conftrace_

confidence scoring

30 papers

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Co-occurring keywords

large language model (13587) out-of-distribution detection (617) confidence estimation (167) question answering (2963) confidence score (68) zero-shot learning (3650) hallucination detection (530) dialog system (218) reasoning path (75) confidence level (6)

Papers

Confidence-Guided Stepwise Model Routing for Cost-Efficient Reasoning AAAI 2026
HalluCounter: Reference-free LLM Hallucination Detection in the Wild! AACL 2025
Confidence Improves Self-Consistency in LLMs ACL 2025
Improving Transformer Based Line Segment Detection with Matched Predicting and Re-ranking AAAI 2025
COIN: Confidence Score-Guided Distillation for Annotation-Free Cell Segmentation ICCV 2025
Coling-UniA at SciVQA 2025: Few-Shot Example Retrieval and Confidence-Informed Ensembling for Multimodal Large Language Models ACL 2025
HalluCounter: Reference-free LLM Hallucination Detection in the Wild! IJCNLP 2025
Confidence-guided Refinement Reasoning for Zero-shot Question Answering EMNLP 2025
CLIPScope: Enhancing Zero-Shot OOD Detection with Bayesian Scoring WACV 2025
Overcoming Common Flaws in the Evaluation of Selective Classification Systems NIPS 2024
Defending Against Disinformation Attacks in Open-Domain Question Answering EACL 2024
Teaching-Assistant-in-the-Loop: Improving Knowledge Distillation from Imperfect Teacher Models in Low-Budget Scenarios ACL 2024
PaCoST: Paired Confidence Significance Testing for Benchmark Contamination Detection in Large Language Models EMNLP 2024
RE-RAG: Improving Open-Domain QA Performance and Interpretability with Relevance Estimator in Retrieval-Augmented Generation EMNLP 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 NAACL 2024
Topics in Selective Classification AAAI 2023
Gatekeeper to save COGS and improve efficiency of Text Prediction EMNLP 2023
Zero-Shot Out-of-Distribution Detection Based on the Pre-trained Model CLIP AAAI 2022
Evaluating the Practical Utility of Confidence-score based Techniques for Unsupervised Open-world Classification ACL 2022
CML: A Contrastive Meta Learning Method to Estimate Human Label Confidence Scores and Reduce Data Collection Cost ACL 2022
Probabilistic Extension of Precision, Recall, and F1 Score for More Thorough Evaluation of Classification Models EMNLP 2020
Generalized ODIN: Detecting Out-of-Distribution Image Without Learning From Out-of-Distribution Data CVPR 2020
Calibrating Structured Output Predictors for Natural Language Processing ACL 2020
A Deep Generative Distance-Based Classifier for Out-of-Domain Detection with Mahalanobis Space COLING 2020
Improving ASR Confidence Scores for Alexa Using Acoustic and Hypothesis Embeddings INTERSPEECH 2019