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01/24/2023
Low-Resource Compositional Semantic Parsing with Concept Pretraining
Semantic parsing plays a key role in digital voice assistants such as Al...
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08/02/2022
AlexaTM 20B: Few-Shot Learning Using a Large-Scale Multilingual Seq2Seq Model
In this work, we demonstrate that multilingual large-scale sequence-to-s...
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04/28/2022
Instilling Type Knowledge in Language Models via Multi-Task QA
Understanding human language often necessitates understanding entities a...
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10/27/2021
Towards Realistic Single-Task Continuous Learning Research for NER
There is an increasing interest in continuous learning (CL), as data pri...
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01/20/2021
Zero-shot Generalization in Dialog State Tracking through Generative Question Answering
Dialog State Tracking (DST), an integral part of modern dialog systems, ...
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05/22/2020