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DOCmT5: Document-Level Pretraining of Multilingual Language Models ...
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KaggleDBQA: Realistic Evaluation of Text-to-SQL Parsers ...
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Dialogue State Tracking with a Language Model using Schema-Driven Prompting ...
Abstract: Anthology paper link: https://aclanthology.org/2021.emnlp-main.404/ Abstract: We introduce a new variation of the language modeling approach that uses schema-driven prompting to provide task-aware history encoding that is used for both categorical and non-categorical slots. We further improve performance by augmenting the prompting with schema descriptions, a naturally occurring source of in-domain knowledge. Our purely generative system achieves state-of-the-art performance onMultiWOZ 2.2 and achieves competitive performance on two other benchmarks: Multi-WOZ 2.1 and M2M. ...
Keyword: Computational Linguistics; Language Models; Machine Learning; Machine Learning and Data Mining; Natural Language Processing
URL: https://dx.doi.org/10.48448/8qam-2817
https://underline.io/lecture/38021-dialogue-state-tracking-with-a-language-model-using-schema-driven-prompting
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