Learning to Bridge Metric Spaces: Few-shot Joint Learning of Intent Detection and Slot Filling

25 May 2021

Yutai Hou

Papers citing "Learning to Bridge Metric Spaces: Few-shot Joint Learning of Intent Detection and Slot Filling"

34 / 34 papers shown

Title
Few-shot Learning for Multi-label Intent Detection Yutai Hou Y. Lai Yushan Wu Wanxiang Che Ting Liu VLM 50 50 0 11 Oct 2020
SlotRefine: A Fast Non-Autoregressive Model for Joint Intent Detection and Slot Filling Di Wu Liang Ding Fan Lu Jian Xie VLM BDL 81 82 0 06 Oct 2020
FewJoint: A Few-shot Learning Benchmark for Joint Language Understanding Yutai Hou Jiafeng Mao Y. Lai Cheng Chen Wanxiang Che Zhigang Chen Ting Liu 58 16 0 17 Sep 2020
Multi-task learning for natural language processing in the 2020s: where are we going? Joseph Worsham Jugal Kalita AIMat 59 78 0 22 Jul 2020
Few-shot Slot Tagging with Collapsed Dependency Transfer and Label-enhanced Task-adaptive Projection Network Yutai Hou Wanxiang Che Y. Lai Zhihan Zhou Yijia Liu Han Liu Ting Liu 44 193 0 10 Jun 2020
Coach: A Coarse-to-Fine Approach for Cross-domain Slot Filling Zihan Liu Genta Indra Winata Peng Xu Pascale Fung 77 98 0 24 Apr 2020
Learning to Classify Intents and Slot Labels Given a Handful of Examples Jason Krone Yi Zhang Mona T. Diab VLM 65 47 0 22 Apr 2020
FewRel 2.0: Towards More Challenging Few-Shot Relation Classification Tianyu Gao Xu Han Hao Zhu Zhiyuan Liu Peng Li Maosong Sun Jie Zhou 261 247 0 16 Oct 2019
CM-Net: A Novel Collaborative Memory Network for Spoken Language Understanding Yijin Liu Fandong Meng Jinchao Zhang Jie Zhou Jinan Xu Jinan Xu 61 72 0 16 Sep 2019
A Stack-Propagation Framework with Token-Level Intent Detection for Spoken Language Understanding Libo Qin Wanxiang Che Yangming Li Haoyang Wen Ting Liu 85 261 0 05 Sep 2019
Adapting Meta Knowledge Graph Information for Multi-Hop Reasoning over Few-Shot Relations Xin Lv Yuxian Gu Xu Han Lei Hou Juan-Zi Li Zhiyuan Liu LRM 79 88 0 30 Aug 2019
Neural Snowball for Few-Shot Relation Learning Tianyu Gao Xu Han Ruobing Xie Zhiyuan Liu Fen Lin Leyu Lin Maosong Sun 91 79 0 29 Aug 2019
Few-shot Text Classification with Distributional Signatures Yujia Bao Menghua Wu Shiyu Chang Regina Barzilay 85 168 0 16 Aug 2019
A Novel Bi-directional Interrelated Model for Joint Intent Detection and Slot Filling Haihong E Peiqing Niu Zhongfu Chen Meina Song 46 242 0 30 Jun 2019
Robust Zero-Shot Cross-Domain Slot Filling with Example Values Darsh J. Shah Raghav Gupta Amir Fayazi Dilek Z. Hakkani-Tür VLM 34 86 0 17 Jun 2019
Multi-Level Matching and Aggregation Network for Few-Shot Relation Classification Zhiquan Ye Zhenhua Ling 64 135 0 16 Jun 2019
TapNet: Neural Network Augmented with Task-Adaptive Projection for Few-Shot Learning Sung Whan Yoon Jun Seo Jaekyun Moon 67 275 0 16 May 2019
BERT for Joint Intent Classification and Slot Filling Qian Chen Zhu Zhuo Wen Wang VLM 82 557 0 28 Feb 2019
Induction Networks for Few-Shot Text Classification Ruiying Geng Binhua Li Yongbin Li Xiao-Dan Zhu Ping Jian Jian Sun 96 186 0 27 Feb 2019
A Bi-model based RNN Semantic Frame Parsing Model for Intent Detection and Slot Filling Yu Wang Yilin Shen Hongxia Jin 42 198 0 26 Dec 2018
Joint Slot Filling and Intent Detection via Capsule Neural Networks Chenwei Zhang Yaliang Li Nan Du Wei Fan Philip S. Yu 44 234 0 22 Dec 2018
Few-Shot Generalization Across Dialogue Tasks Vladimir Vlasov Akela Drissner-Schmid Alan Nichol 50 33 0 28 Nov 2018
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding Jacob Devlin Ming-Wei Chang Kenton Lee Kristina Toutanova VLM SSL SSeg 1.8K 95,175 0 11 Oct 2018
Zero-shot User Intent Detection via Capsule Neural Networks Congying Xia Chenwei Zhang Xiaohui Yan Yi-Ju Chang Philip S. Yu 3DPC VLM 67 209 0 02 Sep 2018
Sequence-to-Sequence Data Augmentation for Dialogue Language Understanding Yutai Hou Yijia Liu Wanxiang Che Ting Liu 63 151 0 04 Jul 2018
Snips Voice Platform: an embedded Spoken Language Understanding system for private-by-design voice interfaces A. Coucke Alaa Saade Adrien Ball Théodore Bluche A. Caulier ... Thibault Gisselbrecht F. Caltagirone Thibaut Lavril Maël Primet Joseph Dureau SyDa 115 827 0 25 May 2018
Diverse Few-Shot Text Classification with Multiple Metrics Mo Yu Xiaoxiao Guo Jinfeng Yi Shiyu Chang Saloni Potdar Yu Cheng Gerald Tesauro Haoyu Wang Bowen Zhou 58 216 0 19 May 2018
Marrying up Regular Expressions with Neural Networks: A Case Study for Spoken Language Understanding Bingfeng Luo Yansong Feng Zheng Wang Songfang Huang Rui Yan Dongyan Zhao 90 39 0 15 May 2018
Reporting Score Distributions Makes a Difference: Performance Study of LSTM-networks for Sequence Tagging Nils Reimers Iryna Gurevych 81 437 0 31 Jul 2017
Prototypical Networks for Few-shot Learning Jake C. Snell Kevin Swersky R. Zemel 303 8,150 0 15 Mar 2017
Model-Agnostic Meta-Learning for Fast Adaptation of Deep Networks Chelsea Finn Pieter Abbeel Sergey Levine OOD 827 11,943 0 09 Mar 2017
Matching Networks for One Shot Learning Oriol Vinyals Charles Blundell Timothy Lillicrap Koray Kavukcuoglu Daan Wierstra VLM 375 7,333 0 13 Jun 2016
Adam: A Method for Stochastic Optimization Diederik P. Kingma Jimmy Ba ODL 2.0K 150,312 0 22 Dec 2014
Neural Machine Translation by Jointly Learning to Align and Translate Dzmitry Bahdanau Kyunghyun Cho Yoshua Bengio AIMat 575 27,327 0 01 Sep 2014