concepts AAAI 2025
MICE for CATs: Model-Internal Confidence Estimation for Calibrating Agents with Tools NAACL 2025
All Roads Lead to Rome: Graph-Based Confidence Estimation for Large Language Model Reasoning EMNLP 2025
MlingConf: A Comprehensive Study of Multilingual Confidence Estimation on Large Language Models ACL 2025
Attack-inspired Calibration Loss for Calibrating Crack Recognition AAAI 2025
MAC-Tuning: LLM Multi-Compositional Problem Reasoning with Enhanced Knowledge Boundary Awareness EMNLP 2025
Aligning Large Language Models for Faithful Integrity Against Opposing Argument AAAI 2025
Confidence Estimation for Error Detection in Text-to-SQL Systems AAAI 2025
Revisiting Epistemic Markers in Confidence Estimation: Can Markers Accurately Reflect Large Language Models’ Uncertainty? ACL 2025
Calibrating Large Language Models with Sample Consistency AAAI 2025
Chain-of-Probe: Examining the Necessity and Accuracy of CoT Step-by-Step NAACL 2025
Teaching Large Language Models to Express Knowledge Boundary from Their Own Signals ACL 2025
Fine-grained Confidence Estimation for Spurious Correctness Detection in Large Language Models AACL 2025
Confidence-Based Response Abstinence: Improving LLM Trustworthiness via Activation-Based Uncertainty Estimation EMNLP 2025
Influences on LLM Calibration: A Study of Response Agreement, Loss Functions, and Prompt Styles ACL 2025
SpeechT-RAG: Reliable Depression Detection in LLMs with Retrieval-Augmented Generation Using Speech Timing Information ACL 2025
GRACE: A Granular Benchmark for Evaluating Model Calibration against Human Calibration ACL 2025
Is That Your Final Answer? Test-Time Scaling Improves Selective Question Answering ACL 2025
Self-Training Large Language Models with Confident Reasoning EMNLP 2025
Atomic Calibration of LLMs in Long-Form Generations AACL 2025
Who Knows the Answer? Finding the Best Model and Prompt for Each Query Using Confidence-Based Search AAAI 2024
Modeling Stereo-Confidence out of the End-to-End Stereo-Matching Network via Disparity Plane Sweep AAAI 2024
HW-TSC at SemEval-2024 Task 5: Self-Eval? A Confident LLM System for Auto Prediction and Evaluation for the Legal Argument Reasoning Task SEMEVAL 2024
Uncertainty in Language Models: Assessment through Rank-Calibration EMNLP 2024
ICON: Incremental CONfidence for Joint Pose and Radiance Field Optimization CVPR 2024