Confidence Calibration for Intent Detection via Hyperspherical Space and Rebalanced Accuracy-Uncertainty Loss

17 March 2022

Fan Yang

Houfeng Wang

Papers citing "Confidence Calibration for Intent Detection via Hyperspherical Space and Rebalanced Accuracy-Uncertainty Loss"

23 / 23 papers shown

Title
Density-Based Dynamic Curriculum Learning for Intent Detection Yeyun Gong Cao Liu Jianying Yuan Fan Yang Xunliang Cai Guanglu Wan Jiansong Chen Ruiyao Niu Houfeng Wang 39 13 0 24 Aug 2021
Learning to Cascade: Confidence Calibration for Improving the Accuracy and Computational Cost of Cascade Inference Systems Shohei Enomoto Takeharu Eda UQCV 62 17 0 15 Apr 2021
Improving model calibration with accuracy versus uncertainty optimization R. Krishnan Omesh Tickoo UQCV 245 164 0 14 Dec 2020
Augmented Natural Language for Generative Sequence Labeling Ben Athiwaratkun Cicero Nogueira dos Santos Jason Krone Bing Xiang VLM 54 62 0 15 Sep 2020
On the Inference Calibration of Neural Machine Translation Shuo Wang Zhaopeng Tu Shuming Shi Yang Liu 78 82 0 03 May 2020
Multivariate Confidence Calibration for Object Detection Fabian Küppers Jan Kronenberger Amirhossein Shantia Anselm Haselhoff UQCV 31 112 0 28 Apr 2020
CLUE: A Chinese Language Understanding Evaluation Benchmark Liang Xu Hai Hu Xuanwei Zhang Lu Li Chenjie Cao ... Cong Yue Xinrui Zhang Zhen-Yi Yang Kyle Richardson Zhenzhong Lan ELM 85 384 0 13 Apr 2020
Mix-n-Match: Ensemble and Compositional Methods for Uncertainty Calibration in Deep Learning Jize Zhang B. Kailkhura T. Y. Han UQCV 81 227 0 16 Mar 2020
Efficient Intent Detection with Dual Sentence Encoders I. Casanueva Tadas Temvcinas D. Gerz Matthew Henderson Ivan Vulić VLM 365 471 0 10 Mar 2020
Calibrating Deep Neural Networks using Focal Loss Jishnu Mukhoti Viveka Kulharia Amartya Sanyal Stuart Golodetz Philip Torr P. Dokania UQCV 81 463 0 21 Feb 2020
Regularization via Structural Label Smoothing Weizhi Li Gautam Dasarathy Visar Berisha UQCV 56 51 0 07 Jan 2020
ALBERT: A Lite BERT for Self-supervised Learning of Language Representations Zhenzhong Lan Mingda Chen Sebastian Goodman Kevin Gimpel Piyush Sharma Radu Soricut SSL AIMat 366 6,455 0 26 Sep 2019
Verified Uncertainty Calibration Ananya Kumar Percy Liang Tengyu Ma 164 356 0 23 Sep 2019
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 105 530 0 04 Sep 2019
A Novel Bi-directional Interrelated Model for Joint Intent Detection and Slot Filling Haihong E Peiqing Niu Zhongfu Chen Meina Song 40 242 0 30 Jun 2019
XLNet: Generalized Autoregressive Pretraining for Language Understanding Zhilin Yang Zihang Dai Yiming Yang J. Carbonell Ruslan Salakhutdinov Quoc V. Le AI4CE 230 8,433 0 19 Jun 2019
When Does Label Smoothing Help? Rafael Müller Simon Kornblith Geoffrey E. Hinton UQCV 195 1,950 0 06 Jun 2019
Benchmarking Natural Language Understanding Services for building Conversational Agents Xingkun Liu Arash Eshghi P. Swietojanski Verena Rieser ELM 58 258 0 13 Mar 2019
Joint Slot Filling and Intent Detection via Capsule Neural Networks Chenwei Zhang Yaliang Li Nan Du Wei Fan Philip S. Yu 44 234 0 22 Dec 2018
Regularizing Neural Networks by Penalizing Confident Output Distributions Gabriel Pereyra George Tucker J. Chorowski Lukasz Kaiser Geoffrey E. Hinton NoLa 163 1,141 0 23 Jan 2017
Rethinking the Inception Architecture for Computer Vision Christian Szegedy Vincent Vanhoucke Sergey Ioffe Jonathon Shlens Z. Wojna 3DV BDL 883 27,373 0 02 Dec 2015
Posterior calibration and exploratory analysis for natural language processing models Khanh Nguyen Brendan O'Connor 157 139 0 21 Aug 2015
Deep Neural Networks are Easily Fooled: High Confidence Predictions for Unrecognizable Images Anh Totti Nguyen J. Yosinski Jeff Clune AAML 162 3,271 0 05 Dec 2014