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AI assistants can now carry out tasks for users by directly interacting with website UIs.
BERT for Joint Intent Classification and Slot Filling
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Online Learning of Relaxed CCG Grammars for Parsing to Logical Form
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Interpreting Written How-to Instructions
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Weakly supervised learning of semantic parsers for mapping instructions to actions
Yoav Artzi and Luke Zettlemoyer. 2013 · 2013
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Semantic parsing on freebase from question-answer pairs
Jonathan Berant, Andrew Chou, Roy Frostig, and Percy Liang. 2013 · 2013
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Learning and using language via recursive pragmatic reasoning about other agents
Nathaniel J Smith, Noah Goodman, and Michael Frank. 2013 · 2013
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Joint semantic utterance classification and slot filling with recursive neural networks
D. Guo, G. Tur, W. Yih, and G. Zweig. 2014 · 2014
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Adam: A method for stochastic optimization
Diederik P Kingma and Jimmy Ba. 2014 · 2014
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DataTone: Managing Ambiguity in Natural Language Interfaces for Data Visualization
Tong Gao, Mira Dontcheva, Eytan Adar, Zhicheng Liu, and Karrie G. Karahalios. 2015 · 2015
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Reverse Engineering Mobile Application User Interfaces with REMAUI
Tuan Anh Nguyen and Christoph Csallner. 2015 · 2015
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Automatically Translating Bug Reports into Test Cases for Mobile Apps
Mattia Fazzini, Martin Prammer, Marcelo d’Amorim, and Alessandro Orso. 2018 · 2018
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Explain Yourself: A Natural Language Interface for Scrutable Autonomous Robots
Francisco Javier Chiyah Garcia, David A. Robb, Xingkun Liu, Atanas Laskov, Pedro Patrón, and Helen F. Hastie. 2018 · 2018
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Representation learning for grounded spatial reasoning
Michael Janner, Karthik Narasimhan, and Regina Barzilay. 2018 · 2018
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Reinforcement Learning on Web Interfaces using Workflow-Guided Exploration
Evan Zheran Liu, Kelvin Guu, Panupong Pasupat, Tianlin Shi, and Percy Liang. 2018a · 2018
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Mapping natural language commands to web elements
Panupong Pasupat, Tian-Shun Jiang, Evan Liu, Kelvin Guu, and Percy Liang. 2018 · 2018
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Semantic parsing via staged query graph generation: Question answering with knowledge base
Wen-tau Yih, Ming-Wei Chang, Xiaodong He, and Jianfeng Gao. 2015 · 2015
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Ringer: Web Automation by Demonstration
Shaon Barman, Sarah Chasins, Rastislav Bodik, and Sumit Gulwani. 2016 · 2016
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NLmaps: A natural language interface to query OpenStreetMap
Carolin Lawrence and Stefan Riezler. 2016 · 2016
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Joint Online Spoken Language Understanding and Language Modeling With Recurrent Neural Networks
Bing Liu and Ian Lane. 2016 · 2016
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Eviza: A Natural Language Interface for Visual Analysis
Vidya Setlur, Sarah E. Battersby, Melanie Tory, Rich Gossweiler, and Angel X. Chang. 2016 · 2016
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Learning Language Games through Interaction
Sida I. Wang, Percy Liang, and Christopher D. Manning. 2016 · 2016
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Google’s neural machine translation system: Bridging the gap between human and machine translation
Yonghui Wu, Mike Schuster, Zhifeng Chen, Quoc V Le, Mohammad Norouzi, Wolfgang Macherey, Maxim Krikun, Yuan Cao, Qin Gao, Klaus Macherey, et al. 2016 · 2016
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Natural language interfaces with fine-grained user interaction: A case study on web APIs
Yu Su, Ahmed Hassan Awadallah, Miaosen Wang, and Ryen W White. 2018 · 2018
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An end-to-end neural natural language interface for databases
Prasetya Utama, Nathaniel Weir, Fuat Basik, Carsten Binnig, Ugur Cetintemel, Benjamin Hättasch, Amir Ilkhechi, Shekar Ramaswamy, and Arif Usta. 2018 · 2018
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BERT: Pre-training of deep bidirectional transformers for language understanding
Jacob Devlin, Ming-Wei Chang, Kenton Lee, and Kristina Toutanova. 2019 · 2019
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Google is bringing AI assistant Duplex to the web
Tech Crunch. 2019 · 2019
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Automatic Task Completion Flows from Web APIs
Kyle Williams, Seyyed Hadi Hashemi, and Imed Zitouni. 2019 · 2019
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ReCDroid: Automatically Reproducing Android Application Crashes from Bug Reports
Yu Zhao, Tingting Yu, Ting Su, Yang Liu, Wei Zheng, Jingzhi Zhang, and William G. J. Halfond. 2019 · 2019
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Object Detection for Graphical User Interface: Old Fashioned or Deep Learning or a Combination?
Jieshan Chen, Mulong Xie, Zhenchang Xing, Chunyang Chen, Xiwei Xu, Liming Zhu, and Guoqiang Li. 2020b · 2020
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The schema-guided dialogue dataset
Google Research Datasets. 2020 · 2020
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https://www.selenium.dev
Selenium. 2020 · 2020
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