Title
Towards Incremental Transformers: An Empirical Analysis of Transformer Models for Incremental NLU Patrick Kahardipraja Brielen Madureira David Schlangen CLL 14 20 0 15 Sep 2021
Few-Shot Intent Detection via Contrastive Pre-Training and Fine-Tuning Jianguo Zhang Trung Bui Seunghyun Yoon Xiang Chen Zhiwei Liu Congying Xia Quan Hung Tran Walter Chang Philip Yu VLM 23 87 0 13 Sep 2021
TEXTOIR: An Integrated and Visualized Platform for Text Open Intent Recognition Hanlei Zhang Xiaoteng Li Hua Xu Panpan Zhang Kang Zhao Kai Gao 21 35 0 13 Sep 2021
Good-Enough Example Extrapolation Jason W. Wei 21 5 0 12 Sep 2021
Prior Omission of Dissimilar Source Domain(s) for Cost-Effective Few-Shot Learning Zezhong Wang Hongru Wang Wai-Chung Kwan Jia Zhu Gabriel Pui Cheong Fung Kam-Fai Wong 12 1 0 11 Sep 2021
Automated Robustness with Adversarial Training as a Post-Processing Step Ambrish Rawat M. Sinn Beat Buesser AAML 17 0 0 06 Sep 2021
ConQX: Semantic Expansion of Spoken Queries for Intent Detection based on Conditioned Text Generation E. Yilmaz Cagri Toraman 17 1 0 02 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 68 14 0 30 Aug 2021
Transfer Learning for Multi-lingual Tasks -- a Survey A. Jafari Behnam Heidary R. Farahbakhsh Mostafa Salehi Mahdi Jalili LRM 23 5 0 28 Aug 2021
HAN: Higher-order Attention Network for Spoken Language Understanding Dongsheng Chen Zhiqi Huang Yuexian Zou 13 1 0 26 Aug 2021
SLIM: Explicit Slot-Intent Mapping with BERT for Joint Multi-Intent Detection and Slot Filling Fengyu Cai Wanhao Zhou Fei Mi Boi Faltings 10 19 0 26 Aug 2021
MCML: A Novel Memory-based Contrastive Meta-Learning Method for Few Shot Slot Tagging Hongru Wang Zezhong Wang Gabriel Pui Cheong Fung Kam-Fai Wong OffRL CLL 27 10 0 26 Aug 2021
Improving HRI through robot architecture transparency L. Hindemith Anna-Lisa Vollmer Christiane B. Wiebel-Herboth Britta Wrede 14 1 0 26 Aug 2021
Viola: A Topic Agnostic Generate-and-Rank Dialogue System Hyundong Justin Cho Basel Shbita K. Shenoy Shuai Liu Nikhil Patel Hitesh Pindikanti Jennifer Lee Jonathan May 11 2 0 25 Aug 2021
Augmenting Slot Values and Contexts for Spoken Language Understanding with Pretrained Models Haitao Lin Lu Xiang Yu Zhou Jiajun Zhang Chengqing Zong 24 2 0 19 Aug 2021
Joint Multiple Intent Detection and Slot Filling via Self-distillation Lisong Chen Peilin Zhou Yuexian Zou VLM 14 31 0 18 Aug 2021
An Effective Non-Autoregressive Model for Spoken Language Understanding Lizhi Cheng Weijia Jia Wenmian Yang OffRL 29 15 0 16 Aug 2021
A Single Example Can Improve Zero-Shot Data Generation Pavel Burnyshev Valentin Malykh A. Bout Ekaterina Artemova Irina Piontkovskaya 18 3 0 16 Aug 2021
Lifelong Intent Detection via Multi-Strategy Rebalancing Qingbin Liu Xiaoyan Yu Shizhu He Kang Liu Jun Zhao CLL OffRL 13 14 0 10 Aug 2021
Energy-based Unknown Intent Detection with Data Manipulation Yawen Ouyang Jiasheng Ye Yu Chen Xinyu Dai Shujian Huang Jiajun Chen 17 21 0 27 Jul 2021
A Joint and Domain-Adaptive Approach to Spoken Language Understanding Linhao Zhang Yu Shi Linjun Shou Ming Gong Houfeng Wang Michael Zeng VLM 23 2 0 25 Jul 2021
An Efficient DP-SGD Mechanism for Large Scale NLP Models Christophe Dupuy Radhika Arava Rahul Gupta Anna Rumshisky SyDa 18 35 0 14 Jul 2021
Learning from Miscellaneous Other-Class Words for Few-shot Named Entity Recognition Meihan Tong Shuai Wang Bin Xu Yixin Cao Minghui Liu Lei Hou Juan-Zi Li 31 51 0 29 Jun 2021
Rethinking End-to-End Evaluation of Decomposable Tasks: A Case Study on Spoken Language Understanding Siddhant Arora Alissa Ostapenko Vijay Viswanathan Siddharth Dalmia Florian Metze Shinji Watanabe A. Black ELM 15 13 0 29 Jun 2021
Enhancing the Generalization for Intent Classification and Out-of-Domain Detection in SLU Yilin Shen Yen-Chang Hsu Avik Ray Hongxia Jin 11 36 0 28 Jun 2021
Where are we in semantic concept extraction for Spoken Language Understanding? Sahar Ghannay Antoine Caubrière Salima Mdhaffar G. Laperriere Bassam Jabaian Yannick Esteve 12 18 0 24 Jun 2021
End-to-End Spoken Language Understanding for Generalized Voice Assistants Michael Stephen Saxon Samridhi Choudhary Joseph P. McKenna Athanasios Mouchtaris VLM 17 26 0 16 Jun 2021
Generative Conversational Networks Alexandros Papangelis Karthik Gopalakrishnan Aishwarya Padmakumar Seokhwan Kim Gökhan Tür Dilek Z. Hakkani-Tür 19 18 0 15 Jun 2021
An Adversarial Learning based Multi-Step Spoken Language Understanding System through Human-Computer Interaction Yu Wang Yilin Shen Hongxia Jin 11 3 0 06 Jun 2021
BiToD: A Bilingual Multi-Domain Dataset For Task-Oriented Dialogue Modeling Zhaojiang Lin Andrea Madotto Genta Indra Winata Peng-Tao Xu Feijun Jiang Yuxiang Hu Chen Shi Pascale Fung 27 61 0 05 Jun 2021
GL-GIN: Fast and Accurate Non-Autoregressive Model for Joint Multiple Intent Detection and Slot Filling Libo Qin Fuxuan Wei Tianbao Xie Xiao Xu Wanxiang Che Ting Liu 19 85 0 03 Jun 2021
Novel Slot Detection: A Benchmark for Discovering Unknown Slot Types in the Task-Oriented Dialogue System Yanan Wu Zhiyuan Zeng Keqing He Hong Xu Yuanmeng Yan Huixing Jiang Weiran Xu 11 8 0 29 May 2021
Open-world Machine Learning: Applications, Challenges, and Opportunities Jitendra Parmar S. Chouhan Vaskar Raychoudhury S. Rathore OffRL 14 91 0 27 May 2021
ProtAugment: Unsupervised diverse short-texts paraphrasing for intent detection meta-learning Thomas Dopierre Christophe Gravier Wilfried Logerais 7 32 0 27 May 2021
Learning to Bridge Metric Spaces: Few-shot Joint Learning of Intent Detection and Slot Filling Yutai Hou Y. Lai Cheng Chen Wanxiang Che Ting Liu 15 13 0 25 May 2021
From Masked Language Modeling to Translation: Non-English Auxiliary Tasks Improve Zero-shot Spoken Language Understanding Rob van der Goot Ibrahim Sharaf Aizhan Imankulova A. Ustun Marija Stepanović Alan Ramponi Siti Oryza Khairunnisa Mamoru Komachi Barbara Plank 17 49 0 15 May 2021
OutFlip: Generating Out-of-Domain Samples for Unknown Intent Detection with Natural Language Attack Donghyun Choi M. Shin EungGyun Kim Dong Ryeol Shin OODD 20 6 0 12 May 2021
Joint Text and Label Generation for Spoken Language Understanding Yang Li Ben Athiwaratkun Cicero Nogueira dos Santos Bing Xiang 19 0 0 11 May 2021
Speech2Slot: An End-to-End Knowledge-based Slot Filling from Speech Pengwei Wang X. Ye Xiaohuan Zhou Jinghui Xie Hao Wang 13 6 0 10 May 2021
Continuous representations of intents for dialogue systems Sindre André Jacobsen Anton Ragni 6 0 0 08 May 2021
SUPERB: Speech processing Universal PERformance Benchmark Shu-Wen Yang Po-Han Chi Yung-Sung Chuang Cheng-I Jeff Lai Kushal Lakhotia ... Shuyan Dong Shang-Wen Li Shinji Watanabe Abdel-rahman Mohamed Hung-yi Lee SSL 39 887 0 03 May 2021
Pseudo Siamese Network for Few-shot Intent Generation Congying Xia Caiming Xiong Philip Yu ViT 58 21 0 03 May 2021
Searchable Hidden Intermediates for End-to-End Models of Decomposable Sequence Tasks Siddharth Dalmia Brian Yan Vikas Raunak Florian Metze Shinji Watanabe 37 30 0 02 May 2021
Out-of-Scope Domain and Intent Classification through Hierarchical Joint Modeling Peng Liu Kun Li H. Meng 12 2 0 30 Apr 2021
Open Intent Discovery through Unsupervised Semantic Clustering and Dependency Parsing Pengfei Liu Youzhang Ning King Keung Wu Kun Li H. Meng 17 19 0 25 Apr 2021
Pre-training for Spoken Language Understanding with Joint Textual and Phonetic Representation Learning Qian Chen Wen Wang Qinglin Zhang 11 10 0 21 Apr 2021
Crossing the Conversational Chasm: A Primer on Natural Language Processing for Multilingual Task-Oriented Dialogue Systems E. Razumovskaia Goran Glavavs Olga Majewska E. Ponti Anna Korhonen Ivan Vulić 18 32 0 17 Apr 2021
Multilingual and Cross-Lingual Intent Detection from Spoken Data D. Gerz Pei-hao Su Razvan Kusztos Avishek Mondal M. Lis Eshan Singhal N. Mrksic Tsung-Hsien Wen Ivan Vulić 15 35 0 17 Apr 2021
Span Pointer Networks for Non-Autoregressive Task-Oriented Semantic Parsing Akshat Shrivastava P. Chuang Arun Babu Shrey Desai Abhinav Arora Alexander Zotov Ahmed Aly 14 21 0 15 Apr 2021
Integration of Pre-trained Networks with Continuous Token Interface for End-to-End Spoken Language Understanding S. Seo Donghyun Kwak Bowon Lee 30 33 0 15 Apr 2021