Conformal Prediction for Natural Language Processing: A Survey

Conformal Prediction for Natural Language Processing: A Survey

3 May 2024

Margarida M. Campos

António Farinhas

Chrysoula Zerva

Mário A. T. Figueiredo

André F. T. Martins

Papers citing "Conformal Prediction for Natural Language Processing: A Survey"

15 / 15 papers shown

Title
Data-Driven Calibration of Prediction Sets in Large Vision-Language Models Based on Inductive Conformal Prediction Yuanchang Ye Weiyan Wen VLM 56 0 0 24 Apr 2025
Conformal Prediction: A Data Perspective Xiaofan Zhou Baiting Chen Yu Gui Lu Cheng 44 2 0 09 Oct 2024
Confidence on the Focal: Conformal Prediction with Selection-Conditional Coverage Ying Jin Zhimei Ren 30 7 0 06 Mar 2024
Interpreting Predictive Probabilities: Model Confidence or Human Label Variation? Joris Baan Raquel Fernández Barbara Plank Wilker Aziz 29 10 0 25 Feb 2024
Non-Exchangeable Conformal Language Generation with Nearest Neighbors Dennis Ulmer Chrysoula Zerva André F. T. Martins 26 11 0 01 Feb 2024
Estimating Uncertainty in Multimodal Foundation Models using Public Internet Data Shiladitya Dutta Hongbo Wei L. Laan Ahmed Alaa 30 5 0 15 Oct 2023
Stop Measuring Calibration When Humans Disagree Joris Baan Wilker Aziz Barbara Plank Raquel Fernández 16 53 0 28 Oct 2022
Conformal Predictor for Improving Zero-shot Text Classification Efficiency Prafulla Kumar Choubey Yunru Bai Chien-Sheng Wu Wenhao Liu Nazneen Rajani BDL OODD 24 3 0 23 Oct 2022
Calibration of Natural Language Understanding Models with Venn--ABERS Predictors Patrizio Giovannotti 30 6 0 21 May 2022
Learn then Test: Calibrating Predictive Algorithms to Achieve Risk Control Anastasios Nikolas Angelopoulos Stephen Bates Emmanuel J. Candès Michael I. Jordan Lihua Lei 86 125 0 03 Oct 2021
Consistent Accelerated Inference via Confident Adaptive Transformers Tal Schuster Adam Fisch Tommi Jaakkola Regina Barzilay AI4TS 179 69 0 18 Apr 2021
Few-shot Conformal Prediction with Auxiliary Tasks Adam Fisch Tal Schuster Tommi Jaakkola Regina Barzilay 176 53 0 17 Feb 2021
Distribution-Free, Risk-Controlling Prediction Sets Stephen Bates Anastasios Nikolas Angelopoulos Lihua Lei Jitendra Malik Michael I. Jordan OOD 173 184 0 07 Jan 2021
Calibration of Pre-trained Transformers Shrey Desai Greg Durrett UQLM 231 288 0 17 Mar 2020
Cross-conformal predictors V. Vovk 110 173 0 03 Aug 2012