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Building a question-answering agent currently requires large annotated datasets, which are prohibitively expensive.
Seq2SQL: Generating Structured Queries from Natural Language using Reinforcement Learning
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MultiWOZ - A Large-Scale Multi-Domain Wizard-of-Oz Dataset for Task-Oriented Dialogue Modelling. In Proceedings of the 2018 Conference on Empirical Methods in Natural Language Processing (EMNLP)
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The Alexa Meaning Representation Language. In Proceedings of the 2018 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, Volume 3 (Industry Papers) . 177–184
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The Natural Language Decathlon: Multitask Learning as Question Answering
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Multi-Task Learning for parsing the Alexa Meaning Representation Language. In American Association for Artificial Intelligence (AAAI) . 181–224
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Robust Text-to-SQL Generation with Execution-Guided Decoding
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What It Takes to Achieve 100% Condition Accuracy on WikiSQL. In Proceedings of the 2018 Conference on Empirical Methods in Natural Language Processing . 1702–1711
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Towards Complex Text-to-SQL in Cross-Domain Database with Intermediate Representation. In Proceedings of the 57th Annual Meeting of the Association for Computational Linguistics . 4524–4535
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A Comprehensive Exploration on WikiSQL with Table-Aware Word Contextualization
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Amazon Alexa Has 100k Skills But Momentum Slows Globally. Here is the Breakdown by Country
Bret Kinsella. 2019 · 2019
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Zero-Shot Transfer Learning with Synthesized Data for Multi-Domain Dialogue State Tracking. In Proceedings of the 58th Annual Meeting of the Association for Computational Linguistics . 122–132
Giovanni Campagna, Agata Foryciarz, Mehrad Moradshahi, and Monica Lam. 2020 · 2020
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DBPal: A Fully Pluggable NL2SQL Training Pipeline. In Proceedings of the 2020 ACM SIGMOD International Conference on Management of Data . 2347–2361
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