Title
Low-Resource Domain Adaptation for Compositional Task-Oriented Semantic Parsing Xilun Chen Asish Ghoshal Yashar Mehdad Luke Zettlemoyer S. Gupta 22 89 0 07 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 21 80 0 06 Oct 2020
Multiple Word Embeddings for Increased Diversity of Representation Brian Lester Daniel Pressel Amy Hemmeter Sagnik Ray Choudhury S. Bangalore 24 7 0 30 Sep 2020
Cross-lingual Alignment Methods for Multilingual BERT: A Comparative Study Saurabh Kulshreshtha José Luis Redondo García Ching-Yun Chang 22 46 0 29 Sep 2020
DialoGLUE: A Natural Language Understanding Benchmark for Task-Oriented Dialogue Shikib Mehri Mihail Eric Dilek Z. Hakkani-Tür ELM 16 136 0 28 Sep 2020
PIN: A Novel Parallel Interactive Network for Spoken Language Understanding Peilin Zhou Zhiqi Huang Fenglin Liu Yuexian Zou 25 23 0 28 Sep 2020
Composed Variational Natural Language Generation for Few-shot Intents Congying Xia Caiming Xiong Philip Yu R. Socher VLM DRL 19 31 0 21 Sep 2020
Vector Projection Network for Few-shot Slot Tagging in Natural Language Understanding Su Zhu Ruisheng Cao Lu Chen Kai Yu VLM 10 9 0 21 Sep 2020
Reasoning about Goals, Steps, and Temporal Ordering with WikiHow Li Zhang Qing Lyu Chris Callison-Burch ReLM LRM 19 85 0 16 Sep 2020
Augmented Natural Language for Generative Sequence Labeling Ben Athiwaratkun Cicero Nogueira dos Santos Jason Krone Bing Xiang VLM 8 60 0 15 Sep 2020
Intent Detection with WikiHow Li Zhang Qing Lyu Chris Callison-Burch AAML VLM 6 29 0 12 Sep 2020
Simple is Better! Lightweight Data Augmentation for Low Resource Slot Filling and Intent Classification Samuel Louvan Bernardo Magnini 4 26 0 08 Sep 2020
MTOP: A Comprehensive Multilingual Task-Oriented Semantic Parsing Benchmark Haoran Li Abhinav Arora Shuohui Chen Anchit Gupta Sonal Gupta Yashar Mehdad 37 171 0 21 Aug 2020
Language Models as Few-Shot Learner for Task-Oriented Dialogue Systems Andrea Madotto Zihan Liu Zhaojiang Lin Pascale Fung 38 58 0 14 Aug 2020
Privacy Guarantees for De-identifying Text Transformations David Ifeoluwa Adelani A. Davody Thomas Kleinbauer Dietrich Klakow 12 16 0 07 Aug 2020
Unacceptable, where is my privacy? Exploring Accidental Triggers of Smart Speakers Lea Schonherr Maximilian Golla Thorsten Eisenhofer Jan Wiele D. Kolossa Thorsten Holz 18 41 0 02 Aug 2020
Meta-learning for Few-shot Natural Language Processing: A Survey Wenpeng Yin 16 77 0 19 Jul 2020
Learning Spoken Language Representations with Neural Lattice Language Modeling Chao-Wei Huang Yun-Nung Vivian 6 10 0 06 Jul 2020
Towards Differentially Private Text Representations Lingjuan Lyu Yitong Li Xuanli He Tong Xiao 8 39 0 25 Jun 2020
Zero-Shot Learning with Common Sense Knowledge Graphs Nihal V. Nayak Stephen H. Bach VLM 18 36 0 18 Jun 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 14 191 0 10 Jun 2020
Probing Neural Dialog Models for Conversational Understanding Abdelrhman Saleh Tovly Deutsch Stephen Casper Yonatan Belinkov Stuart M. Shieber 18 13 0 07 Jun 2020
Accelerating Natural Language Understanding in Task-Oriented Dialog Ojas Ahuja Shrey Desai VLM 8 1 0 05 Jun 2020
A Comparative Study of Lexical Substitution Approaches based on Neural Language Models N. Arefyev Boris Sheludko Alexander Podolskiy Alexander Panchenko 13 10 0 29 May 2020
Noise Robust Named Entity Understanding for Voice Assistants Deepak Muralidharan Joel Ruben Antony Moniz Sida Gao Xiao Yang Justine T. Kao ... Kushal Tayal Roger Zheng Peter Grasch Jason D. Williams Lin Li 12 7 0 29 May 2020
Automatic Discovery of Novel Intents & Domains from Text Utterances Nikhita Vedula Rahul Gupta Aman Alok Mukund Sridhar 17 12 0 22 May 2020
Span-ConveRT: Few-shot Span Extraction for Dialog with Pretrained Conversational Representations Sam Coope Tyler Farghly D. Gerz Ivan Vulić Matthew Henderson 19 62 0 18 May 2020
VirAAL: Virtual Adversarial Active Learning For NLU Grégory Senay Badr Youbi Idrissi Marine Haziza AAML 6 1 0 14 May 2020
Multi-Domain Spoken Language Understanding Using Domain- and Task-Aware Parameterization Libo Qin Minheng Ni Yue Zhang Wanxiang Che Yangming Li Ting Liu 10 13 0 30 Apr 2020
Enriched Pre-trained Transformers for Joint Slot Filling and Intent Detection Momchil Hardalov Ivan Koychev Preslav Nakov VLM 18 17 0 30 Apr 2020
Data Augmentation for Spoken Language Understanding via Pretrained Language Models Baolin Peng Chenguang Zhu Michael Zeng Jianfeng Gao 20 25 0 29 Apr 2020
Dual Learning for Semi-Supervised Natural Language Understanding Su Zhu Ruisheng Cao Kai Yu 35 31 0 26 Apr 2020
Coach: A Coarse-to-Fine Approach for Cross-domain Slot Filling Zihan Liu Genta Indra Winata Peng-Tao Xu Pascale Fung 32 96 0 24 Apr 2020
Learning to Classify Intents and Slot Labels Given a Handful of Examples Jason Krone Yi Zhang Mona T. Diab VLM 12 46 0 22 Apr 2020
AGIF: An Adaptive Graph-Interactive Framework for Joint Multiple Intent Detection and Slot Filling Libo Qin Xiao Xu Wanxiang Che Ting Liu 9 4 0 21 Apr 2020
CG-BERT: Conditional Text Generation with BERT for Generalized Few-shot Intent Detection Congying Xia Chenwei Zhang Hoang Nguyen Jiawei Zhang Philip Yu 6 43 0 04 Apr 2020
Prior Knowledge Driven Label Embedding for Slot Filling in Natural Language Understanding Su Zhu Zijian Zhao Rao Ma Kai Yu 6 11 0 22 Mar 2020
Diversity, Density, and Homogeneity: Quantitative Characteristic Metrics for Text Collections Yi-An Lai Xuan Zhu Yi Zhang Mona T. Diab 12 21 0 19 Mar 2020
Efficient Intent Detection with Dual Sentence Encoders I. Casanueva Tadas Temvcinas D. Gerz Matthew Henderson Ivan Vulić VLM 180 453 0 10 Mar 2020
Transfer Learning for Context-Aware Spoken Language Understanding Qian Chen Zhu Zhuo Wen Wang Qiuyun Xu 14 5 0 03 Mar 2020
Don't Parse, Generate! A Sequence to Sequence Architecture for Task-Oriented Semantic Parsing Subendhu Rongali Luca Soldaini Emilio Monti Wael Hamza 18 94 0 30 Jan 2020
Computationally Efficient NER Taggers with Combined Embeddings and Constrained Decoding Brian Lester Daniel Pressel Amy Hemmeter Sagnik Ray Choudhury 16 3 0 05 Jan 2020
Likelihood Ratios and Generative Classifiers for Unsupervised Out-of-Domain Detection In Task Oriented Dialog Varun Gangal Abhinav Arora Arash Einolghozati S. Gupta OODD 14 53 0 30 Dec 2019
Conditioned Query Generation for Task-Oriented Dialogue Systems Stéphane dÁscoli A. Coucke F. Caltagirone A. Caulier Marc Lelarge 19 2 0 09 Nov 2019
Improving Slot Filling by Utilizing Contextual Information Amir Pouran Ben Veyseh Franck Dernoncourt Thien Huu Nguyen 19 6 0 05 Nov 2019
Leveraging Hierarchical Representations for Preserving Privacy and Utility in Text Oluwaseyi Feyisetan Tom Diethe Thomas Drake 21 74 0 20 Oct 2019
Iterative Delexicalization for Improved Spoken Language Understanding Avik Ray Yilin Shen Hongxia Jin 19 7 0 15 Oct 2019
A Closer Look At Feature Space Data Augmentation For Few-Shot Intent Classification Varun Kumar Hadrien Glaude Cyprien de Lichy William Campbell 21 83 0 09 Oct 2019
Essentia: Mining Domain-Specific Paraphrases with Word-Alignment Graphs Danni Ma Chen Chen Behzad Golshan W. Tan 19 3 0 01 Oct 2019
Understanding Semantics from Speech Through Pre-training P. Wang Liangchen Wei Yong Cao Jinghui Xie Yuji Cao Zaiqing Nie SSL VLM 8 6 0 24 Sep 2019