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We introduce a Recursive INsertion-based Encoder (RINE), a novel approach for semantic parsing in task-oriented dialog.
BERT for Joint Intent Classification and Slot Filling
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Improving Semantic Parsing for Task Oriented Dialog
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A General Framework for Information Extraction using Dynamic Span Graphs
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Merge and Label: A novel neural network architecture for nested NER
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RoBERTa: A Robustly Optimized BERT Pretraining Approach
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Dropout: a simple way to prevent neural networks from overfitting
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Characterizing Structural Descriptions Produced by Various Grammatical Formalisms
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Finding Structure in Time
Elman, J. 1990 · 1990
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The ATIS Spoken Language Systems Pilot Corpus
Hemphill, C. T.; Godfrey, J. J.; and Doddington, G. 1990 · 1990
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Continuous or Discontinuous Constituents? A Comparison between Syntactic Analyses for Constituent Order and Their Processing Systems
Müller, S. 2004 · 2004
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Ace 2005 multilingual training corpus
Walker, C.; Strassel, S.; Medero, J.; and Maeda, K. 2006 · 2005
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Parsing Discontinuous Phrase Structure with Grammatical Functions
Hall, J.; and Nivre, J. 2008 · 2008
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Conversational Semantic Parsing
Aghajanyan, A.; Maillard, J.; Shrivastava, A.; Diedrick, K.; Haeger, M.; Li, H.; Mehdad, Y.; Stoyanov, V.; Kumar, A.; Lewis, M.; and Gupta, S. 2020 · 2009
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Don’t Parse, Insert: Multilingual Semantic Parsing with Insertion Based Decoding
Zhu, Q.; Khan, H.; Soltan, S.; Rawls, S.; and Hamza, W. 2020 · 2010
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Abstract Meaning Representation for Sembanking
Banarescu, L.; Bonial, C.; Cai, S.; Georgescu, M.; Griffitt, K.; Hermjakob, U.; Knight, K.; Koehn, P.; Palmer, M.; and Schneider, N. 2013 · 2013
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Investigation of recurrent-neural-network architectures and learning methods for spoken language understanding
Mesnil, G.; He, X.; Deng, L.; and Bengio, Y. 2013 · 2013
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Adam: A method for stochastic optimization
Kingma, D. P.; and Ba, J. 2014 · 2014
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Sequence to Sequence Learning with Neural Networks
Sutskever, I.; Vinyals, O.; and Le, Q. V. 2014 · 2014
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Pointer Networks
Vinyals, O.; Fortunato, M.; and Jaitly, N. 2015 · 2015
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Recurrent Neural Network Grammars
Dyer, C.; Kuncoro, A.; Ballesteros, M.; and Smith, N. A. 2016 · 2016
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Attention-Based Recurrent Neural Network Models for Joint Intent Detection and Slot Filling
Liu, B.; and Lane, I. 2016 · 2016
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Get To The Point: Summarization with Pointer-Generator Networks
See, A.; Liu, P. J.; and Manning, C. D. 2017 · 2017
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Span-based Hierarchical Semantic Parsing for Task-Oriented Dialog
Pasupat, P.; Gupta, S.; Mandyam, K.; Shah, R.; Lewis, M.; and Zettlemoyer, L. 2019 · 2019
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Nested Named Entity Recognition via Second-best Sequence Learning and Decoding
Shibuya, T.; and Hovy, E. 2019 · 2019
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Insertion Transformer: Flexible Sequence Generation via Insertion Operations
Stern, M.; Chan, W.; Kiros, J.; and Uszkoreit, J. 2019 · 2019
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Neural Architectures for Nested NER through Linearization
Straková, J.; Straka, M.; and Hajic, J. 2019 · 2019
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Task-Oriented Dialogue as Dataflow Synthesis
Andreas, J.; Bufe, J.; Burkett, D.; Chen, C.; Clausman, J.; Crawford, J.; Crim, K.; DeLoach, J.; Dorner, L.; Eisner, J.; Fang, H.; Guo, A.; Hall, D.; Hayes, K.; Hill, K.; Ho, D.; Iwaszuk, W.; Jha, S.; Klein, D.; Krishnamurthy, J.; Lanman, T.; Liang, P.; Lin, C. H.; Lintsbakh, I.; McGovern, A.; Nisnevich, A.; Pauls, A.; Petters, D.; Read, B.; Roth, D.; Roy, S.; Rusak, J.; Short, B.; Slomin, D.; Snyder, B.; Striplin, S.; Su, Y.; Tellman, Z.; Thomson, S.; Vorobev, A.; Witoszko, I.; Wolfe, J.; Wray, A.; Zhang, Y.; and Zotov, A. 2020 · 2020
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A Minimal Span-Based Neural Constituency Parser
Stern, M.; Andreas, J.; and Klein, D. 2017 · 2017
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Attention is all you need
Vaswani, A.; Shazeer, N.; Parmar, N.; Uszkoreit, J.; Jones, L.; Gomez, A. N.; Kaiser, Ł.; and Polosukhin, I. 2017 · 2017
Cited alongside, same era.
Semantic Parsing for Task Oriented Dialog using Hierarchical Representations
Gupta, S.; Shah, R.; Mohit, M.; Kumar, A.; and Lewis, M. 2018 · 2018
Cited alongside, same era.
Averaging Weights Leads to Wider Optima and Better Generalization
Izmailov, P.; Podoprikhin, D.; Garipov, T.; Vetrov, D.; and Wilson, A. 2018 · 2018
Cited alongside, same era.
Nested Named Entity Recognition Revisited
Katiyar, A.; and Cardie, C. 2018 · 2018
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GLUE: A Multi-Task Benchmark and Analysis Platform for Natural Language Understanding
Wang, A.; Singh, A.; Michael, J.; Hill, F.; Levy, O.; and Bowman, S. R. 2018 · 2018
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Augmented Natural Language for Generative Sequence Labeling
Athiwaratkun, B.; Santos, C. D.; Krone, J.; and Xiang, B. 2020 · 2020
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Dialogue-AMR: Abstract Meaning Representation for Dialogue
Bonial, C.; Donatelli, L.; Abrams, M.; Lukin, S. M.; Tratz, S.; Marge, M.; Artstein, R.; Traum, D.; and Voss, C. 2020 · 2020
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Low-Resource Domain Adaptation for Compositional Task-Oriented Semantic Parsing
Chen, X.; Ghoshal, A.; Mehdad, Y.; Zettlemoyer, L.; and Gupta, S. 2020 · 2020
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Conversational Semantic Parsing for Dialog State Tracking
Cheng, J.; Agrawal, D.; Alonso, H. M.; Bhargava, S.; Driesen, J.; Flego, F.; Kaplan, D.; Kartsaklis, D.; Li, L.; Piraviperumal, D.; Williams, J.; Yu, H.; Séaghdha, D. Ó.; and Johannsen, A. 2020 · 2020
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A Unified MRC Framework for Named Entity Recognition
Li, X.; Feng, J.; Meng, Y.; Han, Q.; Wu, F.; and Li, J. 2020 · 2020
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Don’t Parse, Generate! A Sequence to Sequence Architecture for Task-Oriented Semantic Parsing
Rongali, S.; Soldaini, L.; Monti, E.; and Hamza, W. 2020 · 2020
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Non-Autoregressive Semantic Parsing for Compositional Task-Oriented Dialog
Babu, A.; Shrivastava, A.; Aghajanyan, A.; Aly, A.; Fan, A.; and Ghazvininejad, M. 2021 · 2021
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Low-Resource Task-Oriented Semantic Parsing via Intrinsic Modeling
Desai, S.; Shrivastava, A.; Zotov, A.; and Aly, A. 2021 · 2021
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Structured Prediction as Translation between Augmented Natural Languages
Paolini, G.; Athiwaratkun, B.; Krone, J.; Ma, J.; Achille, A.; Anubhai, R.; Santos, C. D.; Xiang, B.; and Soatto, S. 2021 · 2021
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Span Pointer Networks for Non-Autoregressive Task-Oriented Semantic Parsing
Shrivastava, A.; Chuang, P.-H.; Babu, A.; Desai, S.; Arora, A.; Zotov, A.; and Aly, A. 2021 · 2021
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