Intent Classification

LUNA: Learning Slot-Turn Alignment for Dialogue State Tracking NAACL 2022 Machine Translation for Multilingual Intent Detection and Slots Filling EMNLP 2022 Meta Auxiliary Learning for Low-resource Spoken Language Understanding Interspeech 2022 Multi-Label Intent Detection via Contrastive Task Specialization of Sentence Encoders EMNLP 2022 New Intent Discovery with Pre-training and Contrastive Learning ACL 2022 NLU++: A Multi-Label, Slot-Rich, Generalisable Dataset for Natural Language Understanding in Task-Oriented Dialogue NAACL 2022 On joint training with interfaces for spoken language understanding Interspeech 2022 On the Effectiveness of Sentence Encoding for Intent Detection Meta-Learning NAACL 2022 Prompt Augmented Generative Replay via Supervised Contrastive Learning for Lifelong Intent Detection NAACL 2022 QUILL: Query Intent with Large Language Models using Retrieval Augmentation and Multi-stage Distillation EMNLP 2022 Revisit Overconfidence for OOD Detection: Reassigned Contrastive Learning with Adaptive Class-dependent Threshold NAACL 2022 SLATE: A Sequence Labeling Approach for Task Extraction from Free-form Inked Content EMNLP 2022 STEPS: Semantic Typing of Event Processes with a Sequence-to-Sequence Approach AAAI 2022 TamilATIS: Dataset for Task-Oriented Dialog in Tamil ACL 2022 Task-driven augmented data evaluation EMNLP 2022 Text Is No More Enough! A Benchmark for Profile-Based Spoken Language Understanding AAAI 2022 Tokenwise Contrastive Pretraining for Finer Speech-to-BERT Alignment in End-to-End Speech-to-Intent Systems Interspeech 2022 Towards Automated Dialog Personalization using MBTI Personality Indicators Interspeech 2022 Towards Multi-label Unknown Intent Detection COLING 2022 Towards Need-Based Spoken Language Understanding Model Updates: What Have We Learned? EMNLP 2022 Two-Pass Low Latency End-to-End Spoken Language Understanding Interspeech 2022 UniNL: Aligning Representation Learning with Scoring Function for OOD Detection via Unified Neighborhood Learning EMNLP 2022 Using Multi-Encoder Fusion Strategies to Improve Personalized Response Selection COLING 2022 Watch the Neighbors: A Unified K-Nearest Neighbor Contrastive Learning Framework for OOD Intent Discovery EMNLP 2022 Weak supervision for Question Type Detection with large language models Interspeech 2022