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05/28/2023
Conformal Prediction with Large Language Models for Multi-Choice Question Answering
As large language models continue to be widely developed, robust uncerta...
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10/27/2022
Towards Reliable Zero Shot Classification in Self-Supervised Models with Conformal Prediction
Self-supervised models trained with a contrastive loss such as CLIP have...
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11/29/2020
Coarse-to-Fine Memory Matching for Joint Retrieval and Classification
We present a novel end-to-end language model for joint retrieval and cla...
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10/06/2020
Empirical Frequentist Coverage of Deep Learning Uncertainty Quantification Procedures
Uncertainty quantification for complex deep learning models is increasin...
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04/07/2020