Non-Exchangeable Conformal Language Generation with Nearest Neighbors

Non-Exchangeable Conformal Language Generation with Nearest Neighbors

1 February 2024

Chrysoula Zerva

André F. T. Martins

Papers citing "Non-Exchangeable Conformal Language Generation with Nearest Neighbors"

14 / 14 papers shown

Title
Conformal Prediction: A Data Perspective Xiaofan Zhou Baiting Chen Yu Gui Lu Cheng 142 3 0 09 Oct 2024
Conformal Generative Modeling with Improved Sample Efficiency through Sequential Greedy Filtering Kemal Kurniawan Bernhard Schölkopf Michael Muehlebach 35 0 0 02 Oct 2024
Calibrated Large Language Models for Binary Question Answering Patrizio Giovannotti Alexander Gammerman 36 1 0 01 Jul 2024
Conformal Alignment: Knowing When to Trust Foundation Models with Guarantees Yu Gui Ying Jin Zhimei Ren MedIm 40 18 0 16 May 2024
Conformal Prediction for Natural Language Processing: A Survey Margarida M. Campos António Farinhas Chrysoula Zerva Mário A. T. Figueiredo André F. T. Martins AI4CE 50 14 0 03 May 2024
Language Models with Conformal Factuality Guarantees Christopher Mohri Tatsunori Hashimoto HILM 44 34 0 15 Feb 2024
Conformalizing Machine Translation Evaluation Chrysoula Zerva André F.T. Martins 27 3 0 09 Jun 2023
Conformal Predictor for Improving Zero-shot Text Classification Efficiency Prafulla Kumar Choubey Yunru Bai Chien-Sheng Wu Wenhao Liu Nazneen Rajani BDL OODD 32 3 0 23 Oct 2022
Exploring Predictive Uncertainty and Calibration in NLP: A Study on the Impact of Method & Data Scarcity Dennis Ulmer J. Frellsen Christian Hardmeier 195 22 0 20 Oct 2022
Chunk-based Nearest Neighbor Machine Translation Pedro Henrique Martins Zita Marinho André F.T. Martins RALM 90 28 0 24 May 2022
Efficient Nearest Neighbor Language Models Junxian He Graham Neubig Taylor Berg-Kirkpatrick RALM 195 103 0 09 Sep 2021
Consistent Accelerated Inference via Confident Adaptive Transformers Tal Schuster Adam Fisch Tommi Jaakkola Regina Barzilay AI4TS 192 69 0 18 Apr 2021
Few-shot Conformal Prediction with Auxiliary Tasks Adam Fisch Tal Schuster Tommi Jaakkola Regina Barzilay 184 54 0 17 Feb 2021
Dropout as a Bayesian Approximation: Representing Model Uncertainty in Deep Learning Y. Gal Zoubin Ghahramani UQCV BDL 287 9,156 0 06 Jun 2015