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Intent Classification

514 directly classified papers

Papers per year

Papers

Few-Shot Intent Detection via Contrastive Pre-Training and Fine-Tuning EMNLP 2021
Semi-supervised Meta-learning for Cross-domain Few-shot Intent Classification IJCNLP 2021
Out-of-Scope Intent Detection with Self-Supervision and Discriminative Training ACL 2021
Open Intent Extraction from Natural Language Interactions (Extended Abstract) IJCAI 2021
An Explicit-Joint and Supervised-Contrastive Learning Framework for Few-Shot Intent Classification and Slot Filling EMNLP 2021
A Label-Aware BERT Attention Network for Zero-Shot Multi-Intent Detection in Spoken Language Understanding EMNLP 2021
Multilingual and Cross-Lingual Intent Detection from Spoken Data EMNLP 2021
The impact of domain-specific representations on BERT-based multi-domain spoken language understanding EACL 2021
A Neural Few-Shot Text Classification Reality Check EACL 2021
A Sequence-to-Sequence Approach to Dialogue State Tracking IJCNLP 2021
Out-of-Scope Intent Detection with Self-Supervision and Discriminative Training IJCNLP 2021
Dual Slot Selector via Local Reliability Verification for Dialogue State Tracking IJCNLP 2021
Modeling Discriminative Representations for Out-of-Domain Detection with Supervised Contrastive Learning IJCNLP 2021
TEXTOIR: An Integrated and Visualized Platform for Text Open Intent Recognition IJCNLP 2021
GL-GIN: Fast and Accurate Non-Autoregressive Model for Joint Multiple Intent Detection and Slot Filling IJCNLP 2021
N-Best ASR Transformer: Enhancing SLU Performance using Multiple ASR Hypotheses IJCNLP 2021
Out-of-Distribution Intent Detection with Self-Supervision and Discriminative Training ACL 2021
From Masked Language Modeling to Translation: Non-English Auxiliary Tasks Improve Zero-shot Spoken Language Understanding NAACL 2021
Action-Based Conversations Dataset: A Corpus for Building More In-Depth Task-Oriented Dialogue Systems NAACL 2021
Contextual Domain Classification with Temporal Representations NAACL 2021
Benchmarking Commercial Intent Detection Services with Practice-Driven Evaluations NAACL 2021
Semi-supervised Interactive Intent Labeling NAACL 2021
Lin: Unsupervised Extraction of Tasks from Textual Communication COLING 2020
ScopeIt: Scoping Task Relevant Sentences in Documents COLING 2020
Data Augmentation for Multiclass Utterance Classification – A Systematic Study COLING 2020