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05/28/2022
Approximate Conditional Coverage via Neural Model Approximations
Constructing reliable prediction sets is an obstacle for applications of...
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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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04/07/2020
Exemplar Auditing for Multi-Label Biomedical Text Classification
Many practical applications of AI in medicine consist of semi-supervised...
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06/04/2019
Toward Grammatical Error Detection from Sentence Labels: Zero-shot Sequence Labeling with CNNs and Contextualized Embeddings
Zero-shot grammatical error detection is the task of tagging token-level...
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04/16/2018
Ecological Regression with Partial Identification
We study a partially identified linear contextual effects model for ecol...
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07/27/2017
Adapting Sequence Models for Sentence Correction
In a controlled experiment of sequence-to-sequence approaches for the ta...
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04/28/2016
Word Ordering Without Syntax
Recent work on word ordering has argued that syntactic structure is impo...
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04/16/2016