Title
InstructDial: Improving Zero and Few-shot Generalization in Dialogue through Instruction Tuning Prakhar Gupta Cathy Jiao Yi-Ting Yeh Shikib Mehri M. Eskénazi Jeffrey P. Bigham ALM 36 47 0 25 May 2022
DFM: Dialogue Foundation Model for Universal Large-Scale Dialogue-Oriented Task Learning Zhi Chen Jijia Bao Lu Chen Yuncong Liu Da Ma ... Xinhsuai Dong Fujiang Ge Qingliang Miao Jian-Guang Lou Kai Yu ALM AI4CE 43 3 0 25 May 2022
DeepStruct: Pretraining of Language Models for Structure Prediction Chenguang Wang Xiao Liu Zui Chen Haoyun Hong Jie Tang Dawn Song 217 66 0 21 May 2022
Enhancing Slot Tagging with Intent Features for Task Oriented Natural Language Understanding using BERT Shruthi Hariharan Vignesh Kumar Krishnamurthy Jayantha Gowda Sarapanahalli VLM 22 0 0 19 May 2022
A Fast Attention Network for Joint Intent Detection and Slot Filling on Edge Devices Liang Huang Senjie Liang Feiyang Ye Nan Gao 52 4 0 16 May 2022
Label-aware Multi-level Contrastive Learning for Cross-lingual Spoken Language Understanding Shining Liang Linjun Shou Jian Pei Ming Gong Wanli Zuo Xianglin Zuo Daxin Jiang 25 7 0 07 May 2022
A Framework to Generate High-Quality Datapoints for Multiple Novel Intent Detection Ankan Mullick Sukannya Purkayastha Pawan Goyal Niloy Ganguly 14 5 0 04 May 2022
NLU++: A Multi-Label, Slot-Rich, Generalisable Dataset for Natural Language Understanding in Task-Oriented Dialogue I. Casanueva Ivan Vulić Georgios P. Spithourakis Paweł Budzianowski 27 10 0 27 Apr 2022
Reprint: a randomized extrapolation based on principal components for data augmentation Jiale Wei Qiyuan Chen Pai Peng Benjamin Guedj Le Li 14 2 0 26 Apr 2022
Exploring the Role of Task Transferability in Large-Scale Multi-Task Learning Vishakh Padmakumar Leonard Lausen Miguel Ballesteros Sheng Zha He He George Karypis 23 18 0 23 Apr 2022
Few-shot learning for medical text: A systematic review Yao Ge Yuting Guo Yuan-Chi Yang M. Al-garadi A. Sarker 11 20 0 21 Apr 2022
MASSIVE: A 1M-Example Multilingual Natural Language Understanding Dataset with 51 Typologically-Diverse Languages Jack G. M. FitzGerald C. Hench Charith Peris Scott Mackie Kay Rottmann ... Laurie Crist Misha Britan Wouter Leeuwis Gökhan Tür Premkumar Natarajan 18 126 0 18 Apr 2022
Learning to Classify Open Intent via Soft Labeling and Manifold Mixup Zifeng Cheng Zhiwei Jiang Yafeng Yin Cong Wang Qing Gu VLM 16 13 0 16 Apr 2022
Label Semantic Aware Pre-training for Few-shot Text Classification Aaron Mueller Jason Krone Salvatore Romeo Saab Mansour Elman Mansimov Yi Zhang Dan Roth VLM 17 38 0 14 Apr 2022
Redwood: Using Collision Detection to Grow a Large-Scale Intent Classification Dataset Stefan Larson Kevin Leach 16 9 0 12 Apr 2022
Reducing Model Jitter: Stable Re-training of Semantic Parsers in Production Environments Christopher Hidey Fei Liu Rahul Goel 21 4 0 10 Apr 2022
UniDU: Towards A Unified Generative Dialogue Understanding Framework Zhi Chen Lu Chen B. Chen Libo Qin Yuncong Liu Su Zhu Jian-Guang Lou Kai Yu 14 13 0 10 Apr 2022
Data Augmentation for Intent Classification with Off-the-shelf Large Language Models Gaurav Sahu Pau Rodríguez López I. Laradji Parmida Atighehchian David Vazquez Dzmitry Bahdanau 19 60 0 05 Apr 2022
Inverse is Better! Fast and Accurate Prompt for Few-shot Slot Tagging Yutai Hou Cheng Chen Xianzhen Luo Bo-wen Li Wanxiang Che BDL 19 21 0 02 Apr 2022
Canary Extraction in Natural Language Understanding Models Rahil Parikh Christophe Dupuy Rahul Gupta 4 24 0 25 Mar 2022
mcBERT: Momentum Contrastive Learning with BERT for Zero-Shot Slot Filling Seong-Hwan Heo WonKee Lee Jong-Hyeok Lee 12 4 0 24 Mar 2022
Towards Textual Out-of-Domain Detection without In-Domain Labels Di Jin Shuyang Gao Seokhwan Kim Yang Liu Dilek Z. Hakkani-Tür 13 18 0 22 Mar 2022
Towards Personalized Intelligence at Scale Yiping Kang Ashish Mahendra Christopher Clarke Lingjia Tang Jason Mars 17 1 0 13 Mar 2022
Learning Discriminative Representations and Decision Boundaries for Open Intent Detection Hanlei Zhang Huan Xu Shaojie Zhao Qianrui Zhou 22 18 0 11 Mar 2022
Structure Extraction in Task-Oriented Dialogues with Slot Clustering Liang Qiu Chien-Sheng Wu Wenhao Liu Caiming Xiong 19 8 0 28 Feb 2022
Text Smoothing: Enhance Various Data Augmentation Methods on Text Classification Tasks Xing Wu Chaochen Gao Meng Lin Liangjun Zang Zhongyuan Wang Songlin Hu 11 25 0 28 Feb 2022
Learning Temporal Point Processes for Efficient Retrieval of Continuous Time Event Sequences Vinayak Gupta Srikanta J. Bedathur A. De AI4TS 22 13 0 17 Feb 2022
When BERT Meets Quantum Temporal Convolution Learning for Text Classification in Heterogeneous Computing Chao-Han Huck Yang Jun Qi Samuel Yen-Chi Chen Yu Tsao Pin-Yu Chen 14 51 0 17 Feb 2022
Retrieve-and-Fill for Scenario-based Task-Oriented Semantic Parsing Akshat Shrivastava Shrey Desai Anchit Gupta A. Elkahky Aleksandr Livshits Alexander Zotov Ahmed Aly 130 6 0 02 Feb 2022
Grad2Task: Improved Few-shot Text Classification Using Gradients for Task Representation Jixuan Wang Kuan-Chieh Jackson Wang Frank Rudzicz M. Brudno VLM 20 21 0 27 Jan 2022
Model Stability with Continuous Data Updates Huiting Liu Avinesh P.V.S Siddharth Patwardhan Peter Grasch Sachin Agarwal 24 16 0 14 Jan 2022
Exploring the Limits of Natural Language Inference Based Setup for Few-Shot Intent Detection Ayush Kumar Vijit Malik Jithendra Vepa 25 1 0 14 Dec 2021
Few-Shot NLU with Vector Projection Distance and Abstract Triangular CRF Su Zhu Lu Chen Ruisheng Cao Zhi Chen Qingliang Miao Kai Yu 19 2 0 09 Dec 2021
ESPnet-SLU: Advancing Spoken Language Understanding through ESPnet Siddhant Arora Siddharth Dalmia Pavel Denisov Xuankai Chang Yushi Ueda ... Karthik Ganesan Brian Yan Ngoc Thang Vu A. Black Shinji Watanabe VLM 23 74 0 29 Nov 2021
SLUE: New Benchmark Tasks for Spoken Language Understanding Evaluation on Natural Speech Suwon Shon Ankita Pasad Felix Wu Pablo Brusco Yoav Artzi Karen Livescu Kyu Jeong Han AuLLM ELM 37 74 0 19 Nov 2021
NATURE: Natural Auxiliary Text Utterances for Realistic Spoken Language Evaluation David Alfonso-Hermelo Ahmad Rashid Abbas Ghaddar Huawei Noah’s Mehdi Rezagholizadeh 29 2 0 09 Nov 2021
Characterizing the adversarial vulnerability of speech self-supervised learning Haibin Wu Bo Zheng Xu Li Xixin Wu Hung-yi Lee H. Meng AAML SSL 125 7 0 08 Nov 2021
A Fine-tuned Wav2vec 2.0/HuBERT Benchmark For Speech Emotion Recognition, Speaker Verification and Spoken Language Understanding Yingzhi Wang Abdelmoumene Boumadane A. Heba 18 146 0 04 Nov 2021
FANS: Fusing ASR and NLU for on-device SLU Martin H. Radfar Athanasios Mouchtaris Siegfried Kunzmann Ariya Rastrow 17 12 0 31 Oct 2021
An Explicit-Joint and Supervised-Contrastive Learning Framework for Few-Shot Intent Classification and Slot Filling Han Liu Feng Zhang Xiaotong Zhang Siyan Zhao Xianchao Zhang 11 18 0 26 Oct 2021
Virtual Augmentation Supported Contrastive Learning of Sentence Representations Dejiao Zhang Wei Xiao Henghui Zhu Xiaofei Ma Andrew O. Arnold SSL 51 29 0 16 Oct 2021
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 52 24 0 07 Oct 2021
Prior and Posterior Networks: A Survey on Evidential Deep Learning Methods For Uncertainty Estimation Dennis Ulmer Christian Hardmeier J. Frellsen BDL UQCV UD EDL PER 45 48 0 06 Oct 2021
LIDSNet: A Lightweight on-device Intent Detection model using Deep Siamese Network Vibhav Agarwal Sudeep Deepak Shivnikar Sourav Ghosh H. Arora Yash Saini 18 7 0 06 Oct 2021
Multi-Task Pre-Training for Plug-and-Play Task-Oriented Dialogue System Yixuan Su Lei Shu Elman Mansimov Arshit Gupta Deng Cai Yi-An Lai Yi Zhang 150 192 0 29 Sep 2021
An Enhanced Span-based Decomposition Method for Few-Shot Sequence Labeling Peiyi Wang Runxin Xu Tianyu Liu Qingyu Zhou Yunbo Cao Baobao Chang Zhifang Sui 30 58 0 27 Sep 2021
ConvFiT: Conversational Fine-Tuning of Pretrained Language Models Ivan Vulić Pei-hao Su Sam Coope D. Gerz Paweł Budzianowski I. Casanueva Nikola Mrkvsić Tsung-Hsien Wen 19 36 0 21 Sep 2021
Towards Joint Intent Detection and Slot Filling via Higher-order Attention Dongsheng Chen Zhiqi Huang Xian Wu Shen Ge Yuexian Zou 29 20 0 18 Sep 2021
Semi-Supervised Few-Shot Intent Classification and Slot Filling S. Basu Karine lp Kiun Chong Amr Sharaf Alex Fischer Vishal Rohra Michael Amoake Hazem El-Hammamy Ehimwenma Nosakhare Vijay Ramani Benjamin Han VLM 16 6 0 17 Sep 2021
Language Models are Few-shot Multilingual Learners Genta Indra Winata Andrea Madotto Zhaojiang Lin Rosanne Liu J. Yosinski Pascale Fung ELM LRM 36 132 0 16 Sep 2021