Learning to Reject with a Fixed Predictor: Application to
Decontextualization

Learning to Reject with a Fixed Predictor: Application to Decontextualization

22 January 2023

Christopher Mohri

Michael Collins

Papers citing "Learning to Reject with a Fixed Predictor: Application to Decontextualization"

17 / 17 papers shown

Title
Conformal Linguistic Calibration: Trading-off between Factuality and Specificity Zhengping Jiang Anqi Liu Benjamin Van Durme 81 1 0 26 Feb 2025
Learning to Route LLMs with Confidence Tokens Yu-Neng Chuang Helen Zhou Prathusha Kameswara Sarma Parikshit Gopalan John Boccio Sara Bolouki Xia Hu 25 0 0 17 Oct 2024
Multi-Label Learning with Stronger Consistency Guarantees Anqi Mao M. Mohri Yutao Zhong 41 5 0 18 Jul 2024
Realizable $H$ -Consistent and Bayes-Consistent Loss Functions for Learning to Defer Anqi Mao M. Mohri Yutao Zhong 38 8 0 18 Jul 2024
Cardinality-Aware Set Prediction and Top- $k$ Classification Corinna Cortes Anqi Mao Christopher Mohri M. Mohri Yutao Zhong 30 5 0 09 Jul 2024
A Universal Growth Rate for Learning with Smooth Surrogate Losses Anqi Mao M. Mohri Yutao Zhong 27 6 0 09 May 2024
Top- $k$ Classification and Cardinality-Aware Prediction Anqi Mao M. Mohri Yutao Zhong 20 7 0 28 Mar 2024
Regression with Multi-Expert Deferral Anqi Mao M. Mohri Yutao Zhong 21 11 0 28 Mar 2024
$H$ -Consistency Guarantees for Regression Anqi Mao M. Mohri Yutao Zhong 23 9 0 28 Mar 2024
Learning to Decode Collaboratively with Multiple Language Models Zejiang Shen Hunter Lang Bailin Wang Yoon Kim David Sontag 39 28 0 06 Mar 2024
Language Models with Conformal Factuality Guarantees Christopher Mohri Tatsunori Hashimoto HILM 34 33 0 15 Feb 2024
Predictor-Rejector Multi-Class Abstention: Theoretical Analysis and Algorithms Anqi Mao M. Mohri Yutao Zhong 27 23 0 23 Oct 2023
Theoretically Grounded Loss Functions and Algorithms for Score-Based Multi-Class Abstention Anqi Mao M. Mohri Yutao Zhong 19 22 0 23 Oct 2023
Learning to Make Adherence-Aware Advice Guanting Chen Xiaocheng Li Chunlin Sun Hanzhao Wang 17 10 0 01 Oct 2023
Will this Question be Answered? Question Filtering via Answer Model Distillation for Efficient Question Answering Siddhant Garg Alessandro Moschitti 27 26 0 14 Sep 2021
A Finer Calibration Analysis for Adversarial Robustness Pranjal Awasthi Anqi Mao M. Mohri Yutao Zhong AAML 46 30 0 04 May 2021
Dropout as a Bayesian Approximation: Representing Model Uncertainty in Deep Learning Y. Gal Zoubin Ghahramani UQCV BDL 247 9,042 0 06 Jun 2015