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01/10/2023
Structured Case-based Reasoning for Inference-time Adaptation of Text-to-SQL parsers
Inference-time adaptation methods for semantic parsing are useful for le...
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10/29/2022
Diverse Parallel Data Synthesis for Cross-Database Adaptation of Text-to-SQL Parsers
Text-to-SQL parsers typically struggle with databases unseen during the ...
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10/13/2022
Bootstrapping Multilingual Semantic Parsers using Large Language Models
Despite cross-lingual generalization demonstrated by pre-trained multili...
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06/07/2021
Exploiting Language Relatedness for Low Web-Resource Language Model Adaptation: An Indic Languages Study
Recent research in multilingual language models (LM) has demonstrated th...
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06/04/2021
Teaching keyword spotters to spot new keywords with limited examples
Learning to recognize new keywords with just a few examples is essential...
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03/04/2021
Error-driven Fixed-Budget ASR Personalization for Accented Speakers
We consider the task of personalizing ASR models while being constrained...
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07/14/2020
What's in a Name? Are BERT Named Entity Representations just as Good for any other Name?
We evaluate named entity representations of BERT-based NLP models by inv...
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06/24/2020
Black-box Adaptation of ASR for Accented Speech
We introduce the problem of adapting a black-box, cloud-based ASR system...
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04/13/2020
Learning from Rules Generalizing Labeled Exemplars
In many applications labeled data is not readily available, and needs to...
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10/07/2019