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Interest in dialog systems has grown substantially in the past decade.
SlotRefine: A fast non-autoregressive model for joint intent detection and slot filling
Wu, Di, Liang Ding, Fan Lu, and Jian Xie. 2020b · 1937
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Certain Language Skills in Children: Their Development and Interrelationships
Templin, Mildred C. 1957 · 1957
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The ATIS spoken language systems pilot corpus
Hemphill, Charles T., John J. Godfrey, and George R. Doddington. 1990 · 1990
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Multi-site data collection for a spoken language corpus
Hirschman, Lynette, Madeleine Bates, Deborah Dahl, WIlliam Fisher, John Garofolo, Kate Hunicke-Smith, David Pallett, Christine Pao, Patti Price, and Alexander Rudnicky. 1992 · 1992
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Multi-site data collection and evaluation in spoken language understanding
Hirschman, L., M. Bates, D. Dahl, W. Fisher, J. Garofolo, D. Pallett, K. Hunicke-Smith, P. Price, A. Rudnicky, and E. Tzoukermann. 1993 · 1993
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Expanding the scope of the ATIS task: The ATIS-3 corpus
Dahl, Deborah A., Madeleine Bates, Michael Brown, William Fisher, Kate Hunicke-Smith, David Pallett, Christine Pao, Alexander Rudnicky, and Elizabeth Shriberg. 1994 · 1994
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Learning to parse database queries using inductive logic programming
Zelle, John M. and Raymond J. Mooney. 1996 · 1996
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Relational learning of pattern-match rules for information extraction
Califf, Mary Elaine and Raymond J. Mooney. 1997 · 1997
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Automated construction of database interfaces: Intergrating statistical and relational learning for semantic parsing
Tang, Lappoon R. and Raymond J. Mooney. 2000 · 2000
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Learning question classifiers
Li, Xin and Dan Roth. 2002 · 2002
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Sorry and I didn’t catch that! - an investigation of non-understanding errors and recovery strategies
Bohus, Dan and Alexander I. Rudnicky. 2005 · 2005
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A survey on dialog management: Recent advances and challenges
Dai, Yinpei, Huihua Yu, Yixuan Jiang, Chengguang Tang, Yongbin Li, and Jian Sun. 2020 · 2005
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Seeing stars: Exploiting class relationships for sentiment categorization with respect to rating scales
Pang, Bo and Lillian Lee. 2005 · 2005
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Learning for semantic parsing with statistical machine translation
Wong, Yuk Wah and Raymond Mooney. 2006 · 2006
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Meta-learning for few-shot natural language processing: A survey
Yin, Wenpeng. 2020 · 2007
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Fewjoint: A few-shot learning benchmark for joint language understanding
Hou, Yutai, Jiafeng Mao, Yongkui Lai, Cheng Chen, Wanxiang Che, Zhigang Chen, and Ting Liu. 2020 · 2009
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Dialoglue: A natural language understanding benchmark for task-oriented dialogue
Mehri, S., M. Eric, and D. Hakkani-Tur. 2020 · 2009
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Semantic parsing with Bayesian tree transducers
Jones, Bevan, Mark Johnson, and Sharon Goldwater. 2012 · 2012
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Chinese whispers: Cooperative paraphrase acquisition
Negri, Matteo, Yashar Mehdad, Alessandro Marchetti, Danilo Giampiccolo, and Luisa Bentivogli. 2012 · 2012
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Semantic parsing on Freebase from question-answer pairs
Berant, Jonathan, Andrew Chou, Roy Frostig, and Percy Liang. 2013 · 2013
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Large-scale semantic parsing via schema matching and lexicon extension
Cai, Qingqing and Alexander Yates. 2013 · 2013
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NLU++: A multi-label, slot-rich, generalisable dataset for natural language understanding in task-oriented dialogue
Casanueva, Inigo, Ivan Vulić, Georgios Spithourakis, and Paweł Budzianowski. 2022 · 2013
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Asgard: A portable architecture for multilingual dialogue systems
Liu, J., P. Pasupat, S. Cyphers, and J. Glass. 2013 · 2013
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Investigation of recurrent-neural-network architectures and learning methods for spoken language understanding
Mesnil, Grégoire, Xiaodong He, Li Deng, and Yoshua Bengio. 2013 · 2013
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Recursive deep models for semantic compositionality over a sentiment treebank
Socher, Richard, Alex Perelygin, Jean Wu, Jason Chuang, Christopher D. Manning, Andrew Ng, and Christopher Potts. 2013 · 2013
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Recurrent neural networks for language understanding
Yao, Kaisheng, Geoffrey Zweig, Mei-Yuh Hwang, Yangyang Shi, and Dong Yu. 2013 · 2013
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Constructing an interactive natural language interface for relational databases
Li, Fei and H. V. Jagadish. 2014 · 2014
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Detecting out-of-domain utterances addressed to a virtual personal assistant
Tur, Gokhan, Anoop Deoras, and Dilek Hakkani-Tür. 2014 · 2014
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Spoken language understanding using long short-term memory neural networks
Yao, Kaisheng, Baolin Peng, Yu Zhang, Dong Yu, Geoffrey Zweig, and Yangyang Shi. 2014 · 2014
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Using recurrent neural networks for slot filling in spoken language understanding
Mesnil, Grégoire, Yann Dauphin, Kaisheng Yao, Yoshua Bengio, Li Deng, Dilek Hakkani-Tur, Xiaodong He, Larry Heck, Gokhan Tur, Dong Yu, and Geoffrey Zweig. 2015 · 2015
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A corpus and semantic parser for multilingual natural language querying of OpenStreetMap
Haas, Carolin and Stefan Riezler. 2016 · 2016
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Domain adaptation of recurrent neural networks for natural language understanding
Jaech, Aaron, Larry Heck, and Mari Ostendorf. 2016 · 2016
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Dataset for a neural natural language interface for databases (NNLIDB)
Brad, Florin, Radu Cristian Alexandru Iacob, Ionel Alexandru Hosu, and Traian Rebedea. 2017 · 2017
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Evaluating natural language understanding services for conversational question answering systems
Braun, Daniel, Adrian Hernandez Mendez, Florian Matthes, and Manfred Langen. 2017 · 2017
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A survey on dialogue systems: Recent advances and new frontiers
Chen, Hongshen, Xiaorui Liu, Dawei Yin, and Jiliang Tang. 2017 · 2017
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Multilingual semantic parsing and code-switching
Duong, Long, Hadi Afshar, Dominique Estival, Glen Pink, Philip Cohen, and Mark Johnson. 2017 · 2017
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Frames: a corpus for adding memory to goal-oriented dialogue systems
El Asri, Layla, Hannes Schulz, Shikhar Sharma, Jeremie Zumer, Justin Harris, Emery Fine, Rahul Mehrotra, and Kaheer Suleman. 2017 · 2017
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A baseline for detecting misclassified and out-of-distribution examples in neural networks
Hendrycks, Dan and Kevin Gimpel. 2017 · 2017
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Learning a neural semantic parser from user feedback
Iyer, Srinivasan, Ioannis Konstas, Alvin Cheung, Jayant Krishnamurthy, and Luke Zettlemoyer. 2017 · 2017
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Neural architectures for multilingual semantic parsing
Susanto, Raymond Hendy and Wei Lu. 2017 · 2017
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Towards improving predictive aac using crowdsourced dialogues and partner context
Vertanen, Keith. 2017 · 2017
Cited alongside, same era.
A network-based end-to-end trainable task-oriented dialogue system
Wen, Tsung-Hsien, David Vandyke, Nikola Mrkšić, Milica Gašić, Lina M. Rojas-Barahona, Pei-Hao Su, Stefan Ultes, and Steve Young. 2017 · 2017
Cited alongside, same era.
Sqlizer: Query synthesis from natural language
Yaghmazadeh, Navid, Yuepeng Wang, Isil Dillig, and Thomas Dillig. 2017 · 2017
Cited alongside, same era.
The first evaluation of chinese human-computer dialogue technology
Zhang, Wei-Nan, Zhigang Chen, Wanxiang Che, Guoping Hu, and Ting Liu. 2017 · 2017
Cited alongside, same era.
Seq2sql: Generating structured queries from natural language using reinforcement learning
Zhong, Victor, Caiming Xiong, and Richard Socher. 2017 · 2017
Cited alongside, same era.
MultiWOZ 2.1: A consolidated multi-domain dialogue dataset with state corrections and state tracking baselines
Eric, Mihail, Rahul Goel, Shachi Paul, Abhishek Sethi, Sanchit Agarwal, Shuyang Gao, Adarsh Kumar, Anuj Goyal, Peter Ku, and Dilek Hakkani-Tur. 2020 · 2020
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Likelihood ratios and generative classifiers for unsupervised out-of-domain detection in task oriented dialog
Gangal, Varun, Abhinav Arora, Arash Einolghozati, and Sonal Gupta. 2020 · 2020
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Data query language and corpus tools for slot-filling and intent classification data
Larson, Stefan, Eric Guldan, and Kevin Leach. 2020 · 2020
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Iterative feature mining for constraint-based data collection to increase data diversity and model robustness
Larson, Stefan, Anthony Zheng, Anish Mahendran, Rishi Tekriwal, Adrian Cheung, Eric Guldan, Kevin Leach, and Jonathan K. Kummerfeld. 2020b · 2020
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Recent neural methods on slot filling and intent classification for task-oriented dialogue systems: A survey
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Is atis too shallow to go deeper for benchmarking spoken language understanding models?
Béchet, Frédéric and Christian Raymond. 2018 · 2018
Cited alongside, same era.
MultiWOZ - a large-scale multi-domain Wizard-of-Oz dataset for task-oriented dialogue modelling
Budzianowski, Paweł, Tsung-Hsien Wen, Bo-Hsiang Tseng, Iñigo Casanueva, Stefan Ultes, Osman Ramadan, and Milica Gašić. 2018 · 2018
Cited alongside, same era.
Coucke, Alice, Alaa Saade, Adrien Ball, Théodore Bluche, Alexandre Caulier, David Leroy, Clément Doumouro, Thibault Gisselbrecht, Francesco Caltagirone, Thibaut Lavril, Maël Primet, and Joseph Dureau. 2018 · 2018
Cited alongside, same era.
Improving text-to-SQL evaluation methodology
Finegan-Dollak, Catherine, Jonathan K. Kummerfeld, Li Zhang, Karthik Ramanathan, Sesh Sadasivam, Rui Zhang, and Dragomir Radev. 2018 · 2018
Cited alongside, same era.
Semantic parsing for task oriented dialog using hierarchical representations
Gupta, Sonal, Rushin Shah, Mrinal Mohit, Anuj Kumar, and Mike Lewis. 2018 · 2018
Cited alongside, same era.
NL2Bash: A corpus and semantic parser for natural language interface to the linux operating system
Lin, Xi Victoria, Chenglong Wang, Luke Zettlemoyer, and Michael D. Ernst. 2018 · 2018
Cited alongside, same era.
A survey of available corpora for building data-driven dialogue systems: The journal version
Serban, Iulian Vlad, Ryan Lowe, Peter Henderson, Laurent Charlin, and Joelle Pineau. 2018 · 2018
Cited alongside, same era.
Louvan, Samuel and Bernardo Magnini. 2020 · 2020
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Conversational ai: Dialogue systems, conversational agents, and chatbots
McTear, Michael. 2020 · 2020
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AGIF: An adaptive graph-interactive framework for joint multiple intent detection and slot filling
Qin, Libo, Xiao Xu, Wanxiang Che, and Ting Liu. 2020 · 2020
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Towards scalable multi-domain conversational agents: The schema-guided dialogue dataset
Rastogi, Abhinav, Xiaoxue Zang, Srinivas Sunkara, Raghav Gupta, and Pranav Khaitan. 2020 · 2020
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Beyond accuracy: Behavioral testing of NLP models with CheckList
Ribeiro, Marco Tulio, Tongshuang Wu, Carlos Guestrin, and Sameer Singh. 2020 · 2020
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Leyzer: A dataset for multilingual virtual assistants
Sowanski, Marcin and Artur Janicki. 2020 · 2020
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Generalizing from a few examples: A survey on few-shot learning
Wang, Yaqing, Quanming Yao, James T. Kwok, and Lionel M. Ni. 2020 · 2020
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TOD-BERT: Pre-trained natural language understanding for task-oriented dialogue
Wu, Chien-Sheng, Steven C.H. Hoi, Richard Socher, and Caiming Xiong. 2020a · 2020
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End-to-end slot alignment and recognition for cross-lingual NLU
Xu, Weijia, Batool Haider, and Saab Mansour. 2020 · 2020
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User utterance acquisition for training task-oriented bots: A review of challenges, techniques and opportunities
Yaghoub-Zadeh-Fard, M., B. Benatallah, F. Casati, M. C. Barukh, and S. Zamanirad. 2020 · 2020
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MultiWOZ 2.2 : A dialogue dataset with additional annotation corrections and state tracking baselines
Zang, Xiaoxue, Abhinav Rastogi, Srinivas Sunkara, Raghav Gupta, Jianguo Zhang, and Jindong Chen. 2020 · 2020
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Out-of-domain detection for natural language understanding in dialog systems
Zheng, Yinhe, Guanyi Chen, and Minlie Huang. 2020 · 2020
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Pizza: a task-oriented semantic parsing dataset
Arkoudas, Konstantine, Nicolas Guenon des Mesnards, Melanie Rubino, Sandesh Swamy, Saarthak Khanna, and Weiqi Sun. 2021 · 2021
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Speechstew: Simply mix all available speech recognition data to train one large neural network
Chan, William, Daniel S. Park, Chris Lee, Yu Zhang, Quoc V. Le, and Mohammad Norouzi. 2021 · 2021
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Intent Detection and Slot Filling for Vietnamese
Dao, Mai Hoang, Thinh Hung Truong, and Dat Quoc Nguyen. 2021 · 2021
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English machine reading comprehension datasets: A survey
Dzendzik, Daria, C. Vogel, and Jennifer Foster. 2021 · 2021
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El volumen louder por favor: Code-switching in task-oriented semantic parsing
Einolghozati, Arash, A. Arora, Lorena Sainz-Maza Lecanda, A. Kumar, and Sonal Gupta. 2021 · 2021
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From masked language modeling to translation: Non-English auxiliary tasks improve zero-shot spoken language understanding
van der Goot, Rob, Ibrahim Sharaf, Aizhan Imankulova, Ahmet Üstün, Marija Stepanović, Alan Ramponi, Siti Oryza Khairunnisa, Mamoru Komachi, and Barbara Plank. 2021 · 2021
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Multiwoz 2.3: A multi-domain task-oriented dialogue dataset enhanced with annotation corrections and co-reference annotation
Han, Ting, Ximing Liu, Ryuichi Takanabu, Yixin Lian, Chongxuan Huang, Dazhen Wan, Wei Peng, and Minlie Huang. 2021 · 2021
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On the robustness of goal oriented dialogue systems to real-world noise
Krone, Jason, Sailik Sengupta, and Saab Mansoor. 2021 · 2021
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MTOP: A comprehensive multilingual task-oriented semantic parsing benchmark
Li, Haoran, Abhinav Arora, Shuohui Chen, Anchit Gupta, Sonal Gupta, and Yashar Mehdad. 2021 · 2021
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Robustness testing of language understanding in task-oriented dialog
Liu, Jiexi, Ryuichi Takanobu, Jiaxin Wen, Dazhen Wan, Hongguang Li, Weiran Nie, Cheng Li, Wei Peng, and Minlie Huang. 2021 · 2021
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Recent advances in deep learning-based dialogue systems
Ni, Jinjie, Tom Young, Vlad Pandelea, Fuzhao Xue, V. Adiga, and E. Cambria. 2021 · 2021
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RADDLE: An evaluation benchmark and analysis platform for robust task-oriented dialog systems
Peng, Baolin, Chunyuan Li, Zhu Zhang, Chenguang Zhu, Jinchao Li, and Jianfeng Gao. 2021 · 2021
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A survey on spoken language understanding: Recent advances and new frontiers
Qin, Libo, Tianbao Xie, Wanxiang Che, and Ting Liu. 2021 · 2021
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Crossing the conversational chasm: A primer on multilingual task-oriented dialogue systems
Razumovskaia, Evgeniia, Goran Glavaš, Olga Majewska, Anna Korhonen, and Ivan Vulić. 2021 · 2021
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LSOIE: A large-scale dataset for supervised open information extraction
Solawetz, Jacob and Stefan Larson. 2021 · 2021
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Teach me to explain: A review of datasets for explainable nlp
Wiegreffe, Sarah and Ana Marasović. 2021 · 2021
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Ye, Fanghua, Jarana Manotumruksa, and Emine Yilmaz. 2021 · 2021
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Annotation error detection: Analyzing the past and present for a more coherent future
Klie, Jan-Christoph, Bonnie Webber, and Iryna Gurevych. 2022 · 2022
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Redwood: Using collision detection to grow a large-scale intent classification dataset
Larson, Stefan and Kevin Leach. 2022 · 2022
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Cross-top: Zero-shot cross-schema task-oriented parsing
Rubino, Melanie, Nicolas Guenon des Mesnards, Uday Shah, Nanjiang Jiang, Weiqi Sun, and Konstantine Arkoudas. 2022 · 2022
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Modern question answering datasets and benchmarks: A survey
Wang, Zhen. 2022 · 2022
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A survey of joint intent detection and slot filling models in natural language understanding
Weld, Henry, Xiaoqi Huang, Siqu Long, Josiah Poon, and Soyeon Caren Han. 2022 · 2022
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Talk2Car: Taking control of your self-driving car
Deruyttere, Thierry, Simon Vandenhende, Dusan Grujicic, Luc Van Gool, and Marie-Francine Moens. 2019 · 2098
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