Improved Out-of-Scope Intent Classification with Dual Encoding and
Threshold-based Re-Classification

Improved Out-of-Scope Intent Classification with Dual Encoding and Threshold-based Re-Classification

30 May 2024

Papers citing "Improved Out-of-Scope Intent Classification with Dual Encoding and Threshold-based Re-Classification"

10 / 10 papers shown

Title
Unsupervised Out-of-Domain Detection via Pre-trained Transformers Keyang Xu Zhaolin Ren Shikun Zhang Yihao Feng Caiming Xiong ViT 44 40 0 02 Jun 2021
TSDAE: Using Transformer-based Sequential Denoising Auto-Encoder for Unsupervised Sentence Embedding Learning Kexin Wang Nils Reimers Iryna Gurevych 130 184 0 14 Apr 2021
Pretrained Transformers Improve Out-of-Distribution Robustness Dan Hendrycks Xiaoyuan Liu Eric Wallace Adam Dziedzic R. Krishnan D. Song OOD 188 434 0 13 Apr 2020
Efficient Intent Detection with Dual Sentence Encoders I. Casanueva Tadas Temvcinas D. Gerz Matthew Henderson Ivan Vulić VLM 360 471 0 10 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 105 530 0 04 Sep 2019
Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks Nils Reimers Iryna Gurevych 1.3K 12,193 0 27 Aug 2019
Know What You Don't Know: Unanswerable Questions for SQuAD Pranav Rajpurkar Robin Jia Percy Liang RALM ELM 268 2,840 0 11 Jun 2018
Snips Voice Platform: an embedded Spoken Language Understanding system for private-by-design voice interfaces A. Coucke Alaa Saade Adrien Ball Théodore Bluche A. Caulier ... Thibault Gisselbrecht F. Caltagirone Thibaut Lavril Maël Primet Joseph Dureau SyDa 113 825 0 25 May 2018
DOC: Deep Open Classification of Text Documents Lei Shu Hu Xu Bing-Quan Liu VLM 40 301 0 25 Sep 2017
A Baseline for Detecting Misclassified and Out-of-Distribution Examples in Neural Networks Dan Hendrycks Kevin Gimpel UQCV 155 3,452 0 07 Oct 2016

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