Title
Text Smoothing: Enhance Various Data Augmentation Methods on Text Classification Tasks Xing Wu Chaochen Gao Meng Lin Liangjun Zang Zhongyuan Wang Songlin Hu 40 27 0 28 Feb 2022
Bridge to Target Domain by Prototypical Contrastive Learning and Label Confusion: Re-explore Zero-Shot Learning for Slot Filling Liwen Wang Xuefeng Li Jiachi Liu Keqing He Yuanmeng Yan Weiran Xu VLM 93 25 0 07 Oct 2021
RockNER: A Simple Method to Create Adversarial Examples for Evaluating the Robustness of Named Entity Recognition Models Bill Yuchen Lin Wenyang Gao Jun Yan Ryan Rene Moreno Xiang Ren AAML 76 42 0 12 Sep 2021
ASR-GLUE: A New Multi-task Benchmark for ASR-Robust Natural Language Understanding Lingyun Feng Jianwei Yu Deng Cai Songxiang Liu Haitao Zheng Yan Wang ELM 112 14 0 30 Aug 2021
Evaluating the Robustness of Neural Language Models to Input Perturbations M. Moradi Matthias Samwald AAML 78 102 0 27 Aug 2021
ConSERT: A Contrastive Framework for Self-Supervised Sentence Representation Transfer Yuanmeng Yan Rumei Li Sirui Wang Fuzheng Zhang Wei Wu Weiran Xu SSL 108 556 0 25 May 2021
Robustness Testing of Language Understanding in Task-Oriented Dialog Jiexi Liu Ryuichi Takanobu Jiaxin Wen Dazhen Wan Hongguang Li Weiran Nie Cheng Li Wei Peng Minlie Huang ELM 87 48 0 30 Dec 2020
A Simple but Tough-to-Beat Data Augmentation Approach for Natural Language Understanding and Generation Dinghan Shen Ming Zheng Yelong Shen Yanru Qu Weizhu Chen AAML 69 130 0 29 Sep 2020
Are Neural Open-Domain Dialog Systems Robust to Speech Recognition Errors in the Dialog History? An Empirical Study Karthik Gopalakrishnan Behnam Hedayatnia Longshaokan Wang Yang Liu Dilek Z. Hakkani-Tür 28 24 0 18 Aug 2020
Beyond Accuracy: Behavioral Testing of NLP models with CheckList Marco Tulio Ribeiro Tongshuang Wu Carlos Guestrin Sameer Singh ELM 206 1,103 0 08 May 2020
Conditional Augmentation for Aspect Term Extraction via Masked Sequence-to-Sequence Generation Kun Li Chengbo Chen Xiaojun Quan Qing Ling Yan Song 64 97 0 30 Apr 2020
Interpretability Analysis for Named Entity Recognition to Understand System Predictions and How They Can Improve Oshin Agarwal Yinfei Yang Byron C. Wallace A. Nenkova 31 37 0 09 Apr 2020
Learning ASR-Robust Contextualized Embeddings for Spoken Language Understanding Chao-Wei Huang Yun-Nung Chen 41 43 0 24 Sep 2019
A Novel Bi-directional Interrelated Model for Joint Intent Detection and Slot Filling Haihong E Peiqing Niu Zhongfu Chen Meina Song 38 242 0 30 Jun 2019
EDA: Easy Data Augmentation Techniques for Boosting Performance on Text Classification Tasks Jason W. Wei Kai Zou 105 1,953 0 31 Jan 2019
MultiWOZ -- A Large-Scale Multi-Domain Wizard-of-Oz Dataset for Task-Oriented Dialogue Modelling Paweł Budzianowski Tsung-Hsien Wen Bo-Hsiang Tseng I. Casanueva Stefan Ultes Osman Ramadan Milica Gasic 154 1,314 0 29 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 113 824 0 25 May 2018
Synthetic and Natural Noise Both Break Neural Machine Translation Yonatan Belinkov Yonatan Bisk 111 740 0 06 Nov 2017
Joint Online Spoken Language Understanding and Language Modeling with Recurrent Neural Networks Bing-Quan Liu Ian Lane 45 105 0 06 Sep 2016
Neural Architectures for Named Entity Recognition Guillaume Lample Miguel Ballesteros Sandeep Subramanian Kazuya Kawakami Chris Dyer 219 2 0 04 Mar 2016
Explaining and Harnessing Adversarial Examples Ian Goodfellow Jonathon Shlens Christian Szegedy AAML GAN 264 19,045 0 20 Dec 2014
Improving neural networks by preventing co-adaptation of feature detectors Geoffrey E. Hinton Nitish Srivastava A. Krizhevsky Ilya Sutskever Ruslan Salakhutdinov VLM 447 7,660 0 03 Jul 2012