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1909.05357
Cited By
Out-of-Domain Detection for Low-Resource Text Classification Tasks
Conference on Empirical Methods in Natural Language Processing (EMNLP), 2019
31 August 2019
Ming Tan
Yang Yu
Haoyu Wang
Dakuo Wang
Saloni Potdar
Shiyu Chang
Mo Yu
OODD
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Papers citing
"Out-of-Domain Detection for Low-Resource Text Classification Tasks"
36 / 36 papers shown
IDALC: A Semi-Supervised Framework for Intent Detection and Active Learning based Correction
IEEE Transactions on Artificial Intelligence (IEEE TAI), 2025
Ankan Mullick
Sukannya Purkayastha
Saransh Sharma
Pawan Goyal
Niloy Ganguly
128
0
0
08 Nov 2025
Valuable Hallucinations: Realizable Non-realistic Propositions
Qiucheng Chen
Bo Wang
LRM
307
2
0
16 Feb 2025
Can Humans Identify Domains?
International Conference on Language Resources and Evaluation (LREC), 2024
Maria Barrett
Max Müller-Eberstein
Elisa Bassignana
Amalie Brogaard Pauli
Mike Zhang
Rob van der Goot
268
1
0
02 Apr 2024
Latent Feature-based Data Splits to Improve Generalisation Evaluation: A Hate Speech Detection Case Study
Maike Zufle
Verna Dankers
Ivan Titov
240
0
0
16 Nov 2023
BED: Bi-Encoder-Based Detectors for Out-of-Distribution Detection
Louis Owen
Biddwan Ahmed
Abhay Kumar
OODD
196
0
0
15 Jun 2023
Uncertainty in Natural Language Processing: Sources, Quantification, and Applications
Mengting Hu
Zhen Zhang
Shiwan Zhao
Shiyu Huang
Bingzhe Wu
BDL
269
53
0
05 Jun 2023
Semantic Role Labeling Guided Out-of-distribution Detection
International Conference on Language Resources and Evaluation (LREC), 2023
Jinan Zou
Maihao Guo
Yu Tian
Yuhao Lin
Hai Cao
Lingqiao Liu
Ehsan Abbasnejad
Javen Qinfeng Shi
OODD
242
1
0
29 May 2023
Is Fine-tuning Needed? Pre-trained Language Models Are Near Perfect for Out-of-Domain Detection
Annual Meeting of the Association for Computational Linguistics (ACL), 2023
Rheeya Uppaal
Junjie Hu
Shouqing Yang
OODD
344
43
0
22 May 2023
Out-of-Domain Intent Detection Considering Multi-Turn Dialogue Contexts
International Conference on Language Resources and Evaluation (LREC), 2023
Hao Lang
Yinhe Zheng
Binyuan Hui
Fei Huang
Yongbin Li
213
5
0
05 May 2023
A Survey on Out-of-Distribution Detection in NLP
Hao Lang
Yinhe Zheng
Shouqing Yang
Jian Sun
Feiling Huang
Yongbin Li
329
37
0
05 May 2023
Novel Intent Detection and Active Learning Based Classification (Student Abstract)
AAAI Conference on Artificial Intelligence (AAAI), 2023
Ankan Mullick
73
9
0
22 Feb 2023
Delving into Out-of-Distribution Detection with Vision-Language Representations
Neural Information Processing Systems (NeurIPS), 2022
Yifei Ming
Ziyan Cai
Jiuxiang Gu
Yiyou Sun
W. Li
Shouqing Yang
VLM
OODD
247
228
0
24 Nov 2022
Estimating Soft Labels for Out-of-Domain Intent Detection
Conference on Empirical Methods in Natural Language Processing (EMNLP), 2022
Hao Lang
Yinhe Zheng
Jian Sun
Feiling Huang
Luo Si
Yongbin Li
199
19
0
10 Nov 2022
Exploring Predictive Uncertainty and Calibration in NLP: A Study on the Impact of Method & Data Scarcity
Conference on Empirical Methods in Natural Language Processing (EMNLP), 2022
Dennis Ulmer
J. Frellsen
Christian Hardmeier
443
30
0
20 Oct 2022
State-of-the-art generalisation research in NLP: A taxonomy and review
Nature Machine Intelligence (Nat. Mach. Intell.), 2022
Dieuwke Hupkes
Mario Giulianelli
Verna Dankers
Mikel Artetxe
Yanai Elazar
...
Leila Khalatbari
Maria Ryskina
Rita Frieske
Robert Bamler
Zhijing Jin
631
132
0
06 Oct 2022
A Survey of Intent Classification and Slot-Filling Datasets for Task-Oriented Dialog
Stefan Larson
Kevin Leach
200
25
0
26 Jul 2022
Exploring the Advantages of Dense-Vector to One-Hot Encoding of Intent Classes in Out-of-Scope Detection Tasks
Claudio S. Pinhanez
Paulo Cavalin
134
2
0
18 May 2022
A Framework to Generate High-Quality Datapoints for Multiple Novel Intent Detection
North American Chapter of the Association for Computational Linguistics (NAACL), 2022
Ankan Mullick
Sukannya Purkayastha
Pawan Goyal
Niloy Ganguly
233
5
0
04 May 2022
Meta Learning for Natural Language Processing: A Survey
North American Chapter of the Association for Computational Linguistics (NAACL), 2022
Hung-yi Lee
Shang-Wen Li
Ngoc Thang Vu
343
51
0
03 May 2022
Learning to Classify Open Intent via Soft Labeling and Manifold Mixup
IEEE/ACM Transactions on Audio Speech and Language Processing (TASLP), 2022
Zifeng Cheng
Zhiwei Jiang
Yafeng Yin
Cong Wang
Qing Gu
VLM
136
21
0
16 Apr 2022
Towards Textual Out-of-Domain Detection without In-Domain Labels
IEEE/ACM Transactions on Audio Speech and Language Processing (TASLP), 2022
Di Jin
Shuyang Gao
Seokhwan Kim
Yang Liu
Dilek Z. Hakkani-Tür
167
28
0
22 Mar 2022
Alquist 4.0: Towards Social Intelligence Using Generative Models and Dialogue Personalization
Jakub Konrád
Jan Pichl
Petro Marek
Petr Lorenc
Van Duy Ta
Ondrej Kobza
L. Hýlová
Jan Sedivý
150
19
0
16 Sep 2021
Types of Out-of-Distribution Texts and How to Detect Them
Udit Arora
William Huang
He He
OODD
490
113
0
14 Sep 2021
GOLD: Improving Out-of-Scope Detection in Dialogues using Data Augmentation
Conference on Empirical Methods in Natural Language Processing (EMNLP), 2021
Derek Chen
Zhou Yu
160
32
0
07 Sep 2021
ProtoInfoMax: Prototypical Networks with Mutual Information Maximization for Out-of-Domain Detection
Conference on Empirical Methods in Natural Language Processing (EMNLP), 2021
Iftitahu Ni'mah
Meng Fang
Vlado Menkovski
Mykola Pechenizkiy
241
7
0
27 Aug 2021
Enhancing the Generalization for Intent Classification and Out-of-Domain Detection in SLU
Annual Meeting of the Association for Computational Linguistics (ACL), 2021
Yilin Shen
Yen-Chang Hsu
Avik Ray
Hongxia Jin
131
46
0
28 Jun 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
138
89
0
16 Jun 2021
Contrastive Out-of-Distribution Detection for Pretrained Transformers
Conference on Empirical Methods in Natural Language Processing (EMNLP), 2021
Wenxuan Zhou
Fangyu Liu
Muhao Chen
232
112
0
18 Apr 2021
Revisiting Few-shot Relation Classification: Evaluation Data and Classification Schemes
Transactions of the Association for Computational Linguistics (TACL), 2021
O. Sabo
Yanai Elazar
Yoav Goldberg
Ido Dagan
172
47
0
17 Apr 2021
Towards Confident Machine Reading Comprehension
Rishav Chakravarti
Avirup Sil
150
4
0
20 Jan 2021
Revisiting Mahalanobis Distance for Transformer-Based Out-of-Domain Detection
AAAI Conference on Artificial Intelligence (AAAI), 2021
Alexander Podolskiy
Dmitry Lipin
A. Bout
Ekaterina Artemova
Irina Piontkovskaya
OODD
451
93
0
11 Jan 2021
MASKER: Masked Keyword Regularization for Reliable Text Classification
AAAI Conference on Artificial Intelligence (AAAI), 2020
S. Moon
Sangwoo Mo
Kimin Lee
Jaeho Lee
Jinwoo Shin
210
39
0
17 Dec 2020
Using Meta-Knowledge Mined from Identifiers to Improve Intent Recognition in Neuro-Symbolic Algorithms
Claudio S. Pinhanez
Paulo Cavalin
Victor Henrique Alves Ribeiro
Heloisa Candello
J. Nogima
...
M. Pichiliani
Maira Gatti de Bayser
M. Guerra
H. Ferreira
G. Malfatti
100
2
0
16 Dec 2020
Evaluation of Out-of-Distribution Detection Performance of Self-Supervised Learning in a Controllable Environment
Jeonghoon Park
Kyungmin Jo
Daehoon Gwak
Jimin Hong
Jaegul Choo
Edward Choi
OODD
150
1
0
26 Nov 2020
Out-of-Distribution Detection for Automotive Perception
International Conference on Intelligent Transportation Systems (ITSC), 2020
Julia Nitsch
Masha Itkina
Ransalu Senanayake
Juan I. Nieto
M. Schmidt
Roland Siegwart
Mykel J. Kochenderfer
Cesar Cadena
UQCV
220
70
0
03 Nov 2020
Online Structured Meta-learning
Huaxiu Yao
Yingbo Zhou
M. Mahdavi
Ruoyao Xiao
R. Socher
Caiming Xiong
151
28
0
22 Oct 2020
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