Title
On the Robustness of Intent Classification and Slot Labeling in Goal-oriented Dialog Systems to Real-world Noise Sailik Sengupta Jason Krone Saab Mansour NoLa 11 12 0 14 Apr 2021
TWEAC: Transformer with Extendable QA Agent Classifiers Gregor Geigle Nils Reimers Andreas Rucklé Iryna Gurevych ViT 19 22 0 14 Apr 2021
Bridging the Gap Between Clean Data Training and Real-World Inference for Spoken Language Understanding Di Wu Yiren Chen Liang Ding Dacheng Tao 19 10 0 13 Apr 2021
Visual Goal-Step Inference using wikiHow Yue Yang Artemis Panagopoulou Qing Lyu Li Zhang Mark Yatskar Chris Callison-Burch 29 41 0 12 Apr 2021
Few-shot Intent Classification and Slot Filling with Retrieved Examples Dian Yu Luheng He Yuan Zhang Xinya Du Panupong Pasupat Qi Li VLM 23 50 0 12 Apr 2021
Non-Autoregressive Semantic Parsing for Compositional Task-Oriented Dialog Arun Babu Akshat Shrivastava Armen Aghajanyan Ahmed Aly Angela Fan Marjan Ghazvininejad 23 21 0 11 Apr 2021
Intent Detection and Slot Filling for Vietnamese M. Dao Thinh Hung Truong Dat Quoc Nguyen VLM 29 35 0 05 Apr 2021
Industry Scale Semi-Supervised Learning for Natural Language Understanding Luoxin Chen Francisco Garcia Varun Kumar He Xie Jianhua Lu 9 6 0 29 Mar 2021
Masked Conditional Random Fields for Sequence Labeling Tianwen Wei Jianwei Qi Shenghuang He Songtao Sun 19 18 0 19 Mar 2021
Automatic Intent-Slot Induction for Dialogue Systems Zengfeng Zeng Dan Ma Haiqing Yang Zhen Gou Jianping Shen 17 16 0 16 Mar 2021
Multilingual Code-Switching for Zero-Shot Cross-Lingual Intent Prediction and Slot Filling Jitin Krishnan Antonios Anastasopoulos Hemant Purohit Huzefa Rangwala 48 41 0 13 Mar 2021
A Survey on Spoken Language Understanding: Recent Advances and New Frontiers Libo Qin Tianbao Xie Wanxiang Che Ting Liu VLM 23 89 0 04 Mar 2021
Few-shot Learning for Slot Tagging with Attentive Relational Network Cennet Oguz Ngoc Thang Vu 20 10 0 03 Mar 2021
Joint Intent Detection and Slot Filling with Wheel-Graph Attention Networks Pengfei Wei Bi Zeng Wenxiong Liao 11 7 0 09 Feb 2021
Generalized Zero-shot Intent Detection via Commonsense Knowledge A. B. Siddique Fuad Jamour Luxun Xu Vagelis Hristidis 11 32 0 04 Feb 2021
Neural Data Augmentation via Example Extrapolation Kenton Lee Kelvin Guu Luheng He Timothy Dozat Hyung Won Chung 13 72 0 02 Feb 2021
ADePT: Auto-encoder based Differentially Private Text Transformation Satyapriya Krishna Rahul Gupta Christophe Dupuy MIACV SILM 13 35 0 29 Jan 2021
ProtoDA: Efficient Transfer Learning for Few-Shot Intent Classification Manoj Kumar Varun Kumar Hadrien Glaude Cyprien delichy Aman Alok Rahul Gupta VLM 30 18 0 28 Jan 2021
A survey of joint intent detection and slot-filling models in natural language understanding H. Weld Xiaoqi Huang Siqi Long Josiah Poon S. Han VLM 9 1 0 20 Jan 2021
Linguistically-Enriched and Context-Aware Zero-shot Slot Filling A. B. Siddique Fuad Jamour Vagelis Hristidis 30 23 0 16 Jan 2021
A character representation enhanced on-device Intent Classification Sudeep Deepak Shivnikar H. Arora S. HarichandanaBS 12 1 0 12 Jan 2021
Intent Classification and Slot Filling for Privacy Policies Wasi Uddin Ahmad Jianfeng Chi Tu Le Thomas B. Norton Yuan Tian Kai-Wei Chang 13 23 0 01 Jan 2021
Few-Shot Named Entity Recognition: A Comprehensive Study Jiaxin Huang Chunyuan Li K. Subudhi Damien Jose S. Balakrishnan Weizhu Chen Baolin Peng Jianfeng Gao Jiawei Han 19 79 0 29 Dec 2020
Encoding Syntactic Knowledge in Transformer Encoder for Intent Detection and Slot Filling Jixuan Wang Kai Wei Martin H. Radfar Weiwei Zhang Clement Chung 19 35 0 21 Dec 2020
C2C-GenDA: Cluster-to-Cluster Generation for Data Augmentation of Slot Filling Yutai Hou Sanyuan Chen Wanxiang Che Cheng Chen Ting Liu 6 19 0 13 Dec 2020
Segmenting Natural Language Sentences via Lexical Unit Analysis Yangming Li Lemao Liu Shuming Shi 14 5 0 10 Dec 2020
Benchmarking Commercial Intent Detection Services with Practice-Driven Evaluations Haode Qi Lin Pan Atin Sood Abhishek Shah L. Kunc Mo Yu Saloni Potdar VLM 25 16 0 07 Dec 2020
Learning Class-Transductive Intent Representations for Zero-shot Intent Detection Q. Si Yuanxin Liu Peng Fu Zheng Lin JiangNan Li Weiping Wang VLM 13 6 0 03 Dec 2020
Extreme Model Compression for On-device Natural Language Understanding Kanthashree Mysore Sathyendra Samridhi Choudhary Leah Nicolich-Henkin 14 9 0 30 Nov 2020
Meta learning to classify intent and slot labels with noisy few shot examples Shang-Wen Li Jason Krone Shuyan Dong Yi Zhang Yaser Al-Onaizan NoLa VLM 15 6 0 30 Nov 2020
SLURP: A Spoken Language Understanding Resource Package E. Bastianelli Andrea Vanzo P. Swietojanski Verena Rieser VLM 20 223 0 26 Nov 2020
Do We Need Online NLU Tools? Petr Lorenc Petro Marek Jan Pichl Jakub Konrád Jan Sedivý 13 6 0 19 Nov 2020
Towards Semi-Supervised Semantics Understanding from Speech Cheng-I Jeff Lai Jin Cao S. Bodapati Shang-Wen Li SSL 14 7 0 11 Nov 2020
Conditioned Text Generation with Transfer for Closed-Domain Dialogue Systems Stéphane dÁscoli A. Coucke F. Caltagirone A. Caulier Marc Lelarge 6 3 0 03 Nov 2020
Recent Neural Methods on Slot Filling and Intent Classification for Task-Oriented Dialogue Systems: A Survey Samuel Louvan Bernardo Magnini 6 107 0 01 Nov 2020
Semi-Supervised Spoken Language Understanding via Self-Supervised Speech and Language Model Pretraining Cheng-I Jeff Lai Yung-Sung Chuang Hung-yi Lee Shang-Wen Li James R. Glass VLM SSL 22 58 0 26 Oct 2020
Two-stage Textual Knowledge Distillation for End-to-End Spoken Language Understanding Seongbin Kim Gyuwan Kim Seongjin Shin Sangmin Lee VLM 8 19 0 25 Oct 2020
Did You Ask a Good Question? A Cross-Domain Question Intention Classification Benchmark for Text-to-SQL Yusen Zhang Xiangyu Dong Shuaichen Chang Tao Yu Peng Shi Rui Zhang OOD 43 15 0 23 Oct 2020
ST-BERT: Cross-modal Language Model Pre-training For End-to-end Spoken Language Understanding Minjeong Kim Gyuwan Kim Sang-Woo Lee Jung-Woo Ha VLM 24 34 0 23 Oct 2020
ConVEx: Data-Efficient and Few-Shot Slot Labeling Matthew Henderson Ivan Vulić CLIP VLM 20 38 0 22 Oct 2020
Example-Driven Intent Prediction with Observers Shikib Mehri Mihail Eric 28 39 0 17 Oct 2020
Update Frequently, Update Fast: Retraining Semantic Parsing Systems in a Fraction of Time Vladislav Lialin Rahul Goel A. Simanovsky Anna Rumshisky Rushin Shah CLL 10 1 0 15 Oct 2020
Incremental Processing in the Age of Non-Incremental Encoders: An Empirical Assessment of Bidirectional Models for Incremental NLU Brielen Madureira David Schlangen 14 20 0 11 Oct 2020
Compressing Transformer-Based Semantic Parsing Models using Compositional Code Embeddings P. Prakash Saurabh Kumar Shashidhar Wenlong Zhao Subendhu Rongali Haidar Khan Michael Kayser 17 5 0 10 Oct 2020
Constrained Decoding for Computationally Efficient Named Entity Recognition Taggers Brian Lester Daniel Pressel Amy Hemmeter Sagnik Ray Choudhury S. Bangalore SLR 12 8 0 09 Oct 2020
Style Attuned Pre-training and Parameter Efficient Fine-tuning for Spoken Language Understanding Jin Cao Jun Wang Wael Hamza Kelly Vanee Shang-Wen Li 19 10 0 09 Oct 2020
Dual Inference for Improving Language Understanding and Generation Shang-Yu Su Yung-Sung Chuang Yun-Nung Chen AI4CE 23 9 0 08 Oct 2020
A Co-Interactive Transformer for Joint Slot Filling and Intent Detection Libo Qin Tailu Liu Wanxiang Che Bingbing Kang Sendong Zhao Ting Liu ViT 6 117 0 08 Oct 2020
Don't Parse, Insert: Multilingual Semantic Parsing with Insertion Based Decoding Qile Zhu Haidar Khan Saleh Soltan Stephen Rawls Wael Hamza 19 24 0 08 Oct 2020
Adaptive Self-training for Few-shot Neural Sequence Labeling Yaqing Wang Subhabrata Mukherjee Haoda Chu Yuancheng Tu Ming Wu Jing Gao Ahmed Hassan Awadallah VLM 10 34 0 07 Oct 2020