Deep Unknown Intent Detection with Margin Loss

2 June 2019

Ting-En Lin

Papers citing "Deep Unknown Intent Detection with Margin Loss"

23 / 23 papers shown

Title
Improved Out-of-Scope Intent Classification with Dual Encoding and Threshold-based Re-Classification Hossam Zawbaa Wael Rashwan Sourav Dutta H. Assem OODD 46 0 0 30 May 2024
APP: Adaptive Prototypical Pseudo-Labeling for Few-shot OOD Detection Pei Wang Keqing He Yutao Mou Xiaoshuai Song Yanan Wu Jingang Wang Yunsen Xian Xunliang Cai Weiran Xu 21 3 0 20 Oct 2023
Continual Generalized Intent Discovery: Marching Towards Dynamic and Open-world Intent Recognition Xiaoshuai Song Yutao Mou Keqing He Yueyan Qiu Pei Wang Weiran Xu 25 2 0 16 Oct 2023
Open Set Relation Extraction via Unknown-Aware Training Jun Zhao Xin Zhao Wenyu Zhan Qi Zhang Tao Gui Zhongyu Wei Yunwen Chen Xiang Gao Xuanjing Huang 30 1 0 08 Jun 2023
Probing Out-of-Distribution Robustness of Language Models with Parameter-Efficient Transfer Learning Hyunsoo Cho Choonghyun Park Junyeop Kim Hyuhng Joon Kim Kang Min Yoo Sang-goo Lee OODD 35 3 0 27 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
Multi-Level Knowledge Distillation for Out-of-Distribution Detection in Text Qianhui Wu Huiqiang Jiang Haonan Yin Börje F. Karlsson Chin-Yew Lin 35 10 0 21 Nov 2022
UniMSE: Towards Unified Multimodal Sentiment Analysis and Emotion Recognition Guimin Hu Ting-En Lin Yi Zhao Guangming Lu Yuchuan Wu Yongbin Li 31 110 0 21 Nov 2022
Estimating Soft Labels for Out-of-Domain Intent Detection Hao Lang Yinhe Zheng Jian Sun Feiling Huang Luo Si Yongbin Li 37 15 0 10 Nov 2022
Learning Better Intent Representations for Financial Open Intent Classification Xianzhi Li Will Aitken Xiao-Dan Zhu Stephen W. Thomas AIFin 14 8 0 25 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 30 8 0 20 Oct 2022
UniNL: Aligning Representation Learning with Scoring Function for OOD Detection via Unified Neighborhood Learning Yutao Mou Pei Wang Keqing He Yanan Wu Jingang Wang Wei Wu Weiran Xu 16 6 0 19 Oct 2022
Distribution Calibration for Out-of-Domain Detection with Bayesian Approximation Yanan Wu Zhiyuan Zeng Keqing He Yutao Mou Pei Wang Weiran Xu 40 8 0 14 Sep 2022
Generalized Intent Discovery: Learning from Open World Dialogue System Yutao Mou Keqing He Yanan Wu Pei Wang Jingang Wang Wei Wu Y. Huang Junlan Feng Weiran Xu 37 8 0 13 Sep 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
TEXTOIR: An Integrated and Visualized Platform for Text Open Intent Recognition Hanlei Zhang Xiaoteng Li Hua Xu Panpan Zhang Kang Zhao Kai Gao 28 35 0 13 Sep 2021
GOLD: Improving Out-of-Scope Detection in Dialogues using Data Augmentation Derek Chen Zhou Yu 27 31 0 07 Sep 2021
Out-of-Scope Intent Detection with Self-Supervision and Discriminative Training Li-Ming Zhan Haowen Liang Bo Liu Lu Fan Xiao-Ming Wu Albert Y. S. Lam OODD 18 75 0 16 Jun 2021
Continuous representations of intents for dialogue systems Sindre André Jacobsen Anton Ragni 6 0 0 08 May 2021
Deep Open Intent Classification with Adaptive Decision Boundary Hanlei Zhang Hua Xu Ting-En Lin VLM 21 103 0 18 Dec 2020
Discovering New Intents with Deep Aligned Clustering Hanlei Zhang Hua Xu Ting-En Lin Rui Lv 20 116 0 16 Dec 2020
A Post-processing Method for Detecting Unknown Intent of Dialogue System via Pre-trained Deep Neural Network Classifier Ting-En Lin Hua Xu 42 31 0 07 Mar 2020
An Evaluation Dataset for Intent Classification and Out-of-Scope Prediction Stefan Larson Anish Mahendran Joseph Peper Christopher Clarke Andrew Lee ... Jonathan K. Kummerfeld Kevin Leach M. Laurenzano Lingjia Tang Jason Mars 11 514 0 04 Sep 2019