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Papers
Knowledge Distillation Meets Few-Shot Learning: An Approach for Few-Shot Intent Classification Within and Across Domains
ACL 2022
Knowledge Distillation Transfer Sets and their Impact on Downstream NLU Tasks
EMNLP 2022
Label Errors in BANKING77
ACL 2022
Learning Better Intent Representations for Financial Open Intent Classification
EMNLP 2022
Learning Dialogue Representations from Consecutive Utterances
NAACL 2022
LINGUIST: Language Model Instruction Tuning to Generate Annotated Utterances for Intent Classification and Slot Tagging
COLING 2022
LITE: Intent-based Task Representation Learning Using Weak Supervision
NAACL 2022
Local-to-global learning for iterative training of production SLU models on new features
NAACL 2022
Machine Translation for Multilingual Intent Detection and Slots Filling
EMNLP 2022
Meta Auxiliary Learning for Low-resource Spoken Language Understanding
Interspeech 2022
MuiDial: Improving Dialogue Disentanglement with Intent-Based Mutual Learning
IJCAI 2022
Multitask Learning for Low Resource Spoken Language Understanding
Interspeech 2022
Multi-Task Pre-Training for Plug-and-Play Task-Oriented Dialogue System
ACL 2022
On Building Spoken Language Understanding Systems for Low Resourced Languages
NAACL 2022
Prompt Learning for Domain Adaptation in Task-Oriented Dialogue
EMNLP 2022
Revisit Overconfidence for OOD Detection: Reassigned Contrastive Learning with Adaptive Class-dependent Threshold
NAACL 2022
Semi-supervised Adversarial Text Generation based on Seq2Seq models
EMNLP 2022
SLATE: A Sequence Labeling Approach for Task Extraction from Free-form Inked Content
EMNLP 2022
Strategies to Improve Few-shot Learning for Intent Classification and Slot-Filling
NAACL 2022
TamilATIS: Dataset for Task-Oriented Dialog in Tamil
ACL 2022
Task-driven augmented data evaluation
EMNLP 2022
TaskMix: Data Augmentation for Meta-Learning of Spoken Intent Understanding
AACL 2022
Towards Automated Dialog Personalization using MBTI Personality Indicators
Interspeech 2022
Towards Multi-label Unknown Intent Detection
COLING 2022
Watch the Neighbors: A Unified K-Nearest Neighbor Contrastive Learning Framework for OOD Intent Discovery
EMNLP 2022