Title
Utilisation of open intent recognition models for customer support intent detection Rasheed Mohammad Oliver Favell Shariq Shah Emmett Cooper Edlira Vakaj 23 0 0 31 Jul 2023
The Road to Quality is Paved with Good Revisions: A Detailed Evaluation Methodology for Revision Policies in Incremental Sequence Labelling Brielen Madureira Patrick Kahardipraja David Schlangen 34 2 0 28 Jul 2023
Integrating Pretrained ASR and LM to Perform Sequence Generation for Spoken Language Understanding Siddhant Arora Hayato Futami Yosuke Kashiwagi E. Tsunoo Brian Yan Shinji Watanabe 21 4 0 20 Jul 2023
DialogStudio: Towards Richest and Most Diverse Unified Dataset Collection for Conversational AI Jianguo Zhang Kun Qian Zhiwei Liu Shelby Heinecke Rui Meng Ye Liu Zhou Yu Huan Wang Silvio Savarese Caiming Xiong 39 22 0 19 Jul 2023
Unifying Token and Span Level Supervisions for Few-Shot Sequence Labeling Zifeng Cheng Qingyu Zhou Zhiwei Jiang Xuemin Zhao Yunbo Cao Qing Gu 26 3 0 16 Jul 2023
Retrieving Continuous Time Event Sequences using Neural Temporal Point Processes with Learnable Hashing Vinayak Gupta Srikanta J. Bedathur A. De AI4TS 22 1 0 13 Jul 2023
Generative Zero-Shot Prompt Learning for Cross-Domain Slot Filling with Inverse Prompting Xuefeng Li Liwen Wang Guanting Dong Keqing He Jinzheng Zhao Hao Lei Jiachi Liu Weiran Xu VLM 25 14 0 06 Jul 2023
REAL: A Representative Error-Driven Approach for Active Learning Cheng Chen Yong Wang Lizi Liao Yueguo Chen Xiaoyong Du 85 2 0 03 Jul 2023
Multilingual Few-Shot Learning via Language Model Retrieval Genta Indra Winata Liang-Kang Huang Soumya Vadlamannati Yash Chandarana RALM 39 2 0 19 Jun 2023
Relational Temporal Graph Reasoning for Dual-task Dialogue Language Understanding Bowen Xing Ivor W. Tsang 43 13 0 15 Jun 2023
BED: Bi-Encoder-Based Detectors for Out-of-Distribution Detection Louis Owen Biddwan Ahmed Abhay Kumar OODD 19 0 0 15 Jun 2023
ITALIC: An Italian Intent Classification Dataset Alkis Koudounas Moreno La Quatra Lorenzo Vaiani Luca Colomba Giuseppe Attanasio Eliana Pastor Luca Cagliero Elena Baralis 35 24 0 14 Jun 2023
NLU on Data Diets: Dynamic Data Subset Selection for NLP Classification Tasks Jean-Michel Attendu Jean-Philippe Corbeil 35 15 0 05 Jun 2023
Findings of the VarDial Evaluation Campaign 2023 Noëmi Aepli Çagri Çöltekin Rob van der Goot T. Jauhiainen Mourhaf Kazzaz Nikola Ljubesic Kai North Barbara Plank Yves Scherrer Marcos Zampieri 19 29 0 31 May 2023
Improving Textless Spoken Language Understanding with Discrete Units as Intermediate Target Guanyong Wu Guan-Ting Lin Shang-Wen Li Hung-yi Lee 29 5 0 29 May 2023
Label Agnostic Pre-training for Zero-shot Text Classification Christopher Clarke Yuzhao Heng Yiping Kang K. Flautner Lingjia Tang Jason Mars VLM 13 2 0 25 May 2023
DialogVCS: Robust Natural Language Understanding in Dialogue System Upgrade Zefan Cai Xin Zheng Tianyu Liu Xu Wang H. Meng Jiaqi Han Gang Yuan Binghuai Lin Baobao Chang Yunbo Cao 26 4 0 24 May 2023
TaDSE: Template-aware Dialogue Sentence Embeddings Min Sik Oh Jiwei Li Guoyin Wang 11 2 0 23 May 2023
ChatGPT to Replace Crowdsourcing of Paraphrases for Intent Classification: Higher Diversity and Comparable Model Robustness Ján Cegin Jakub Simko Peter Brusilovsky 39 42 0 22 May 2023
F-PABEE: Flexible-patience-based Early Exiting for Single-label and Multi-label text Classification Tasks Xiangxiang Gao Wei-wei Zhu Jiasheng Gao Congrui Yin VLM 26 12 0 21 May 2023
Generalized Multiple Intent Conditioned Slot Filling Harshil Shah Arthur Wilcke Marius Cobzarenco Cristian C Cobzarenco Edward Challis David Barber 16 0 0 18 May 2023
TAPIR: Learning Adaptive Revision for Incremental Natural Language Understanding with a Two-Pass Model Patrick Kahardipraja Brielen Madureira David Schlangen CLL 34 9 0 18 May 2023
OpenSLU: A Unified, Modularized, and Extensible Toolkit for Spoken Language Understanding Libo Qin Qiguang Chen Xiao Xu Yunlong Feng Wanxiang Che ELM VLM 22 4 0 17 May 2023
Adversarial Word Dilution as Text Data Augmentation in Low-Resource Regime J. Chen Richong Zhang Zheyan Luo Chunming Hu Yongyi Mao 19 4 0 16 May 2023
Towards Zero-Shot Frame Semantic Parsing with Task Agnostic Ontologies and Simple Labels D. Ribeiro Omid Abdar Jack Goetz Mike Ross Annie Dong Ken Forbus A. Mohamed 20 2 0 05 May 2023
ZeroShotDataAug: Generating and Augmenting Training Data with ChatGPT S. Ubani Suleyman O. Polat Rodney D. Nielsen 97 52 0 27 Apr 2023
Zero-Shot Slot and Intent Detection in Low-Resource Languages S. Kwon Gagan Bhatia El Moatez Billah Nagoudi Alcides Alcoba Inciarte Muhammad Abdul-Mageed VLM 37 4 0 26 Apr 2023
Intent Induction from Conversations for Task-Oriented Dialogue Track at DSTC 11 James Gung Raphael Shu Emily Moeng Wesley Rose Salvatore Romeo Yassine Benajiba Arshit Gupta Saab Mansour Yi Zhang 23 8 0 25 Apr 2023
Non-autoregressive End-to-end Approaches for Joint Automatic Speech Recognition and Spoken Language Understanding Mohan Li R. Doddipatla 25 6 0 21 Apr 2023
Label Dependencies-aware Set Prediction Networks for Multi-label Text Classification Xinkai Du Quanjie Han Yalin Sun Chao Lv Sun Maosong 26 2 0 14 Apr 2023
A Preliminary Evaluation of ChatGPT for Zero-shot Dialogue Understanding Wenbo Pan Qiguang Chen Xiao Xu Wanxiang Che Libo Qin 32 43 0 09 Apr 2023
Fine-Tuning BERT with Character-Level Noise for Zero-Shot Transfer to Dialects and Closely-Related Languages Aarohi Srivastava David Chiang 28 9 0 30 Mar 2023
Boosting Few-Shot Text Classification via Distribution Estimation Han Liu Feng Zhang Xiaotong Zhang Siyang Zhao Fenglong Ma Xiao-Ming Wu Hongyang Chen Hong Yu Xianchao Zhang OODD VLM 29 12 0 26 Mar 2023
CTRAN: CNN-Transformer-based Network for Natural Language Understanding Mehrdad Rafiepour J. S. Sartakhti ViT 31 21 0 19 Mar 2023
DORIC : Domain Robust Fine-Tuning for Open Intent Clustering through Dependency Parsing Jihyung Lee Seungyeon Seo Yunsu Kim G. G. Lee 14 1 0 17 Mar 2023
PRESTO: A Multilingual Dataset for Parsing Realistic Task-Oriented Dialogs Rahul Goel Bridger Waleed Ammar Aditya Gupta Siddharth Vashishtha Motoki Sano ... A. Trukhina Shachi Paul Pararth Shah Rushin Shah Zhou Yu 16 15 0 15 Mar 2023
A Hybrid Architecture for Out of Domain Intent Detection and Intent Discovery M. Akbari Ali Mohades M. H. Shirali-Shahreza VLM 20 1 0 07 Mar 2023
Crowdsourcing on Sensitive Data with Privacy-Preserving Text Rewriting Nina Mouhammad Johannes Daxenberger Benjamin Schiller Ivan Habernal 30 2 0 06 Mar 2023
A Multi-Grained Self-Interpretable Symbolic-Neural Model For Single/Multi-Labeled Text Classification Xiang Hu Xinyu Kong Kewei Tu MILM BDL 25 5 0 06 Mar 2023
Evaluating Parameter-Efficient Transfer Learning Approaches on SURE Benchmark for Speech Understanding Yingting Li Ambuj Mehrish Shuaijiang Zhao Rishabh Bhardwaj Amir Zadeh Navonil Majumder Rada Mihalcea Soujanya Poria AAML 29 16 0 02 Mar 2023
Revisit Out-Of-Vocabulary Problem for Slot Filling: A Unified Contrastive Frameword with Multi-level Data Augmentations Daichi Guo Guanting Dong Dayuan Fu Yuxiang Wu Chen Zeng ... Xuefeng Li Zechen Wang Keqing He Xinyue Cui Weiran Xu 11 8 0 27 Feb 2023
Novel Intent Detection and Active Learning Based Classification (Student Abstract) Ankan Mullick 6 5 0 22 Feb 2023
Uncertainty-aware Self-training for Low-resource Neural Sequence Labeling Jiadong Wang Chengyu Wang Jun Huang Ming Gao Aoying Zhou BDL UQLM NoLa 45 4 0 17 Feb 2023
DP-BART for Privatized Text Rewriting under Local Differential Privacy Timour Igamberdiev Ivan Habernal 23 17 0 15 Feb 2023
Distillation of encoder-decoder transformers for sequence labelling M. Farina D. Pappadopulo Anant Gupta Leslie Huang Ozan Irsoy Thamar Solorio VLM 103 3 0 10 Feb 2023
Selective In-Context Data Augmentation for Intent Detection using Pointwise V-Information Yen-Ting Lin Alexandros Papangelis Seokhwan Kim Sungjin Lee Devamanyu Hazarika Mahdi Namazifar Di Jin Yang Liu Dilek Z. Hakkani-Tür 34 35 0 10 Feb 2023
Low-Resource Compositional Semantic Parsing with Concept Pretraining Subendhu Rongali Mukund Sridhar Haidar Khan Konstantine Arkoudas Wael Hamza Andrew McCallum 35 1 0 24 Jan 2023
Efficient Encoders for Streaming Sequence Tagging Ayush Kaushal Aditya Gupta Shyam Upadhyay Manaal Faruqui 22 4 0 23 Jan 2023
Distinguish Sense from Nonsense: Out-of-Scope Detection for Virtual Assistants Cheng Qian Haode Qi Gengyu Wang L. Kunc Saloni Potdar 33 4 0 16 Jan 2023
How Does Beam Search improve Span-Level Confidence Estimation in Generative Sequence Labeling? Kazuma Hashimoto Iftekhar Naim K. Raman UQLM 29 2 0 21 Dec 2022