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02/02/2022
PromptSource: An Integrated Development Environment and Repository for Natural Language Prompts
PromptSource is a system for creating, sharing, and using natural langua...
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10/15/2021
Multitask Prompted Training Enables Zero-Shot Task Generalization
Large language models have recently been shown to attain reasonable zero...
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02/23/2021
Do Transformer Modifications Transfer Across Implementations and Applications?
The research community has proposed copious modifications to the Transfo...
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10/24/2020
Rethinking embedding coupling in pre-trained language models
We re-evaluate the standard practice of sharing weights between input an...
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05/28/2020
Empirical Evaluation of Pretraining Strategies for Supervised Entity Linking
In this work, we present an entity linking model which combines a Transf...
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04/15/2020
Entities as Experts: Sparse Memory Access with Entity Supervision
We focus on the problem of capturing declarative knowledge in the learne...
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01/11/2020
Learning Cross-Context Entity Representations from Text
Language modeling tasks, in which words, or word-pieces, are predicted o...
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08/01/2019
Improving localization-based approaches for breast cancer screening exam classification
We trained and evaluated a localization-based deep CNN for breast cancer...
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03/20/2019
Deep Neural Networks Improve Radiologists' Performance in Breast Cancer Screening
We present a deep convolutional neural network for breast cancer screeni...
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11/02/2018
Sentence Encoders on STILTs: Supplementary Training on Intermediate Labeled-data Tasks
Pretraining with language modeling and related unsupervised tasks has re...
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09/07/2018