GOLD: Improving Out-of-Scope Detection in Dialogues using Data Augmentation

7 September 2021

Papers citing "GOLD: Improving Out-of-Scope Detection in Dialogues using Data Augmentation"

12 / 12 papers shown

Title
Universal Domain Adaptation for Robust Handling of Distributional Shifts in NLP Hyuhng Joon Kim Hyunsoo Cho Sang-Woo Lee Junyeob Kim Choonghyun Park Sang-goo Lee Kang Min Yoo Taeuk Kim VLM OOD 42 1 0 23 Oct 2023
Data Augmentation for Improving Tail-traffic Robustness in Skill-routing for Dialogue Systems Ting-Wei Wu Fatemeh Sheikholeslami Mohammad Kachuee Jaeyoung Do Sungjin Lee 18 0 0 07 Jun 2023
Delving into Out-of-Distribution Detection with Vision-Language Representations Yifei Ming Ziyan Cai Jiuxiang Gu Yiyou Sun W. Li Yixuan Li VLM OODD 45 157 0 24 Nov 2022
Estimating Soft Labels for Out-of-Domain Intent Detection Hao Lang Yinhe Zheng Jian Sun Feiling Huang Luo Si Yongbin Li 35 15 0 10 Nov 2022
Pseudo-OOD training for robust language models Dhanasekar Sundararaman Nikhil Mehta Lawrence Carin 25 0 0 17 Oct 2022
POEM: Out-of-Distribution Detection with Posterior Sampling Yifei Ming Ying Fan Yixuan Li OODD 29 113 0 28 Jun 2022
DG2: Data Augmentation Through Document Grounded Dialogue Generation Qingyang Wu Song Feng Derek Chen Sachindra Joshi Luis A. Lastras Zhou Yu 24 13 0 15 Dec 2021
Revisiting Mahalanobis Distance for Transformer-Based Out-of-Domain Detection Alexander Podolskiy Dmitry Lipin A. Bout Ekaterina Artemova Irina Piontkovskaya OODD 95 82 0 11 Jan 2021
STAR: A Schema-Guided Dialog Dataset for Transfer Learning Johannes E. M. Mosig Shikib Mehri Thomas Kober 89 42 0 22 Oct 2020
Task-Oriented Dialogue as Dataflow Synthesis Semantic Machines Jacob Andreas J. Bufe David Burkett Charles C. Chen ... Izabela Witoszko Jason Wolfe A. Wray Yuchen Zhang Alexander Zotov AIFin 195 153 0 24 Sep 2020
Simple and Scalable Predictive Uncertainty Estimation using Deep Ensembles Balaji Lakshminarayanan Alexander Pritzel Charles Blundell UQCV BDL 276 5,661 0 05 Dec 2016
Dropout as a Bayesian Approximation: Representing Model Uncertainty in Deep Learning Y. Gal Zoubin Ghahramani UQCV BDL 285 9,138 0 06 Jun 2015