HIT-SCIR at MMNLU-22: Consistency Regularization for Multilingual Spoken Language Understanding Jan 5, 2023 Data Augmentation Intent Detection
Code Code Available Discovering Customer-Service Dialog System with Semi-Supervised Learning and Coarse-to-Fine Intent Detection Dec 23, 2022 Intent Detection
— Unverified Spoken Language Understanding for Conversational AI: Recent Advances and Future Direction Dec 21, 2022 Deep Learning intent-classification
— Unverified MULTI3NLU++: A Multilingual, Multi-Intent, Multi-Domain Dataset for Natural Language Understanding in Task-Oriented Dialogue Dec 20, 2022 Intent Detection Machine Translation
— Unverified Effectiveness of Text, Acoustic, and Lattice-based representations in Spoken Language Understanding tasks Dec 16, 2022 Automatic Speech Recognition Automatic Speech Recognition (ASR)
Code Code Available Enhancing Joint Multiple Intent Detection and Slot Filling with Global Intent-Slot Co-occurrence Dec 1, 2022 Graph Neural Network Intent Detection
Code Code Available Learning to Select from Multiple Options Dec 1, 2022 Entity Typing Intent Detection
Code Code Available A Scope Sensitive and Result Attentive Model for Multi-Intent Spoken Language Understanding Nov 22, 2022 Intent Detection Semantic Frame Parsing
— Unverified Estimating Soft Labels for Out-of-Domain Intent Detection Nov 10, 2022 Intent Detection Out of Distribution (OOD) Detection
— Unverified A Dynamic Graph Interactive Framework with Label-Semantic Injection for Spoken Language Understanding Nov 8, 2022 Intent Detection Semantic Frame Parsing
— Unverified Group is better than individual: Exploiting Label Topologies and Label Relations for Joint Multiple Intent Detection and Slot Filling Oct 19, 2022 Intent Detection slot-filling
— Unverified Explainable Slot Type Attentions to Improve Joint Intent Detection and Slot Filling Oct 19, 2022 Intent Detection Natural Language Understanding
— Unverified Disentangling Confidence Score Distribution for Out-of-Domain Intent Detection with Energy-Based Learning Oct 17, 2022 Intent Detection Out of Distribution (OOD) Detection
Code Code Available A Unified Framework for Multi-intent Spoken Language Understanding with prompting Oct 7, 2022 Intent Detection Multi-Task Learning
Code Code Available A Closer Look at Few-Shot Out-of-Distribution Intent Detection Oct 1, 2022 Intent Detection Task-Oriented Dialogue Systems
Code Code Available Continual Few-shot Intent Detection Oct 1, 2022 Intent Detection Task-Oriented Dialogue Systems
— Unverified HCLD: A Hierarchical Framework for Zero-shot Cross-lingual Dialogue System Oct 1, 2022 Intent Detection Sentence
— Unverified A Transformer-based Threshold-Free Framework for Multi-Intent NLU Oct 1, 2022 Intent Detection Multi-Task Learning
— Unverified Incorporating Instructional Prompts into a Unified Generative Framework for Joint Multiple Intent Detection and Slot Filling Oct 1, 2022 Intent Detection Semantic Frame Parsing
Code Code Available Insurance Question Answering via Single-turn Dialogue Modeling Oct 1, 2022 Intent Detection Question Answering
— Unverified Towards Multi-label Unknown Intent Detection Oct 1, 2022 Intent Detection
Code Code Available CAE: Mechanism to Diminish the Class Imbalanced in SLU Slot Filling Task Sep 21, 2022 intent-classification Intent Classification
Code Code Available From Disfluency Detection to Intent Detection and Slot Filling Sep 17, 2022 Intent Detection Language Modeling
Code Code Available Multi-grained Label Refinement Network with Dependency Structures for Joint Intent Detection and Slot Filling Sep 9, 2022 Graph Attention Intent Detection
Code Code Available Entity Aware Syntax Tree Based Data Augmentation for Natural Language Understanding Sep 6, 2022 Data Augmentation Intent Detection
— Unverified Adapting Task-Oriented Dialogue Models for Email Conversations Aug 19, 2022 Intent Detection Natural Language Understanding
— Unverified Real-time Caller Intent Detection In Human-Human Customer Support Spoken Conversations Aug 14, 2022 Intent Detection
— Unverified Intent Detection and Discovery from User Logs via Deep Semi-Supervised Contrastive Clustering Jul 1, 2022 Clustering Intent Detection
— Unverified Prompt Augmented Generative Replay via Supervised Contrastive Learning for Lifelong Intent Detection Jul 1, 2022 Continual Learning Contrastive Learning
— Unverified Lightweight Transformers for Conversational AI Jul 1, 2022 GPU Intent Detection
— Unverified The Spoken Language Understanding MEDIA Benchmark Dataset in the Era of Deep Learning: data updates, training and evaluation tools Jun 1, 2022 Intent Detection Spoken Language Understanding
— Unverified Calibrate and Refine! A Novel and Agile Framework for ASR-error Robust Intent Detection May 23, 2022 Automatic Speech Recognition Automatic Speech Recognition (ASR)
— Unverified Enhancing Slot Tagging with Intent Features for Task Oriented Natural Language Understanding using BERT May 19, 2022 Intent Detection Natural Language Understanding
— Unverified A Fast Attention Network for Joint Intent Detection and Slot Filling on Edge Devices May 16, 2022 Intent Detection Natural Language Understanding
— Unverified A Framework to Generate High-Quality Datapoints for Multiple Novel Intent Detection May 4, 2022 Intent Detection
Code Code Available Are Pre-trained Transformers Robust in Intent Classification? A Missing Ingredient in Evaluation of Out-of-Scope Intent Detection May 1, 2022 intent-classification Intent Classification
— Unverified Incremental Intent Detection for Medical Domain with Contrast Replay Networks May 1, 2022 Incremental Learning Intent Detection
— Unverified UniDU: Towards A Unified Generative Dialogue Understanding Framework Apr 10, 2022 Dialogue State Tracking dialogue summary
— Unverified Confidence Calibration for Intent Detection via Hyperspherical Space and Rebalanced Accuracy-Uncertainty Loss Mar 17, 2022 Intent Detection
— Unverified Learning Discriminative Representations and Decision Boundaries for Open Intent Detection Mar 11, 2022 Intent Detection Natural Language Understanding
Code Code Available Exploiting Topic Information for Joint Intent Detection and Slot Filling Jan 16, 2022 Intent Detection Natural Language Understanding
— Unverified Learn to Discover Dialog Intents via Self-supervised Context Pretraining Jan 16, 2022 Contrastive Learning Intent Detection
— Unverified Exploring the Limits of Natural Language Inference Based Setup for Few-Shot Intent Detection Dec 14, 2021 Few-Shot Learning Generalized Few-Shot Learning
Code Code Available Intention Recognition for Multiple Agents Dec 5, 2021 Clustering Descriptive
— Unverified Towards Explainable Dialogue System: Explaining Intent Classification using Saliency Techniques Dec 1, 2021 intent-classification Intent Classification
— Unverified A Generative Language Model for Few-shot Aspect-Based Sentiment Analysis Nov 16, 2021 Aspect-Based Sentiment Analysis Aspect-Based Sentiment Analysis (ABSA)
— Unverified A Graph-to-Sequence Model for Joint Intent Detection and Slot Filling in Task-Oriented Dialogue Systems Nov 16, 2021 Decoder global-optimization
— Unverified NATURE: Natural Auxiliary Text Utterances for Realistic Spoken Language Evaluation Nov 9, 2021 Intent Detection slot-filling
— Unverified User Centered Design (VI): Human Factors Approaches for Intelligent Human-Computer Interaction Nov 8, 2021 Intent Detection Philosophy
— Unverified LIDSNet: A Lightweight on-device Intent Detection model using Deep Siamese Network Oct 6, 2021 Intent Detection Natural Language Understanding
— Unverified 