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Enhancing the Generalization for Intent Classification and Out-of-Domain
  Detection in SLU

Enhancing the Generalization for Intent Classification and Out-of-Domain Detection in SLU

28 June 2021
Yilin Shen
Yen-Chang Hsu
Avik Ray
Hongxia Jin
ArXivPDFHTML

Papers citing "Enhancing the Generalization for Intent Classification and Out-of-Domain Detection in SLU"

10 / 10 papers shown
Title
Paraphrase and Aggregate with Large Language Models for Minimizing
  Intent Classification Errors
Paraphrase and Aggregate with Large Language Models for Minimizing Intent Classification Errors
Vikas Yadav
Zheng Tang
Vijay Srinivasan
32
8
0
24 Jun 2024
A Survey of Safety and Trustworthiness of Large Language Models through
  the Lens of Verification and Validation
A Survey of Safety and Trustworthiness of Large Language Models through the Lens of Verification and Validation
Xiaowei Huang
Wenjie Ruan
Wei Huang
Gao Jin
Yizhen Dong
...
Sihao Wu
Peipei Xu
Dengyu Wu
André Freitas
Mustafa A. Mustafa
ALM
39
82
0
19 May 2023
Probing Out-of-Distribution Robustness of Language Models with
  Parameter-Efficient Transfer Learning
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
32
3
0
27 Jan 2023
Distinguish Sense from Nonsense: Out-of-Scope Detection for Virtual
  Assistants
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
Delving into Out-of-Distribution Detection with Vision-Language
  Representations
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
GLUE-X: Evaluating Natural Language Understanding Models from an
  Out-of-distribution Generalization Perspective
GLUE-X: Evaluating Natural Language Understanding Models from an Out-of-distribution Generalization Perspective
Linyi Yang
Shuibai Zhang
Libo Qin
Yafu Li
Yidong Wang
Hanmeng Liu
Jindong Wang
Xingxu Xie
Yue Zhang
ELM
41
79
0
15 Nov 2022
Estimating Soft Labels for Out-of-Domain Intent Detection
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
Enhancing Out-of-Distribution Detection in Natural Language
  Understanding via Implicit Layer Ensemble
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
24
8
0
20 Oct 2022
State-of-the-art generalisation research in NLP: A taxonomy and review
State-of-the-art generalisation research in NLP: A taxonomy and review
Dieuwke Hupkes
Mario Giulianelli
Verna Dankers
Mikel Artetxe
Yanai Elazar
...
Leila Khalatbari
Maria Ryskina
Rita Frieske
Ryan Cotterell
Zhijing Jin
114
93
0
06 Oct 2022
A Simple Meta-learning Paradigm for Zero-shot Intent Classification with
  Mixture Attention Mechanism
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
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