Title
SLUE Phase-2: A Benchmark Suite of Diverse Spoken Language Understanding Tasks Suwon Shon Siddhant Arora Chyi-Jiunn Lin Ankita Pasad Felix Wu Roshan S. Sharma Wei Yu Wu Hung-yi Lee Karen Livescu Shinji Watanabe ELM 21 32 0 20 Dec 2022
A Robust Semantic Frame Parsing Pipeline on a New Complex Twitter Dataset Yu Wang Hongxia Jin 8 0 0 18 Dec 2022
Effectiveness of Text, Acoustic, and Lattice-based representations in Spoken Language Understanding tasks Esaú Villatoro-Tello S. Madikeri Juan Pablo Zuluaga Bidisha Sharma Seyyed Saeed Sarfjoo Iuliia Nigmatulina P. Motlícek A. Ivanov A. Ganapathiraju 23 3 0 16 Dec 2022
Modeling Label Correlations for Ultra-Fine Entity Typing with Neural Pairwise Conditional Random Field Chengyue Jiang Yong-jia Jiang Weiqi Wu Pengjun Xie Kewei Tu 20 5 0 03 Dec 2022
PIZZA: A new benchmark for complex end-to-end task-oriented parsing Konstantine Arkoudas Nicolas Guenon des Mesnards M. Rubino Sandesh Swamy Saarthak Khanna Weiqiong Sun Khan Haidar 14 2 0 01 Dec 2022
Zero-Shot Learning for Joint Intent and Slot Labeling Rashmi Gangadharaiah Balakrishnan Narayanaswamy VLM 11 2 0 29 Nov 2022
ESIE-BERT: Enriching Sub-words Information Explicitly with BERT for Joint Intent Classification and SlotFilling Yutian Guo Zhilong Xie Xingyan Chen Huangen Chen Leilei Wang Huaming Du Shaopeng Wei Yu Zhao Qing Li Ganglu Wu 14 7 0 27 Nov 2022
Lexicon-injected Semantic Parsing for Task-Oriented Dialog Xiaojun Meng Wenlin Dai Yasheng Wang Baojun Wang Zhiyong Wu Xin Jiang Qun Liu 11 2 0 26 Nov 2022
A Scope Sensitive and Result Attentive Model for Multi-Intent Spoken Language Understanding Lizhi Cheng Wenmian Yang Weijia Jia 25 9 0 22 Nov 2022
Feature-augmented Machine Reading Comprehension with Auxiliary Tasks Yifeng Xie 26 0 0 17 Nov 2022
A Study on the Integration of Pre-trained SSL, ASR, LM and SLU Models for Spoken Language Understanding Yifan Peng Siddhant Arora Yosuke Higuchi Yushi Ueda Sujay S. Kumar Karthik Ganesan Siddharth Dalmia Xuankai Chang Shinji Watanabe 19 20 0 10 Nov 2022
Few-Shot Character Understanding in Movies as an Assessment to Meta-Learning of Theory-of-Mind Mo Yu Qiujing Wang Shunchi Zhang Yisi Sang Kangsheng Pu ... Han Wang Liyan Xu Jing Li Yue Yu Jie Zhou 24 19 0 09 Nov 2022
ATCO2 corpus: A Large-Scale Dataset for Research on Automatic Speech Recognition and Natural Language Understanding of Air Traffic Control Communications Juan Pablo Zuluaga Karel Veselý Igor Szöke Alexander Blatt P. Motlícek ... Claudia Cevenini Pavel Kolcárek Allan Tart J. Černocký Dietrich Klakow 34 23 0 08 Nov 2022
A Dynamic Graph Interactive Framework with Label-Semantic Injection for Spoken Language Understanding Zhihong Zhu Weiyuan Xu Xuxin Cheng Tengtao Song Yuexian Zou 21 22 0 08 Nov 2022
Reconciliation of Pre-trained Models and Prototypical Neural Networks in Few-shot Named Entity Recognition Youcheng Huang Wenqiang Lei Jie Fu Jiancheng Lv 6 3 0 07 Nov 2022
Token-level Sequence Labeling for Spoken Language Understanding using Compositional End-to-End Models Siddhant Arora Siddharth Dalmia Brian Yan Florian Metze A. Black Shinji Watanabe 13 12 0 27 Oct 2022
Taxonomic Classification of IoT Smart Home Voice Control M. Hewitt H. Cunningham 16 1 0 24 Oct 2022
Conformal Predictor for Improving Zero-shot Text Classification Efficiency Prafulla Kumar Choubey Yunru Bai Chien-Sheng Wu Wenhao Liu Nazneen Rajani BDL OODD 27 3 0 23 Oct 2022
DialogUSR: Complex Dialogue Utterance Splitting and Reformulation for Multiple Intent Detection H. Meng Xin Zheng Tianyu Liu Zizhen Wang He Feng Binghuai Lin Xuemin Zhao Yunbo Cao Zhifang Sui 35 5 0 20 Oct 2022
Enhancing Out-of-Distribution Detection in Natural Language Understanding via Implicit Layer Ensemble Hyunsoo Cho Choonghyun Park Jaewoo Kang Kang Min Yoo Taeuk Kim Sang-goo Lee OODD 22 8 0 20 Oct 2022
Co-guiding Net: Achieving Mutual Guidances between Multiple Intent Detection and Slot Filling via Heterogeneous Semantics-Label Graphs Bowen Xing Ivor W. Tsang 17 35 0 19 Oct 2022
Group is better than individual: Exploiting Label Topologies and Label Relations for Joint Multiple Intent Detection and Slot Filling Bowen Xing Ivor W. Tsang BDL 27 22 0 19 Oct 2022
Explainable Slot Type Attentions to Improve Joint Intent Detection and Slot Filling Kalpa Gunaratna Vijay Srinivasan Akhila Yerukola Hongxia Jin 21 6 0 19 Oct 2022
Team OS's System for Dialogue Robot Competition 2022 Yuki Kubo Ryo Yanagimoto Hayato Futase Mikio Nakano Zhaojie Luo Kazunori Komatani 11 5 0 18 Oct 2022
Prompt Conditioned VAE: Enhancing Generative Replay for Lifelong Learning in Task-Oriented Dialogue Ying Zhao Yinhe Zheng Zhiliang Tian Chang Gao Yu Bowen Haiyang Yu Yongbin Li Jianguo Sun N. Zhang CLL OffRL 24 12 0 14 Oct 2022
The Devil is in the Details: On Models and Training Regimes for Few-Shot Intent Classification Mohsen Mesgar Thy Thy Tran Goran Glavas Iryna Gurevych 6 3 0 12 Oct 2022
Privacy-Preserving Text Classification on BERT Embeddings with Homomorphic Encryption Garam Lee Minsoo Kim J. Park Seung-won Hwang Jung Hee Cheon 38 16 0 05 Oct 2022
GROOT: Corrective Reward Optimization for Generative Sequential Labeling Kazuma Hashimoto K. Raman VLM 11 1 0 29 Sep 2022
LINGUIST: Language Model Instruction Tuning to Generate Annotated Utterances for Intent Classification and Slot Tagging Andrew Rosenbaum Saleh Soltan Wael Hamza Yannick Versley M. Boese 14 43 0 20 Sep 2022
From Disfluency Detection to Intent Detection and Slot Filling M. Dao Thinh Hung Truong Dat Quoc Nguyen 23 3 0 17 Sep 2022
Jaco: An Offline Running Privacy-aware Voice Assistant Daniel Bermuth Alexander Poeppel W. Reif SyDa 22 5 0 16 Sep 2022
SPACE-3: Unified Dialog Model Pre-training for Task-Oriented Dialog Understanding and Generation Wanwei He Yinpei Dai Min Yang Jian Sun Fei Huang Luo Si Yongbin Li 22 60 0 14 Sep 2022
SPACE-2: Tree-Structured Semi-Supervised Contrastive Pre-training for Task-Oriented Dialog Understanding Wanwei He Yinpei Dai Binyuan Hui Min Yang Zhen Cao Jianbo Dong Fei Huang Luo Si Yongbin Li VLM 35 31 0 14 Sep 2022
MIntRec: A New Dataset for Multimodal Intent Recognition Hanlei Zhang Huanlin Xu Xin Eric Wang Qianrui Zhou Shaojie Zhao Jiayan Teng 33 39 0 09 Sep 2022
Multi-grained Label Refinement Network with Dependency Structures for Joint Intent Detection and Slot Filling Baohang Zhou Ying Zhang Xuhui Sui Kehui Song Xiaojie Yuan 18 1 0 09 Sep 2022
Entity Aware Syntax Tree Based Data Augmentation for Natural Language Understanding Jiaxing Xu Jianbin Cui Jiangneng Li Wenge Rong Noboru Matsuda 17 1 0 06 Sep 2022
Building the Intent Landscape of Real-World Conversational Corpora with Extractive Question-Answering Transformers Jean-Philippe Corbeil Mia Taige Li H. Ghavidel 19 0 0 26 Aug 2022
PSSAT: A Perturbed Semantic Structure Awareness Transferring Method for Perturbation-Robust Slot Filling Guanting Dong Daichi Guo Liwen Wang Xuefeng Li Zechen Wang ... Hao Lei Xinyue Cui Yi Huang Junlan Feng Weiran Xu 21 12 0 24 Aug 2022
DP-Rewrite: Towards Reproducibility and Transparency in Differentially Private Text Rewriting Timour Igamberdiev Thomas Arnold Ivan Habernal 27 19 0 22 Aug 2022
A Comprehensive Survey of Natural Language Generation Advances from the Perspective of Digital Deception Keenan I. Jones Enes ALTUNCU V. N. Franqueira Yi-Chia Wang Shujun Li DeLMO 34 3 0 11 Aug 2022
Multi-task Active Learning for Pre-trained Transformer-based Models Guy Rotman Roi Reichart 17 22 0 10 Aug 2022
ASR Error Correction with Constrained Decoding on Operation Prediction J. Yang Rong-Zhi Li Wei Peng 30 9 0 09 Aug 2022
A Survey of Intent Classification and Slot-Filling Datasets for Task-Oriented Dialog Stefan Larson Kevin Leach 33 20 0 26 Jul 2022
Two-Pass Low Latency End-to-End Spoken Language Understanding Siddhant Arora Siddharth Dalmia Xuankai Chang Brian Yan A. Black Shinji Watanabe VLM 22 19 0 14 Jul 2022
Finstreder: Simple and fast Spoken Language Understanding with Finite State Transducers using modern Speech-to-Text models Daniel Bermuth Alexander Poeppel W. Reif 19 7 0 29 Jun 2022
STOP: A dataset for Spoken Task Oriented Semantic Parsing Paden Tomasello Akshat Shrivastava Daniel Lazar Po-Chun Hsu Duc Le ... Robin Algayres Tu Nguyen Emmanuel Dupoux Luke Zettlemoyer Abdel-rahman Mohamed 17 35 0 29 Jun 2022
Bottleneck Low-rank Transformers for Low-resource Spoken Language Understanding Pu Wang Hugo Van hamme VLM 21 4 0 28 Jun 2022
Capture Salient Historical Information: A Fast and Accurate Non-Autoregressive Model for Multi-turn Spoken Language Understanding Lizhi Cheng Weijia Jia Wenmian Yang OffRL 34 4 0 24 Jun 2022
A Simple Meta-learning Paradigm for Zero-shot Intent Classification with Mixture Attention Mechanism Han Liu Siyang Zhao Xiaotong Zhang Feng Zhang Ju Sun Hong Yu Xianchao Zhang VLM 31 11 0 05 Jun 2022
Learning Dialogue Representations from Consecutive Utterances Zhihan Zhou Dejiao Zhang Wei Xiao Nicholas Dingwall Xiaofei Ma Andrew O. Arnold Bing Xiang SSL 56 21 0 26 May 2022