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Deep Open Intent Classification with Adaptive Decision Boundary
v1v2v3v4v5 (latest)

Deep Open Intent Classification with Adaptive Decision Boundary

AAAI Conference on Artificial Intelligence (AAAI), 2020
18 December 2020
Hanlei Zhang
Hua Xu
Ting-En Lin
    VLM
ArXiv (abs)PDFHTMLGithub (74★)

Papers citing "Deep Open Intent Classification with Adaptive Decision Boundary"

50 / 51 papers shown
OpenCML: End-to-End Framework of Open-world Machine Learning to Learn Unknown Classes Incrementally
OpenCML: End-to-End Framework of Open-world Machine Learning to Learn Unknown Classes Incrementally
Jitendra Parmar
Praveen Singh Thakur
CLLVLM
270
0
0
23 Nov 2025
IDALC: A Semi-Supervised Framework for Intent Detection and Active Learning based Correction
IDALC: A Semi-Supervised Framework for Intent Detection and Active Learning based CorrectionIEEE Transactions on Artificial Intelligence (IEEE TAI), 2025
Ankan Mullick
Sukannya Purkayastha
Saransh Sharma
Pawan Goyal
Niloy Ganguly
185
0
0
08 Nov 2025
IPQA: A Benchmark for Core Intent Identification in Personalized Question Answering
IPQA: A Benchmark for Core Intent Identification in Personalized Question Answering
Jieyong Kim
Maryam Amirizaniani
Soojin Yoon
Dongha Lee
AI4MH
160
1
0
27 Oct 2025
DROID: Dual Representation for Out-of-Scope Intent Detection
DROID: Dual Representation for Out-of-Scope Intent Detection
Wael Rashwan
Hossam Zawbaa
Sourav Dutta
H. Assem
142
0
0
15 Oct 2025
Open-Set Living Need Prediction with Large Language Models
Open-Set Living Need Prediction with Large Language ModelsAnnual Meeting of the Association for Computational Linguistics (ACL), 2025
Xiaochong Lan
J. Feng
Yizhou Sun
Chen Gao
Jiahuan Lei
Xinlei Shi
Hengliang Luo
Yong Li
AI4TS
265
2
0
03 Jun 2025
Multi-Granularity Open Intent Classification via Adaptive Granular-Ball
  Decision Boundary
Multi-Granularity Open Intent Classification via Adaptive Granular-Ball Decision BoundaryAAAI Conference on Artificial Intelligence (AAAI), 2024
Yongbin Li
Xiaocao Ouyang
Chaofan Pan
Jing Zhang
Sen Zhao
Shuyin Xia
Xin Yang
G. Wang
Tianrui Li
379
5
0
18 Dec 2024
The Master-Slave Encoder Model for Improving Patent Text Summarization:
  A New Approach to Combining Specifications and Claims
The Master-Slave Encoder Model for Improving Patent Text Summarization: A New Approach to Combining Specifications and Claims
Shu Zhou
Xin Wang
Zhengda Zhou
Haohan Yi
Xuhui Zheng
Hao Wan
334
2
0
21 Nov 2024
IntentGPT: Few-shot Intent Discovery with Large Language Models
IntentGPT: Few-shot Intent Discovery with Large Language Models
Juan A. Rodriguez
Nicholas Botzer
David Vazquez
Christopher Pal
M. Pedersoli
I. Laradji
VLM
436
12
0
16 Nov 2024
Why Misinformation is Created? Detecting them by Integrating Intent
  Features
Why Misinformation is Created? Detecting them by Integrating Intent FeaturesInternational Conference on Information and Knowledge Management (CIKM), 2024
Bing Wang
Ximing Li
Chaofan Li
Bo Fu
Songwen Pei
Shengsheng Wang
297
17
0
27 Jul 2024
Out-of-Distribution Detection through Soft Clustering with Non-Negative
  Kernel Regression
Out-of-Distribution Detection through Soft Clustering with Non-Negative Kernel Regression
Aryan Gulati
Xingjian Dong
Carlos Hurtado
Sarath Shekkizhar
Swabha Swayamdipta
Antonio Ortega
OODD
329
3
0
18 Jul 2024
LIT: Large Language Model Driven Intention Tracking for Proactive
  Human-Robot Collaboration -- A Robot Sous-Chef Application
LIT: Large Language Model Driven Intention Tracking for Proactive Human-Robot Collaboration -- A Robot Sous-Chef Application
Zhe Huang
John Pohovey
Ananya Yammanuru
Katherine Driggs-Campbell
LM&Ro
240
4
0
19 Jun 2024
From Zero to Hero: Cold-Start Anomaly Detection
From Zero to Hero: Cold-Start Anomaly Detection
Tal Reiss
George Kour
Naama Zwerdling
Ateret Anaby-Tavor
Yedid Hoshen
364
4
0
30 May 2024
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
Hossam Zawbaa
Wael Rashwan
Sourav Dutta
H. Assem
OODD
422
5
0
30 May 2024
VI-OOD: A Unified Representation Learning Framework for Textual
  Out-of-distribution Detection
VI-OOD: A Unified Representation Learning Framework for Textual Out-of-distribution DetectionInternational Conference on Language Resources and Evaluation (LREC), 2024
Li-Ming Zhan
Bo Liu
Xiao-Ming Wu
296
0
0
09 Apr 2024
UniMEEC: Towards Unified Multimodal Emotion Recognition and Emotion
  Cause
UniMEEC: Towards Unified Multimodal Emotion Recognition and Emotion Cause
Guimin Hu
Zhihong Zhu
Daniel Hershcovich
Hasti Seifi
Jiayuan Xie
269
21
0
30 Mar 2024
Domain Adaptation in Intent Classification Systems: A Review
Domain Adaptation in Intent Classification Systems: A Review
Jesse Atuhurra
Hidetaka Kamigaito
Taro Watanabe
Eric Nichols
196
4
0
26 Mar 2024
MIntRec2.0: A Large-scale Benchmark Dataset for Multimodal Intent
  Recognition and Out-of-scope Detection in Conversations
MIntRec2.0: A Large-scale Benchmark Dataset for Multimodal Intent Recognition and Out-of-scope Detection in Conversations
Hanlei Zhang
Xin Wang
Hua Xu
Qianrui Zhou
Kai Gao
Jianhua Su
jinyue Zhao
Wenrui Li
Yanting Chen
667
29
0
16 Mar 2024
TK-KNN: A Balanced Distance-Based Pseudo Labeling Approach for
  Semi-Supervised Intent Classification
TK-KNN: A Balanced Distance-Based Pseudo Labeling Approach for Semi-Supervised Intent ClassificationConference on Empirical Methods in Natural Language Processing (EMNLP), 2023
Nicholas Botzer
David Vasquez
Tim Weninger
I. Laradji
260
1
0
17 Oct 2023
SNOiC: Soft Labeling and Noisy Mixup based Open Intent Classification
  Model
SNOiC: Soft Labeling and Noisy Mixup based Open Intent Classification Model
Aditi Kanwar
A. Seetha
S. Chouhan
R. Niyogi
380
0
0
11 Oct 2023
ChatGPT as Data Augmentation for Compositional Generalization: A Case
  Study in Open Intent Detection
ChatGPT as Data Augmentation for Compositional Generalization: A Case Study in Open Intent Detection
Yihao Fang
Xianzhi Li
Stephen W. Thomas
Xiao-Dan Zhu
202
16
0
25 Aug 2023
Utilisation of open intent recognition models for customer support
  intent detection
Utilisation of open intent recognition models for customer support intent detection
Rasheed Mohammad
Oliver Favell
Shariq Shah
Emmett Cooper
Edlira Vakaj
236
1
0
31 Jul 2023
BED: Bi-Encoder-Based Detectors for Out-of-Distribution Detection
BED: Bi-Encoder-Based Detectors for Out-of-Distribution Detection
Louis Owen
Biddwan Ahmed
Abhay Kumar
OODD
273
0
0
15 Jun 2023
Open Set Relation Extraction via Unknown-Aware Training
Open Set Relation Extraction via Unknown-Aware TrainingAnnual Meeting of the Association for Computational Linguistics (ACL), 2023
Jun Zhao
Xin Zhao
Wenyu Zhan
Tao Gui
Tao Gui
Zhongyu Wei
Yunwen Chen
Yantao Du
Xuanjing Huang
191
6
0
08 Jun 2023
Domain Incremental Lifelong Learning in an Open World
Domain Incremental Lifelong Learning in an Open WorldAnnual Meeting of the Association for Computational Linguistics (ACL), 2023
Yinpei Dai
Hao Lang
Yinhe Zheng
Yu Bowen
Fei Huang
Yongbin Li
CLL
244
5
0
11 May 2023
Out-of-Domain Intent Detection Considering Multi-Turn Dialogue Contexts
Out-of-Domain Intent Detection Considering Multi-Turn Dialogue ContextsInternational Conference on Language Resources and Evaluation (LREC), 2023
Hao Lang
Yinhe Zheng
Binyuan Hui
Fei Huang
Yongbin Li
275
7
0
05 May 2023
A Survey on Out-of-Distribution Detection in NLP
A Survey on Out-of-Distribution Detection in NLP
Hao Lang
Yinhe Zheng
Shouqing Yang
Jian Sun
Feiling Huang
Yongbin Li
459
40
0
05 May 2023
Intent Induction from Conversations for Task-Oriented Dialogue Track at
  DSTC 11
Intent Induction from Conversations for Task-Oriented Dialogue Track at DSTC 11
James Gung
Raphael Shu
Emily Moeng
Wesley Rose
Salvatore Romeo
Yassine Benajiba
Arshit Gupta
Saab Mansour
Yi Zhang
307
14
0
25 Apr 2023
Effective Open Intent Classification with K-center Contrastive Learning
  and Adjustable Decision Boundary
Effective Open Intent Classification with K-center Contrastive Learning and Adjustable Decision BoundaryAAAI Conference on Artificial Intelligence (AAAI), 2023
Xiaokang Liu
Jianquan Li
Jingjing Mu
Min Yang
Ruifeng Xu
Benyou Wang
VLM
155
11
0
20 Apr 2023
Speaker Profiling in Multiparty Conversations
Speaker Profiling in Multiparty Conversations
Shivani Kumar
Rishabh Gupta
Md. Shad Akhtar
Tanmoy Chakraborty
326
0
0
18 Apr 2023
A Clustering Framework for Unsupervised and Semi-supervised New Intent
  Discovery
A Clustering Framework for Unsupervised and Semi-supervised New Intent DiscoveryIEEE Transactions on Knowledge and Data Engineering (TKDE), 2023
Hanlei Zhang
Huanlin Xu
Xin Eric Wang
Fei Long
Kai Gao
442
22
0
16 Apr 2023
Open World Classification with Adaptive Negative Samples
Open World Classification with Adaptive Negative SamplesConference on Empirical Methods in Natural Language Processing (EMNLP), 2023
Ke Bai
Guoyin Wang
Jiwei Li
Sunghyun Park
Sungjin Lee
Puyang Xu
Ricardo Henao
Lawrence Carin
VLM
199
7
0
09 Mar 2023
A Hybrid Architecture for Out of Domain Intent Detection and Intent
  Discovery
A Hybrid Architecture for Out of Domain Intent Detection and Intent Discovery
M. Akbari
Ali Mohades
M. H. Shirali-Shahreza
VLM
516
3
0
07 Mar 2023
Intent Recognition in Conversational Recommender Systems
Intent Recognition in Conversational Recommender Systems
Sahar Moradizeyveh
321
9
0
06 Dec 2022
UniMSE: Towards Unified Multimodal Sentiment Analysis and Emotion
  Recognition
UniMSE: Towards Unified Multimodal Sentiment Analysis and Emotion RecognitionConference on Empirical Methods in Natural Language Processing (EMNLP), 2022
Guimin Hu
Ting-En Lin
Yi Zhao
Guangming Lu
Yuchuan Wu
Yongbin Li
318
212
0
21 Nov 2022
Disentangling Task Relations for Few-shot Text Classification via
  Self-Supervised Hierarchical Task Clustering
Disentangling Task Relations for Few-shot Text Classification via Self-Supervised Hierarchical Task ClusteringConference on Empirical Methods in Natural Language Processing (EMNLP), 2022
Juan Zha
Zheng Li
Ying Wei
Yu Zhang
357
6
0
16 Nov 2022
Estimating Soft Labels for Out-of-Domain Intent Detection
Estimating Soft Labels for Out-of-Domain Intent DetectionConference on Empirical Methods in Natural Language Processing (EMNLP), 2022
Hao Lang
Yinhe Zheng
Jian Sun
Feiling Huang
Luo Si
Yongbin Li
228
21
0
10 Nov 2022
Learning Better Intent Representations for Financial Open Intent
  Classification
Learning Better Intent Representations for Financial Open Intent Classification
Xianzhi Li
Will Aitken
Xiao-Dan Zhu
Stephen W. Thomas
AIFin
229
9
0
25 Oct 2022
UniNL: Aligning Representation Learning with Scoring Function for OOD
  Detection via Unified Neighborhood Learning
UniNL: Aligning Representation Learning with Scoring Function for OOD Detection via Unified Neighborhood LearningConference on Empirical Methods in Natural Language Processing (EMNLP), 2022
Yutao Mou
Pei Wang
Keqing He
Yanan Wu
Jingang Wang
Wei Wu
Weiran Xu
243
8
0
19 Oct 2022
Generalized Intent Discovery: Learning from Open World Dialogue System
Generalized Intent Discovery: Learning from Open World Dialogue SystemInternational Conference on Computational Linguistics (COLING), 2022
Yutao Mou
Keqing He
Yanan Wu
Pei Wang
Jingang Wang
Wei Wu
Y. Huang
Junlan Feng
Weiran Xu
242
10
0
13 Sep 2022
MIntRec: A New Dataset for Multimodal Intent Recognition
MIntRec: A New Dataset for Multimodal Intent RecognitionACM Multimedia (ACM MM), 2022
Hanlei Zhang
Huanlin Xu
Xin Eric Wang
Qianrui Zhou
Shaojie Zhao
Jiayan Teng
344
78
0
09 Sep 2022
Continuous QA Learning with Structured Prompts
Yinhe Zheng
CLL
622
1
0
31 Aug 2022
Building the Intent Landscape of Real-World Conversational Corpora with
  Extractive Question-Answering Transformers
Building the Intent Landscape of Real-World Conversational Corpora with Extractive Question-Answering Transformers
Jean-Philippe Corbeil
Mia Taige Li
H. Ghavidel
208
0
0
26 Aug 2022
Duplex Conversation: Towards Human-like Interaction in Spoken Dialogue
  Systems
Duplex Conversation: Towards Human-like Interaction in Spoken Dialogue SystemsKnowledge Discovery and Data Mining (KDD), 2022
Ting-En Lin
Yuchuan Wu
Feiling Huang
Luo Si
Jian Sun
Yongbin Li
417
35
0
30 May 2022
Metric Learning and Adaptive Boundary for Out-of-Domain Detection
Metric Learning and Adaptive Boundary for Out-of-Domain DetectionInternational Conference on Applications of Natural Language to Data Bases (NLDB), 2022
Petr Lorenc
Tommaso Gargiani
Jan Pichl
Jakub Konrád
Petro Marek
Ondrej Kobza
Jan Sedivý
220
0
0
22 Apr 2022
Learning to Classify Open Intent via Soft Labeling and Manifold Mixup
Learning to Classify Open Intent via Soft Labeling and Manifold MixupIEEE/ACM Transactions on Audio Speech and Language Processing (TASLP), 2022
Zifeng Cheng
Zhiwei Jiang
Yafeng Yin
Cong Wang
Qing Gu
VLM
173
23
0
16 Apr 2022
Learning Discriminative Representations and Decision Boundaries for Open
  Intent Detection
Learning Discriminative Representations and Decision Boundaries for Open Intent DetectionIEEE/ACM Transactions on Audio Speech and Language Processing (TASLP), 2022
Hanlei Zhang
Huan Xu
Shaojie Zhao
Qianrui Zhou
264
31
0
11 Mar 2022
Towards Open-Set Text Recognition via Label-to-Prototype Learning
Towards Open-Set Text Recognition via Label-to-Prototype LearningPattern Recognition (Pattern Recogn.), 2021
Chang-rui Liu
Chun Yang
Haibo Qin
Xiaobin Zhu
Cheng-Lin Liu
Xu-Cheng Yin
VLM
288
42
0
10 Mar 2022
TEXTOIR: An Integrated and Visualized Platform for Text Open Intent
  Recognition
TEXTOIR: An Integrated and Visualized Platform for Text Open Intent Recognition
Hanlei Zhang
Xiaoteng Li
Hua Xu
Panpan Zhang
Kang Zhao
Kai Gao
292
44
0
13 Sep 2021
Out-of-Scope Intent Detection with Self-Supervision and Discriminative
  Training
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
171
93
0
16 Jun 2021
A Survey on Spoken Language Understanding: Recent Advances and New
  Frontiers
A Survey on Spoken Language Understanding: Recent Advances and New FrontiersInternational Joint Conference on Artificial Intelligence (IJCAI), 2021
Libo Qin
Tianbao Xie
Wanxiang Che
Ting Liu
VLM
414
119
0
04 Mar 2021
12
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